id	sid	tid	token	lemma	pos
easat-2933	1	1	edelweiss	edelweiss	PROPN
easat-2933	1	2	applied	apply	VERB
easat-2933	1	3	science	science	NOUN
easat-2933	1	4	and	and	CCONJ
easat-2933	1	5	technology	technology	NOUN
easat-2933	1	6	issn	issn	PROPN
easat-2933	1	7	:	:	PUNCT
easat-2933	1	8	2576	2576	NUM
easat-2933	1	9	-	-	SYM
easat-2933	1	10	8484	8484	NUM
easat-2933	1	11	vol	vol	NOUN
easat-2933	1	12	.	.	PROPN
easat-2933	1	13	8	8	NUM
easat-2933	1	14	,	,	PUNCT
easat-2933	1	15	no	no	INTJ
easat-2933	1	16	.	.	NOUN
easat-2933	1	17	6	6	NUM
easat-2933	1	18	,	,	PUNCT
easat-2933	1	19	4319	4319	NUM
easat-2933	1	20	-	-	SYM
easat-2933	1	21	4348	4348	NUM
easat-2933	1	22	2024	2024	NUM
easat-2933	1	23	publisher	publisher	NOUN
easat-2933	1	24	:	:	PUNCT
easat-2933	1	25	learning	learn	VERB
easat-2933	1	26	gate	gate	NOUN
easat-2933	1	27	doi	doi	PROPN
easat-2933	1	28	:	:	PUNCT
easat-2933	1	29	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	1	30	©	©	ADP
easat-2933	1	31	2024	2024	NUM
easat-2933	1	32	by	by	ADP
easat-2933	1	33	the	the	DET
easat-2933	1	34	authors	author	NOUN
easat-2933	1	35	;	;	PUNCT
easat-2933	1	36	licensee	licensee	PROPN
easat-2933	1	37	learning	learning	NOUN
easat-2933	1	38	gate	gate	NOUN
easat-2933	1	39	©	©	PROPN
easat-2933	1	40	2024	2024	NUM
easat-2933	1	41	by	by	ADP
easat-2933	1	42	the	the	DET
easat-2933	1	43	authors	author	NOUN
easat-2933	1	44	;	;	PUNCT
easat-2933	1	45	licensee	licensee	PROPN
easat-2933	1	46	learning	learn	VERB
easat-2933	1	47	gate	gate	NOUN
easat-2933	1	48	*	*	PUNCT
easat-2933	1	49	correspondence	correspondence	NOUN
easat-2933	1	50	:	:	PUNCT
easat-2933	1	51	vedran.dakic@algebra.hr	vedran.dakic@algebra.hr	VERB
easat-2933	1	52	leveraging	leverage	VERB
easat-2933	1	53	microsoft	microsoft	PROPN
easat-2933	1	54	sentinel	sentinel	NOUN
easat-2933	1	55	and	and	CCONJ
easat-2933	1	56	logic	logic	NOUN
easat-2933	1	57	apps	app	NOUN
easat-2933	1	58	for	for	ADP
easat-2933	1	59	automated	automate	VERB
easat-2933	1	60	cyber	cyber	NOUN
easat-2933	1	61	threat	threat	NOUN
easat-2933	1	62	response	response	NOUN
easat-2933	1	63	vedran	vedran	NOUN
easat-2933	1	64	dakić1	dakić1	PROPN
easat-2933	1	65	*	*	SYM
easat-2933	1	66	,	,	PUNCT
easat-2933	1	67	zlatan	zlatan	PROPN
easat-2933	1	68	morić2	morić2	PROPN
easat-2933	1	69	,	,	PUNCT
easat-2933	1	70	ana	ana	PROPN
easat-2933	1	71	kapulica3	kapulica3	PROPN
easat-2933	1	72	,	,	PUNCT
easat-2933	1	73	damir	damir	PROPN
easat-2933	1	74	regvart4	regvart4	PROPN
easat-2933	1	75	1,2,3,4algebra	1,2,3,4algebra	NUM
easat-2933	1	76	university	university	NOUN
easat-2933	1	77	,	,	PUNCT
easat-2933	1	78	croatia	croatia	PROPN
easat-2933	1	79	;	;	PUNCT
easat-2933	1	80	vedran.dakic@algebra.hr	vedran.dakic@algebra.hr	PROPN
easat-2933	1	81	(	(	PUNCT
easat-2933	1	82	v.d	v.d	PROPN
easat-2933	1	83	.	.	PROPN
easat-2933	1	84	)	)	PUNCT
easat-2933	1	85	zlatan.moric@algebra.hr	zlatan.moric@algebra.hr	PROPN
easat-2933	1	86	(	(	PUNCT
easat-2933	1	87	z.m	z.m	PROPN
easat-2933	1	88	.	.	PUNCT
easat-2933	1	89	)	)	PUNCT
easat-2933	2	1	ana.kapulica@algebra.hr	ana.kapulica@algebra.hr	PUNCT
easat-2933	2	2	(	(	PUNCT
easat-2933	2	3	a.k	a.k	PROPN
easat-2933	2	4	.	.	PROPN
easat-2933	2	5	)	)	PUNCT
easat-2933	3	1	damir.regvart@algebra.hr	damir.regvart@algebra.hr	PROPN
easat-2933	3	2	(	(	PUNCT
easat-2933	3	3	d.r	d.r	PROPN
easat-2933	3	4	.	.	PROPN
easat-2933	3	5	)	)	PUNCT
easat-2933	4	1	abstract	abstract	NOUN
easat-2933	4	2	:	:	PUNCT
easat-2933	4	3	an	an	DET
easat-2933	4	4	integrated	integrated	ADJ
easat-2933	4	5	approach	approach	NOUN
easat-2933	4	6	to	to	ADP
easat-2933	4	7	automated	automate	VERB
easat-2933	4	8	cyber	cyber	NOUN
easat-2933	4	9	threat	threat	NOUN
easat-2933	4	10	response	response	NOUN
easat-2933	4	11	is	be	AUX
easat-2933	4	12	explored	explore	VERB
easat-2933	4	13	in	in	ADP
easat-2933	4	14	this	this	DET
easat-2933	4	15	paper	paper	NOUN
easat-2933	4	16	,	,	PUNCT
easat-2933	4	17	with	with	ADP
easat-2933	4	18	microsoft	microsoft	PROPN
easat-2933	4	19	sentinel	sentinel	PROPN
easat-2933	4	20	's	's	PART
easat-2933	4	21	security	security	NOUN
easat-2933	4	22	information	information	NOUN
easat-2933	4	23	and	and	CCONJ
easat-2933	4	24	event	event	NOUN
easat-2933	4	25	management	management	NOUN
easat-2933	4	26	(	(	PUNCT
easat-2933	4	27	siem	siem	NOUN
easat-2933	4	28	)	)	PUNCT
easat-2933	4	29	capabilities	capability	NOUN
easat-2933	4	30	being	be	AUX
easat-2933	4	31	leveraged	leverage	VERB
easat-2933	4	32	alongside	alongside	ADP
easat-2933	4	33	logic	logic	NOUN
easat-2933	4	34	apps	app	NOUN
easat-2933	4	35	'	'	PART
easat-2933	4	36	workflow	workflow	NOUN
easat-2933	4	37	automation	automation	NOUN
easat-2933	4	38	within	within	ADP
easat-2933	4	39	the	the	DET
easat-2933	4	40	azure	azure	ADJ
easat-2933	4	41	ecosystem	ecosystem	NOUN
easat-2933	4	42	.	.	PUNCT
easat-2933	5	1	efficient	efficient	ADJ
easat-2933	5	2	identification	identification	NOUN
easat-2933	5	3	and	and	CCONJ
easat-2933	5	4	automated	automate	VERB
easat-2933	5	5	mitigation	mitigation	NOUN
easat-2933	5	6	of	of	ADP
easat-2933	5	7	security	security	NOUN
easat-2933	5	8	incidents	incident	NOUN
easat-2933	5	9	are	be	AUX
easat-2933	5	10	enabled	enable	VERB
easat-2933	5	11	by	by	ADP
easat-2933	5	12	a	a	DET
easat-2933	5	13	combination	combination	NOUN
easat-2933	5	14	of	of	ADP
easat-2933	5	15	ai	ai	ADJ
easat-2933	5	16	-	-	PUNCT
easat-2933	5	17	driven	drive	VERB
easat-2933	5	18	analytics	analytic	NOUN
easat-2933	5	19	and	and	CCONJ
easat-2933	5	20	advanced	advanced	ADJ
easat-2933	5	21	threat	threat	NOUN
easat-2933	5	22	-	-	PUNCT
easat-2933	5	23	hunting	hunt	VERB
easat-2933	5	24	capabilities	capability	NOUN
easat-2933	5	25	,	,	PUNCT
easat-2933	5	26	resulting	result	VERB
easat-2933	5	27	in	in	ADP
easat-2933	5	28	a	a	DET
easat-2933	5	29	substantial	substantial	ADJ
easat-2933	5	30	reduction	reduction	NOUN
easat-2933	5	31	of	of	ADP
easat-2933	5	32	manual	manual	ADJ
easat-2933	5	33	intervention	intervention	NOUN
easat-2933	5	34	and	and	CCONJ
easat-2933	5	35	response	response	NOUN
easat-2933	5	36	times	time	NOUN
easat-2933	5	37	.	.	PUNCT
easat-2933	6	1	the	the	DET
easat-2933	6	2	approach	approach	NOUN
easat-2933	6	3	is	be	AUX
easat-2933	6	4	demonstrated	demonstrate	VERB
easat-2933	6	5	to	to	PART
easat-2933	6	6	contribute	contribute	VERB
easat-2933	6	7	scientifically	scientifically	ADV
easat-2933	6	8	across	across	ADP
easat-2933	6	9	three	three	NUM
easat-2933	6	10	core	core	NOUN
easat-2933	6	11	areas	area	NOUN
easat-2933	6	12	:	:	PUNCT
easat-2933	6	13	(	(	PUNCT
easat-2933	6	14	1	1	X
easat-2933	6	15	)	)	PUNCT
easat-2933	6	16	a	a	DET
easat-2933	6	17	novel	novel	ADJ
easat-2933	6	18	integration	integration	NOUN
easat-2933	6	19	of	of	ADP
easat-2933	6	20	sentinel	sentinel	NOUN
easat-2933	6	21	's	's	PART
easat-2933	6	22	siem	siem	NOUN
easat-2933	6	23	with	with	ADP
easat-2933	6	24	logic	logic	NOUN
easat-2933	6	25	apps	app	NOUN
easat-2933	6	26	is	be	AUX
easat-2933	6	27	proposed	propose	VERB
easat-2933	6	28	to	to	PART
easat-2933	6	29	streamline	streamline	VERB
easat-2933	6	30	response	response	NOUN
easat-2933	6	31	workflows	workflow	NOUN
easat-2933	6	32	using	use	VERB
easat-2933	6	33	automated	automate	VERB
easat-2933	6	34	playbooks	playbook	NOUN
easat-2933	6	35	;	;	PUNCT
easat-2933	6	36	(	(	PUNCT
easat-2933	6	37	2	2	X
easat-2933	6	38	)	)	PUNCT
easat-2933	6	39	the	the	DET
easat-2933	6	40	effectiveness	effectiveness	NOUN
easat-2933	6	41	of	of	ADP
easat-2933	6	42	the	the	DET
easat-2933	6	43	system	system	NOUN
easat-2933	6	44	is	be	AUX
easat-2933	6	45	assessed	assess	VERB
easat-2933	6	46	through	through	ADP
easat-2933	6	47	multiple	multiple	ADJ
easat-2933	6	48	cyber	cyber	NOUN
easat-2933	6	49	threat	threat	NOUN
easat-2933	6	50	scenarios	scenario	NOUN
easat-2933	6	51	,	,	PUNCT
easat-2933	6	52	including	include	VERB
easat-2933	6	53	automated	automate	VERB
easat-2933	6	54	account	account	NOUN
easat-2933	6	55	blocking	blocking	NOUN
easat-2933	6	56	and	and	CCONJ
easat-2933	6	57	virtual	virtual	ADJ
easat-2933	6	58	machine	machine	NOUN
easat-2933	6	59	isolation	isolation	NOUN
easat-2933	6	60	in	in	ADP
easat-2933	6	61	response	response	NOUN
easat-2933	6	62	to	to	ADP
easat-2933	6	63	identified	identify	VERB
easat-2933	6	64	threats	threat	NOUN
easat-2933	6	65	;	;	PUNCT
easat-2933	6	66	and	and	CCONJ
easat-2933	6	67	(	(	PUNCT
easat-2933	6	68	3	3	X
easat-2933	6	69	)	)	PUNCT
easat-2933	6	70	sentinel	sentinel	NOUN
easat-2933	6	71	's	's	PART
easat-2933	6	72	performance	performance	NOUN
easat-2933	6	73	is	be	AUX
easat-2933	6	74	evaluated	evaluate	VERB
easat-2933	6	75	relative	relative	ADJ
easat-2933	6	76	to	to	ADP
easat-2933	6	77	other	other	ADJ
easat-2933	6	78	siem	siem	NOUN
easat-2933	6	79	solutions	solution	NOUN
easat-2933	6	80	,	,	PUNCT
easat-2933	6	81	such	such	ADJ
easat-2933	6	82	as	as	ADP
easat-2933	6	83	splunk	splunk	NOUN
easat-2933	6	84	and	and	CCONJ
easat-2933	6	85	ibm	ibm	PROPN
easat-2933	6	86	qradar	qradar	NOUN
easat-2933	6	87	,	,	PUNCT
easat-2933	6	88	particularly	particularly	ADV
easat-2933	6	89	in	in	ADP
easat-2933	6	90	azure	azure	ADJ
easat-2933	6	91	-	-	ADJ
easat-2933	6	92	centric	centric	ADJ
easat-2933	6	93	and	and	CCONJ
easat-2933	6	94	hybrid	hybrid	ADJ
easat-2933	6	95	environments	environment	NOUN
easat-2933	6	96	.	.	PUNCT
easat-2933	7	1	the	the	DET
easat-2933	7	2	potential	potential	NOUN
easat-2933	7	3	of	of	ADP
easat-2933	7	4	microsoft	microsoft	PROPN
easat-2933	7	5	sentinel	sentinel	PROPN
easat-2933	7	6	and	and	CCONJ
easat-2933	7	7	logic	logic	NOUN
easat-2933	7	8	apps	app	NOUN
easat-2933	7	9	to	to	PART
easat-2933	7	10	advance	advance	VERB
easat-2933	7	11	proactive	proactive	ADJ
easat-2933	7	12	cybersecurity	cybersecurity	NOUN
easat-2933	7	13	defenses	defense	NOUN
easat-2933	7	14	is	be	AUX
easat-2933	7	15	underscored	underscore	VERB
easat-2933	7	16	,	,	PUNCT
easat-2933	7	17	while	while	SCONJ
easat-2933	7	18	key	key	ADJ
easat-2933	7	19	limitations	limitation	NOUN
easat-2933	7	20	in	in	ADP
easat-2933	7	21	scalability	scalability	NOUN
easat-2933	7	22	and	and	CCONJ
easat-2933	7	23	cross	cross	ADJ
easat-2933	7	24	-	-	ADJ
easat-2933	7	25	platform	platform	ADJ
easat-2933	7	26	adaptability	adaptability	NOUN
easat-2933	7	27	are	be	AUX
easat-2933	7	28	also	also	ADV
easat-2933	7	29	identified	identify	VERB
easat-2933	7	30	.	.	PUNCT
easat-2933	8	1	keywords	keyword	NOUN
easat-2933	8	2	:	:	PUNCT
easat-2933	8	3	automatic	automatic	ADJ
easat-2933	8	4	response	response	NOUN
easat-2933	8	5	,	,	PUNCT
easat-2933	8	6	cyber	cyber	NOUN
easat-2933	8	7	threats	threat	NOUN
easat-2933	8	8	;	;	PUNCT
easat-2933	8	9	cybersecurity	cybersecurity	NOUN
easat-2933	8	10	,	,	PUNCT
easat-2933	8	11	logic	logic	NOUN
easat-2933	8	12	apps	app	NOUN
easat-2933	8	13	,	,	PUNCT
easat-2933	8	14	microsoft	microsoft	PROPN
easat-2933	8	15	sentinel	sentinel	PROPN
easat-2933	8	16	,	,	PUNCT
easat-2933	8	17	security	security	NOUN
easat-2933	8	18	solutions	solution	NOUN
easat-2933	8	19	.	.	PUNCT
easat-2933	9	1	1	1	X
easat-2933	9	2	.	.	X
easat-2933	9	3	introduction	introduction	NOUN
easat-2933	9	4	the	the	DET
easat-2933	9	5	ongoing	ongoing	ADJ
easat-2933	9	6	challenges	challenge	NOUN
easat-2933	9	7	presented	present	VERB
easat-2933	9	8	by	by	ADP
easat-2933	9	9	the	the	DET
easat-2933	9	10	increasing	increase	VERB
easat-2933	9	11	sophistication	sophistication	NOUN
easat-2933	9	12	and	and	CCONJ
easat-2933	9	13	frequency	frequency	NOUN
easat-2933	9	14	of	of	ADP
easat-2933	9	15	cyber	cyber	PROPN
easat-2933	9	16	threats	threat	NOUN
easat-2933	9	17	are	be	AUX
easat-2933	9	18	faced	face	VERB
easat-2933	9	19	by	by	ADP
easat-2933	9	20	organizations	organization	NOUN
easat-2933	9	21	striving	strive	VERB
easat-2933	9	22	to	to	PART
easat-2933	9	23	maintain	maintain	VERB
easat-2933	9	24	effective	effective	ADJ
easat-2933	9	25	defenses	defense	NOUN
easat-2933	9	26	.	.	PUNCT
easat-2933	10	1	it	it	PRON
easat-2933	10	2	has	have	AUX
easat-2933	10	3	been	be	AUX
easat-2933	10	4	observed	observe	VERB
easat-2933	10	5	that	that	SCONJ
easat-2933	10	6	traditional	traditional	ADJ
easat-2933	10	7	manual	manual	ADJ
easat-2933	10	8	threat	threat	NOUN
easat-2933	10	9	response	response	NOUN
easat-2933	10	10	methods	method	NOUN
easat-2933	10	11	are	be	AUX
easat-2933	10	12	no	no	ADV
easat-2933	10	13	longer	long	ADV
easat-2933	10	14	sufficient	sufficient	ADJ
easat-2933	10	15	,	,	PUNCT
easat-2933	10	16	leading	lead	VERB
easat-2933	10	17	to	to	ADP
easat-2933	10	18	the	the	DET
easat-2933	10	19	conclusion	conclusion	NOUN
easat-2933	10	20	that	that	SCONJ
easat-2933	10	21	automated	automate	VERB
easat-2933	10	22	solutions	solution	NOUN
easat-2933	10	23	are	be	AUX
easat-2933	10	24	considered	consider	VERB
easat-2933	10	25	indispensable	indispensable	ADJ
easat-2933	10	26	.	.	PUNCT
easat-2933	11	1	the	the	DET
easat-2933	11	2	development	development	NOUN
easat-2933	11	3	of	of	ADP
easat-2933	11	4	microsoft	microsoft	PROPN
easat-2933	11	5	azure	azure	PROPN
easat-2933	11	6	sentinel	sentinel	NOUN
easat-2933	11	7	,	,	PUNCT
easat-2933	11	8	a	a	DET
easat-2933	11	9	cloud	cloud	ADJ
easat-2933	11	10	-	-	PUNCT
easat-2933	11	11	native	native	ADJ
easat-2933	11	12	security	security	NOUN
easat-2933	11	13	information	information	NOUN
easat-2933	11	14	and	and	CCONJ
easat-2933	11	15	event	event	NOUN
easat-2933	11	16	management	management	NOUN
easat-2933	11	17	(	(	PUNCT
easat-2933	11	18	siem	siem	PROPN
easat-2933	11	19	)	)	PUNCT
easat-2933	11	20	and	and	CCONJ
easat-2933	11	21	security	security	NOUN
easat-2933	11	22	orchestration	orchestration	NOUN
easat-2933	11	23	,	,	PUNCT
easat-2933	11	24	automation	automation	NOUN
easat-2933	11	25	,	,	PUNCT
easat-2933	11	26	and	and	CCONJ
easat-2933	11	27	response	response	NOUN
easat-2933	11	28	(	(	PUNCT
easat-2933	11	29	soar	soar	NOUN
easat-2933	11	30	)	)	PUNCT
easat-2933	11	31	platform	platform	NOUN
easat-2933	11	32	,	,	PUNCT
easat-2933	11	33	was	be	AUX
easat-2933	11	34	undertaken	undertake	VERB
easat-2933	11	35	specifically	specifically	ADV
easat-2933	11	36	to	to	PART
easat-2933	11	37	address	address	VERB
easat-2933	11	38	these	these	DET
easat-2933	11	39	needs	need	NOUN
easat-2933	11	40	in	in	ADP
easat-2933	11	41	cloud	cloud	ADJ
easat-2933	11	42	computing	computing	NOUN
easat-2933	11	43	environments	environment	NOUN
easat-2933	11	44	.	.	PUNCT
easat-2933	12	1	advanced	advanced	ADJ
easat-2933	12	2	ai	ai	NOUN
easat-2933	12	3	-	-	PUNCT
easat-2933	12	4	driven	drive	VERB
easat-2933	12	5	analytics	analytic	NOUN
easat-2933	12	6	are	be	AUX
easat-2933	12	7	leveraged	leverage	VERB
easat-2933	12	8	by	by	ADP
easat-2933	12	9	sentinel	sentinel	NOUN
easat-2933	12	10	,	,	PUNCT
easat-2933	12	11	and	and	CCONJ
easat-2933	12	12	seamless	seamless	ADJ
easat-2933	12	13	integration	integration	NOUN
easat-2933	12	14	with	with	ADP
easat-2933	12	15	the	the	DET
easat-2933	12	16	microsoft	microsoft	PROPN
easat-2933	12	17	ecosystem	ecosystem	NOUN
easat-2933	12	18	is	be	AUX
easat-2933	12	19	provided	provide	VERB
easat-2933	12	20	,	,	PUNCT
easat-2933	12	21	resulting	result	VERB
easat-2933	12	22	in	in	ADP
easat-2933	12	23	a	a	DET
easat-2933	12	24	robust	robust	ADJ
easat-2933	12	25	tool	tool	NOUN
easat-2933	12	26	for	for	ADP
easat-2933	12	27	monitoring	monitor	VERB
easat-2933	12	28	and	and	CCONJ
easat-2933	12	29	responding	respond	VERB
easat-2933	12	30	to	to	ADP
easat-2933	12	31	security	security	NOUN
easat-2933	12	32	incidents	incident	NOUN
easat-2933	12	33	.	.	PUNCT
easat-2933	13	1	accompanying	accompany	VERB
easat-2933	13	2	this	this	DET
easat-2933	13	3	,	,	PUNCT
easat-2933	13	4	workflow	workflow	NOUN
easat-2933	13	5	automation	automation	NOUN
easat-2933	13	6	across	across	ADP
easat-2933	13	7	diverse	diverse	ADJ
easat-2933	13	8	applications	application	NOUN
easat-2933	13	9	and	and	CCONJ
easat-2933	13	10	systems	system	NOUN
easat-2933	13	11	is	be	AUX
easat-2933	13	12	enabled	enable	VERB
easat-2933	13	13	by	by	ADP
easat-2933	13	14	microsoft	microsoft	PROPN
easat-2933	13	15	’s	’s	PART
easat-2933	13	16	logic	logic	NOUN
easat-2933	13	17	apps	app	NOUN
easat-2933	13	18	,	,	PUNCT
easat-2933	13	19	allowing	allow	VERB
easat-2933	13	20	for	for	ADP
easat-2933	13	21	streamlined	streamlined	ADJ
easat-2933	13	22	,	,	PUNCT
easat-2933	13	23	scalable	scalable	ADJ
easat-2933	13	24	responses	response	NOUN
easat-2933	13	25	to	to	ADP
easat-2933	13	26	identified	identify	VERB
easat-2933	13	27	threats	threat	NOUN
easat-2933	13	28	.	.	PUNCT
easat-2933	14	1	the	the	DET
easat-2933	14	2	combined	combine	VERB
easat-2933	14	3	use	use	NOUN
easat-2933	14	4	of	of	ADP
easat-2933	14	5	microsoft	microsoft	PROPN
easat-2933	14	6	sentinel	sentinel	PROPN
easat-2933	14	7	and	and	CCONJ
easat-2933	14	8	logic	logic	NOUN
easat-2933	14	9	apps	app	NOUN
easat-2933	14	10	for	for	ADP
easat-2933	14	11	automated	automate	VERB
easat-2933	14	12	cybersecurity	cybersecurity	NOUN
easat-2933	14	13	responses	response	NOUN
easat-2933	14	14	is	be	AUX
easat-2933	14	15	explored	explore	VERB
easat-2933	14	16	in	in	ADP
easat-2933	14	17	this	this	DET
easat-2933	14	18	paper	paper	NOUN
easat-2933	14	19	,	,	PUNCT
easat-2933	14	20	with	with	ADP
easat-2933	14	21	a	a	DET
easat-2933	14	22	focus	focus	NOUN
easat-2933	14	23	on	on	ADP
easat-2933	14	24	the	the	DET
easat-2933	14	25	interaction	interaction	NOUN
easat-2933	14	26	of	of	ADP
easat-2933	14	27	these	these	DET
easat-2933	14	28	technologies	technology	NOUN
easat-2933	14	29	in	in	ADP
easat-2933	14	30	the	the	DET
easat-2933	14	31	detection	detection	NOUN
easat-2933	14	32	,	,	PUNCT
easat-2933	14	33	management	management	NOUN
easat-2933	14	34	,	,	PUNCT
easat-2933	14	35	and	and	CCONJ
easat-2933	14	36	neutralization	neutralization	NOUN
easat-2933	14	37	of	of	ADP
easat-2933	14	38	cyber	cyber	PROPN
easat-2933	14	39	threats	threat	NOUN
easat-2933	14	40	.	.	PUNCT
easat-2933	15	1	the	the	DET
easat-2933	15	2	kusto	kusto	PROPN
easat-2933	15	3	query	query	NOUN
easat-2933	15	4	language	language	NOUN
easat-2933	15	5	(	(	PUNCT
easat-2933	15	6	kql	kql	NOUN
easat-2933	15	7	)	)	PUNCT
easat-2933	15	8	is	be	AUX
easat-2933	15	9	identified	identify	VERB
easat-2933	15	10	as	as	ADP
easat-2933	15	11	a	a	DET
easat-2933	15	12	key	key	ADJ
easat-2933	15	13	component	component	NOUN
easat-2933	15	14	of	of	ADP
easat-2933	15	15	this	this	DET
easat-2933	15	16	approach	approach	NOUN
easat-2933	15	17	,	,	PUNCT
easat-2933	15	18	with	with	ADP
easat-2933	15	19	advanced	advanced	ADJ
easat-2933	15	20	threat	threat	NOUN
easat-2933	15	21	-	-	PUNCT
easat-2933	15	22	hunting	hunt	VERB
easat-2933	15	23	and	and	CCONJ
easat-2933	15	24	analytics	analytic	NOUN
easat-2933	15	25	capabilities	capability	NOUN
easat-2933	15	26	being	be	AUX
easat-2933	15	27	powered	power	VERB
easat-2933	15	28	within	within	ADP
easat-2933	15	29	sentinel	sentinel	NOUN
easat-2933	15	30	.	.	PUNCT
easat-2933	16	1	custom	custom	NOUN
easat-2933	16	2	detection	detection	NOUN
easat-2933	16	3	rules	rule	NOUN
easat-2933	16	4	and	and	CCONJ
easat-2933	16	5	automations	automation	NOUN
easat-2933	16	6	are	be	AUX
easat-2933	16	7	enabled	enable	VERB
easat-2933	16	8	,	,	PUNCT
easat-2933	16	9	facilitating	facilitate	VERB
easat-2933	16	10	a	a	DET
easat-2933	16	11	rapid	rapid	ADJ
easat-2933	16	12	response	response	NOUN
easat-2933	16	13	.	.	PUNCT
easat-2933	17	1	furthermore	furthermore	ADV
easat-2933	17	2	,	,	PUNCT
easat-2933	17	3	the	the	DET
easat-2933	17	4	application	application	NOUN
easat-2933	17	5	of	of	ADP
easat-2933	17	6	logic	logic	NOUN
easat-2933	17	7	apps	app	NOUN
easat-2933	17	8	as	as	ADP
easat-2933	17	9	automated	automate	VERB
easat-2933	17	10	playbooks	playbook	NOUN
easat-2933	17	11	,	,	PUNCT
easat-2933	17	12	which	which	PRON
easat-2933	17	13	are	be	AUX
easat-2933	17	14	tightly	tightly	ADV
easat-2933	17	15	integrated	integrate	VERB
easat-2933	17	16	with	with	ADP
easat-2933	17	17	sentinel	sentinel	NOUN
easat-2933	17	18	,	,	PUNCT
easat-2933	17	19	is	be	AUX
easat-2933	17	20	evaluated	evaluate	VERB
easat-2933	17	21	in	in	ADP
easat-2933	17	22	this	this	DET
easat-2933	17	23	research	research	NOUN
easat-2933	17	24	to	to	PART
easat-2933	17	25	enable	enable	VERB
easat-2933	17	26	https://orcid.org/0000-0001-8638-6044	https://orcid.org/0000-0001-8638-6044	PROPN
easat-2933	17	27	4320	4320	NUM
easat-2933	17	28	edelweiss	edelweiss	PROPN
easat-2933	17	29	applied	apply	VERB
easat-2933	17	30	science	science	NOUN
easat-2933	17	31	and	and	CCONJ
easat-2933	17	32	technology	technology	NOUN
easat-2933	17	33	issn	issn	PROPN
easat-2933	17	34	:	:	PUNCT
easat-2933	17	35	2576	2576	NUM
easat-2933	17	36	-	-	SYM
easat-2933	17	37	8484	8484	NUM
easat-2933	17	38	vol	vol	NOUN
easat-2933	17	39	.	.	PROPN
easat-2933	18	1	8	8	NUM
easat-2933	18	2	,	,	PUNCT
easat-2933	18	3	no	no	INTJ
easat-2933	18	4	.	.	NOUN
easat-2933	19	1	6	6	NUM
easat-2933	19	2	:	:	SYM
easat-2933	19	3	4319	4319	NUM
easat-2933	19	4	-	-	SYM
easat-2933	19	5	4348	4348	NUM
easat-2933	19	6	,	,	PUNCT
easat-2933	19	7	2024	2024	NUM
easat-2933	19	8	doi	doi	NOUN
easat-2933	19	9	:	:	PUNCT
easat-2933	19	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	19	11	©	©	ADP
easat-2933	19	12	2024	2024	NUM
easat-2933	19	13	by	by	ADP
easat-2933	19	14	the	the	DET
easat-2933	19	15	authors	author	NOUN
easat-2933	19	16	;	;	PUNCT
easat-2933	19	17	licensee	licensee	PROPN
easat-2933	19	18	learning	learning	NOUN
easat-2933	19	19	gate	gate	NOUN
easat-2933	19	20	prompt	prompt	ADJ
easat-2933	19	21	and	and	CCONJ
easat-2933	19	22	efficient	efficient	ADJ
easat-2933	19	23	responses	response	NOUN
easat-2933	19	24	to	to	ADP
easat-2933	19	25	cyber	cyber	ADJ
easat-2933	19	26	incidents	incident	NOUN
easat-2933	19	27	and	and	CCONJ
easat-2933	19	28	to	to	PART
easat-2933	19	29	assess	assess	VERB
easat-2933	19	30	the	the	DET
easat-2933	19	31	effectiveness	effectiveness	NOUN
easat-2933	19	32	of	of	ADP
easat-2933	19	33	these	these	DET
easat-2933	19	34	solutions	solution	NOUN
easat-2933	19	35	for	for	ADP
easat-2933	19	36	specific	specific	ADJ
easat-2933	19	37	threat	threat	NOUN
easat-2933	19	38	scenarios	scenario	NOUN
easat-2933	19	39	.	.	PUNCT
easat-2933	20	1	three	three	NUM
easat-2933	20	2	core	core	NOUN
easat-2933	20	3	contributions	contribution	NOUN
easat-2933	20	4	are	be	AUX
easat-2933	20	5	made	make	VERB
easat-2933	20	6	by	by	ADP
easat-2933	20	7	the	the	DET
easat-2933	20	8	paper	paper	NOUN
easat-2933	20	9	.	.	PUNCT
easat-2933	21	1	(	(	PUNCT
easat-2933	21	2	1	1	X
easat-2933	21	3	)	)	PUNCT
easat-2933	21	4	a	a	DET
easat-2933	21	5	novel	novel	ADJ
easat-2933	21	6	integration	integration	NOUN
easat-2933	21	7	of	of	ADP
easat-2933	21	8	sentinel	sentinel	NOUN
easat-2933	21	9	’s	’s	PART
easat-2933	21	10	siem	siem	NOUN
easat-2933	21	11	capabilities	capability	NOUN
easat-2933	21	12	with	with	ADP
easat-2933	21	13	logic	logic	NOUN
easat-2933	21	14	apps	app	NOUN
easat-2933	21	15	is	be	AUX
easat-2933	21	16	introduced	introduce	VERB
easat-2933	21	17	and	and	CCONJ
easat-2933	21	18	assessed	assess	VERB
easat-2933	21	19	to	to	PART
easat-2933	21	20	streamline	streamline	VERB
easat-2933	21	21	cybersecurity	cybersecurity	NOUN
easat-2933	21	22	automation	automation	NOUN
easat-2933	21	23	,	,	PUNCT
easat-2933	21	24	with	with	ADP
easat-2933	21	25	automated	automate	VERB
easat-2933	21	26	responses	response	NOUN
easat-2933	21	27	to	to	ADP
easat-2933	21	28	threats	threat	NOUN
easat-2933	21	29	being	be	AUX
easat-2933	21	30	directed	direct	VERB
easat-2933	21	31	by	by	ADP
easat-2933	21	32	ai	ai	ADJ
easat-2933	21	33	-	-	PUNCT
easat-2933	21	34	driven	drive	VERB
easat-2933	21	35	analytics	analytic	NOUN
easat-2933	21	36	.	.	PUNCT
easat-2933	22	1	the	the	DET
easat-2933	22	2	practical	practical	ADJ
easat-2933	22	3	implications	implication	NOUN
easat-2933	22	4	of	of	ADP
easat-2933	22	5	this	this	DET
easat-2933	22	6	approach	approach	NOUN
easat-2933	22	7	are	be	AUX
easat-2933	22	8	examined	examine	VERB
easat-2933	22	9	through	through	ADP
easat-2933	22	10	multiple	multiple	ADJ
easat-2933	22	11	cyber	cyber	NOUN
easat-2933	22	12	threat	threat	NOUN
easat-2933	22	13	scenarios	scenario	NOUN
easat-2933	22	14	,	,	PUNCT
easat-2933	22	15	with	with	SCONJ
easat-2933	22	16	the	the	DET
easat-2933	22	17	system	system	NOUN
easat-2933	22	18	being	be	AUX
easat-2933	22	19	showcased	showcase	VERB
easat-2933	22	20	as	as	ADP
easat-2933	22	21	capable	capable	ADJ
easat-2933	22	22	of	of	ADP
easat-2933	22	23	automating	automate	VERB
easat-2933	22	24	responses	response	NOUN
easat-2933	22	25	,	,	PUNCT
easat-2933	22	26	including	include	VERB
easat-2933	22	27	the	the	DET
easat-2933	22	28	blocking	blocking	NOUN
easat-2933	22	29	of	of	ADP
easat-2933	22	30	compromised	compromise	VERB
easat-2933	22	31	accounts	account	NOUN
easat-2933	22	32	and	and	CCONJ
easat-2933	22	33	the	the	DET
easat-2933	22	34	isolation	isolation	NOUN
easat-2933	22	35	of	of	ADP
easat-2933	22	36	affected	affected	ADJ
easat-2933	22	37	virtual	virtual	ADJ
easat-2933	22	38	machines	machine	NOUN
easat-2933	22	39	.	.	PUNCT
easat-2933	23	1	(	(	PUNCT
easat-2933	23	2	3	3	X
easat-2933	23	3	)	)	PUNCT
easat-2933	23	4	a	a	DET
easat-2933	23	5	comparative	comparative	ADJ
easat-2933	23	6	analysis	analysis	NOUN
easat-2933	23	7	of	of	ADP
easat-2933	23	8	sentinel	sentinel	NOUN
easat-2933	23	9	against	against	ADP
easat-2933	23	10	leading	lead	VERB
easat-2933	23	11	siem	siem	NOUN
easat-2933	23	12	solutions	solution	NOUN
easat-2933	23	13	such	such	ADJ
easat-2933	23	14	as	as	ADP
easat-2933	23	15	splunk	splunk	NOUN
easat-2933	23	16	and	and	CCONJ
easat-2933	23	17	ibm	ibm	PROPN
easat-2933	23	18	qradar	qradar	PROPN
easat-2933	23	19	is	be	AUX
easat-2933	23	20	provided	provide	VERB
easat-2933	23	21	,	,	PUNCT
easat-2933	23	22	with	with	ADP
easat-2933	23	23	an	an	DET
easat-2933	23	24	evaluation	evaluation	NOUN
easat-2933	23	25	of	of	ADP
easat-2933	23	26	the	the	DET
easat-2933	23	27	advantages	advantage	NOUN
easat-2933	23	28	and	and	CCONJ
easat-2933	23	29	limitations	limitation	NOUN
easat-2933	23	30	of	of	ADP
easat-2933	23	31	each	each	PRON
easat-2933	23	32	in	in	ADP
easat-2933	23	33	various	various	ADJ
easat-2933	23	34	deployment	deployment	NOUN
easat-2933	23	35	contexts	context	NOUN
easat-2933	23	36	.	.	PUNCT
easat-2933	24	1	following	follow	VERB
easat-2933	24	2	the	the	DET
easat-2933	24	3	introduction	introduction	NOUN
easat-2933	24	4	of	of	ADP
easat-2933	24	5	these	these	DET
easat-2933	24	6	technologies	technology	NOUN
easat-2933	24	7	,	,	PUNCT
easat-2933	24	8	a	a	DET
easat-2933	24	9	review	review	NOUN
easat-2933	24	10	of	of	ADP
easat-2933	24	11	related	related	ADJ
easat-2933	24	12	works	work	NOUN
easat-2933	24	13	is	be	AUX
easat-2933	24	14	presented	present	VERB
easat-2933	24	15	,	,	PUNCT
easat-2933	24	16	followed	follow	VERB
easat-2933	24	17	by	by	ADP
easat-2933	24	18	a	a	DET
easat-2933	24	19	description	description	NOUN
easat-2933	24	20	of	of	ADP
easat-2933	24	21	the	the	DET
easat-2933	24	22	experimental	experimental	ADJ
easat-2933	24	23	setup	setup	NOUN
easat-2933	24	24	and	and	CCONJ
easat-2933	24	25	deployment	deployment	NOUN
easat-2933	24	26	processes	process	NOUN
easat-2933	24	27	.	.	PUNCT
easat-2933	25	1	the	the	DET
easat-2933	25	2	threat	threat	NOUN
easat-2933	25	3	scenarios	scenario	NOUN
easat-2933	25	4	and	and	CCONJ
easat-2933	25	5	responses	response	NOUN
easat-2933	25	6	are	be	AUX
easat-2933	25	7	detailed	detail	VERB
easat-2933	25	8	in	in	ADP
easat-2933	25	9	the	the	DET
easat-2933	25	10	evaluation	evaluation	NOUN
easat-2933	25	11	section	section	NOUN
easat-2933	25	12	,	,	PUNCT
easat-2933	25	13	an	an	DET
easat-2933	25	14	analysis	analysis	NOUN
easat-2933	25	15	of	of	ADP
easat-2933	25	16	the	the	DET
easat-2933	25	17	system	system	NOUN
easat-2933	25	18	’s	’s	PART
easat-2933	25	19	effectiveness	effectiveness	NOUN
easat-2933	25	20	is	be	AUX
easat-2933	25	21	provided	provide	VERB
easat-2933	25	22	,	,	PUNCT
easat-2933	25	23	and	and	CCONJ
easat-2933	25	24	recommendations	recommendation	NOUN
easat-2933	25	25	for	for	ADP
easat-2933	25	26	future	future	ADJ
easat-2933	25	27	research	research	NOUN
easat-2933	25	28	are	be	AUX
easat-2933	25	29	presented	present	VERB
easat-2933	25	30	.	.	PUNCT
easat-2933	26	1	2	2	X
easat-2933	26	2	.	.	X
easat-2933	26	3	related	relate	VERB
easat-2933	26	4	works	work	VERB
easat-2933	26	5	the	the	DET
easat-2933	26	6	cloud	cloud	ADJ
easat-2933	26	7	-	-	PUNCT
easat-2933	26	8	native	native	ADJ
easat-2933	26	9	siem	siem	PROPN
easat-2933	26	10	platform	platform	PROPN
easat-2933	26	11	microsoft	microsoft	PROPN
easat-2933	26	12	azure	azure	PROPN
easat-2933	26	13	sentinel	sentinel	NOUN
easat-2933	26	14	,	,	PUNCT
easat-2933	26	15	linked	link	VERB
easat-2933	26	16	with	with	ADP
easat-2933	26	17	the	the	DET
easat-2933	26	18	microsoft	microsoft	PROPN
easat-2933	26	19	ecosystem	ecosystem	PROPN
easat-2933	26	20	,	,	PUNCT
easat-2933	26	21	has	have	AUX
easat-2933	26	22	drawn	draw	VERB
easat-2933	26	23	much	much	ADJ
easat-2933	26	24	interest	interest	NOUN
easat-2933	26	25	.	.	PUNCT
easat-2933	27	1	however	however	ADV
easat-2933	27	2	,	,	PUNCT
easat-2933	27	3	a	a	DET
easat-2933	27	4	thorough	thorough	ADJ
easat-2933	27	5	literature	literature	NOUN
easat-2933	27	6	analysis	analysis	NOUN
easat-2933	27	7	reveals	reveal	VERB
easat-2933	27	8	that	that	SCONJ
easat-2933	27	9	many	many	ADJ
easat-2933	27	10	studies	study	NOUN
easat-2933	27	11	have	have	AUX
easat-2933	27	12	compared	compare	VERB
easat-2933	27	13	the	the	DET
easat-2933	27	14	functionality	functionality	NOUN
easat-2933	27	15	,	,	PUNCT
easat-2933	27	16	scalability	scalability	NOUN
easat-2933	27	17	,	,	PUNCT
easat-2933	27	18	security	security	NOUN
easat-2933	27	19	,	,	PUNCT
easat-2933	27	20	and	and	CCONJ
easat-2933	27	21	integration	integration	NOUN
easat-2933	27	22	of	of	ADP
easat-2933	27	23	different	different	ADJ
easat-2933	27	24	cloudbased	cloudbased	ADJ
easat-2933	27	25	siems	siem	NOUN
easat-2933	27	26	.	.	PUNCT
easat-2933	28	1	these	these	DET
easat-2933	28	2	studies	study	NOUN
easat-2933	28	3	frequently	frequently	ADV
easat-2933	28	4	compare	compare	VERB
easat-2933	28	5	microsoft	microsoft	PROPN
easat-2933	28	6	azure	azure	PROPN
easat-2933	28	7	sentinel	sentinel	NOUN
easat-2933	28	8	to	to	ADP
easat-2933	28	9	rivals	rival	NOUN
easat-2933	28	10	like	like	ADP
easat-2933	28	11	google	google	PROPN
easat-2933	28	12	(	(	PUNCT
easat-2933	28	13	mountain	mountain	NOUN
easat-2933	28	14	view	view	NOUN
easat-2933	28	15	,	,	PUNCT
easat-2933	28	16	ca	can	AUX
easat-2933	28	17	,	,	PUNCT
easat-2933	28	18	us	we	PRON
easat-2933	28	19	)	)	PUNCT
easat-2933	28	20	cloud	cloud	NOUN
easat-2933	28	21	platform	platform	NOUN
easat-2933	28	22	(	(	PUNCT
easat-2933	28	23	gcp	gcp	ADJ
easat-2933	28	24	)	)	PUNCT
easat-2933	28	25	and	and	CCONJ
easat-2933	28	26	amazon	amazon	PROPN
easat-2933	28	27	(	(	PUNCT
easat-2933	28	28	seattle	seattle	PROPN
easat-2933	28	29	,	,	PUNCT
easat-2933	28	30	wa	wa	PROPN
easat-2933	28	31	,	,	PUNCT
easat-2933	28	32	us	us	PROPN
easat-2933	28	33	)	)	PUNCT
easat-2933	28	34	web	web	NOUN
easat-2933	28	35	services	service	NOUN
easat-2933	28	36	(	(	PUNCT
easat-2933	28	37	aws	aw	NOUN
easat-2933	28	38	)	)	PUNCT
easat-2933	28	39	,	,	PUNCT
easat-2933	28	40	providing	provide	VERB
easat-2933	28	41	information	information	NOUN
easat-2933	28	42	about	about	ADP
easat-2933	28	43	which	which	DET
easat-2933	28	44	platform	platform	NOUN
easat-2933	28	45	could	could	AUX
easat-2933	28	46	best	well	ADV
easat-2933	28	47	suit	suit	VERB
easat-2933	28	48	a	a	DET
easat-2933	28	49	given	give	VERB
easat-2933	28	50	organization	organization	NOUN
easat-2933	28	51	's	's	PART
easat-2933	28	52	functionality	functionality	NOUN
easat-2933	28	53	,	,	PUNCT
easat-2933	28	54	security	security	NOUN
easat-2933	28	55	,	,	PUNCT
easat-2933	28	56	and	and	CCONJ
easat-2933	28	57	pricing	pricing	NOUN
easat-2933	28	58	needs	need	NOUN
easat-2933	28	59	.	.	PUNCT
easat-2933	29	1	in	in	ADP
easat-2933	29	2	their	their	PRON
easat-2933	29	3	2020	2020	NUM
easat-2933	29	4	comparison	comparison	NOUN
easat-2933	29	5	of	of	ADP
easat-2933	29	6	cloud	cloud	NOUN
easat-2933	29	7	platforms	platform	NOUN
easat-2933	29	8	,	,	PUNCT
easat-2933	29	9	wankhede	wankhede	PROPN
easat-2933	29	10	et	et	PROPN
easat-2933	29	11	al	al	PROPN
easat-2933	29	12	.	.	PROPN
easat-2933	29	13	focused	focus	VERB
easat-2933	29	14	on	on	ADP
easat-2933	29	15	the	the	DET
easat-2933	29	16	networking	networking	NOUN
easat-2933	29	17	,	,	PUNCT
easat-2933	29	18	security	security	NOUN
easat-2933	29	19	,	,	PUNCT
easat-2933	29	20	database	database	NOUN
easat-2933	29	21	,	,	PUNCT
easat-2933	29	22	and	and	CCONJ
easat-2933	29	23	artificial	artificial	ADJ
easat-2933	29	24	intelligence	intelligence	NOUN
easat-2933	29	25	(	(	PUNCT
easat-2933	29	26	ai	ai	NOUN
easat-2933	29	27	)	)	PUNCT
easat-2933	29	28	capabilities	capability	NOUN
easat-2933	29	29	of	of	ADP
easat-2933	29	30	amazon	amazon	NOUN
easat-2933	29	31	,	,	PUNCT
easat-2933	29	32	microsoft	microsoft	PROPN
easat-2933	29	33	azure	azure	NOUN
easat-2933	29	34	,	,	PUNCT
easat-2933	29	35	and	and	CCONJ
easat-2933	29	36	google	google	PROPN
easat-2933	29	37	cloud	cloud	NOUN
easat-2933	29	38	.	.	PUNCT
easat-2933	30	1	by	by	ADP
easat-2933	30	2	integrating	integrate	VERB
easat-2933	30	3	azure	azure	ADJ
easat-2933	30	4	sentinel	sentinel	NOUN
easat-2933	30	5	into	into	ADP
easat-2933	30	6	its	its	PRON
easat-2933	30	7	ecosystem	ecosystem	NOUN
easat-2933	30	8	and	and	CCONJ
easat-2933	30	9	automating	automate	VERB
easat-2933	30	10	attack	attack	NOUN
easat-2933	30	11	responses	response	NOUN
easat-2933	30	12	,	,	PUNCT
easat-2933	30	13	microsoft	microsoft	PROPN
easat-2933	30	14	azure	azure	PROPN
easat-2933	30	15	gains	gain	VERB
easat-2933	30	16	a	a	DET
easat-2933	30	17	distinct	distinct	ADJ
easat-2933	30	18	advantage	advantage	NOUN
easat-2933	30	19	over	over	ADP
easat-2933	30	20	other	other	ADJ
easat-2933	30	21	azure	azure	ADJ
easat-2933	30	22	services	service	NOUN
easat-2933	30	23	.	.	PUNCT
easat-2933	31	1	nevertheless	nevertheless	ADV
easat-2933	31	2	,	,	PUNCT
easat-2933	31	3	aws	aw	NOUN
easat-2933	31	4	and	and	CCONJ
easat-2933	31	5	google	google	PROPN
easat-2933	31	6	cloud	cloud	PROPN
easat-2933	31	7	offer	offer	VERB
easat-2933	31	8	sophisticated	sophisticated	ADJ
easat-2933	31	9	machine	machine	NOUN
easat-2933	31	10	learning	learning	NOUN
easat-2933	31	11	(	(	PUNCT
easat-2933	31	12	ml	ml	NOUN
easat-2933	31	13	)	)	PUNCT
easat-2933	31	14	and	and	CCONJ
easat-2933	31	15	security	security	NOUN
easat-2933	31	16	services	service	NOUN
easat-2933	31	17	as	as	ADP
easat-2933	31	18	competitive	competitive	ADJ
easat-2933	31	19	alternatives	alternative	NOUN
easat-2933	31	20	[	[	X
easat-2933	31	21	1	1	NUM
easat-2933	31	22	]	]	PUNCT
easat-2933	31	23	.	.	PUNCT
easat-2933	32	1	similarly	similarly	ADV
easat-2933	32	2	,	,	PUNCT
easat-2933	32	3	rajendran	rajendran	PROPN
easat-2933	32	4	et	et	PROPN
easat-2933	32	5	al	al	PROPN
easat-2933	32	6	.	.	PROPN
easat-2933	32	7	(	(	PUNCT
easat-2933	32	8	2023	2023	NUM
easat-2933	32	9	)	)	PUNCT
easat-2933	32	10	compared	compare	VERB
easat-2933	32	11	azure	azure	NOUN
easat-2933	32	12	and	and	CCONJ
easat-2933	32	13	aws	aws	NOUN
easat-2933	32	14	performance	performance	NOUN
easat-2933	32	15	.	.	PUNCT
easat-2933	33	1	they	they	PRON
easat-2933	33	2	discovered	discover	VERB
easat-2933	33	3	that	that	SCONJ
easat-2933	33	4	while	while	SCONJ
easat-2933	33	5	aws	aw	NOUN
easat-2933	33	6	provides	provide	VERB
easat-2933	33	7	more	more	ADV
easat-2933	33	8	comprehensive	comprehensive	ADJ
easat-2933	33	9	ml	ml	NOUN
easat-2933	33	10	capabilities	capability	NOUN
easat-2933	33	11	and	and	CCONJ
easat-2933	33	12	easier	easy	ADJ
easat-2933	33	13	deployment	deployment	NOUN
easat-2933	33	14	,	,	PUNCT
easat-2933	33	15	azure	azure	VERB
easat-2933	33	16	excels	excel	NOUN
easat-2933	33	17	in	in	ADP
easat-2933	33	18	critical	critical	ADJ
easat-2933	33	19	metrics	metric	NOUN
easat-2933	33	20	like	like	ADP
easat-2933	33	21	download	download	NOUN
easat-2933	33	22	and	and	CCONJ
easat-2933	33	23	inference	inference	NOUN
easat-2933	33	24	times	time	NOUN
easat-2933	33	25	[	[	X
easat-2933	33	26	2	2	NUM
easat-2933	33	27	]	]	PUNCT
easat-2933	33	28	.	.	PUNCT
easat-2933	34	1	muhammed	muhamme	VERB
easat-2933	34	2	and	and	CCONJ
easat-2933	34	3	ucuz	ucuz	ADJ
easat-2933	34	4	(	(	PUNCT
easat-2933	34	5	2020	2020	NUM
easat-2933	34	6	)	)	PUNCT
easat-2933	34	7	compared	compare	VERB
easat-2933	34	8	the	the	DET
easat-2933	34	9	iot	iot	PROPN
easat-2933	34	10	cloud	cloud	PROPN
easat-2933	34	11	platforms	platform	NOUN
easat-2933	34	12	offered	offer	VERB
easat-2933	34	13	by	by	ADP
easat-2933	34	14	microsoft	microsoft	PROPN
easat-2933	34	15	azure	azure	PROPN
easat-2933	34	16	,	,	PUNCT
easat-2933	34	17	aws	aw	NOUN
easat-2933	34	18	,	,	PUNCT
easat-2933	34	19	and	and	CCONJ
easat-2933	34	20	google	google	PROPN
easat-2933	34	21	cloud	cloud	NOUN
easat-2933	34	22	,	,	PUNCT
easat-2933	34	23	emphasizing	emphasize	VERB
easat-2933	34	24	analytics	analytic	NOUN
easat-2933	34	25	and	and	CCONJ
easat-2933	34	26	security	security	NOUN
easat-2933	34	27	features	feature	NOUN
easat-2933	34	28	.	.	PUNCT
easat-2933	35	1	all	all	DET
easat-2933	35	2	three	three	NUM
easat-2933	35	3	platforms	platform	NOUN
easat-2933	35	4	provide	provide	VERB
easat-2933	35	5	complete	complete	ADJ
easat-2933	35	6	iot	iot	NOUN
easat-2933	35	7	solutions	solution	NOUN
easat-2933	35	8	,	,	PUNCT
easat-2933	35	9	but	but	CCONJ
easat-2933	35	10	azure	azure	NOUN
easat-2933	35	11	jumped	jump	VERB
easat-2933	35	12	out	out	ADP
easat-2933	35	13	due	due	ADP
easat-2933	35	14	to	to	ADP
easat-2933	35	15	its	its	PRON
easat-2933	35	16	native	native	ADJ
easat-2933	35	17	ai	ai	PROPN
easat-2933	35	18	integration	integration	NOUN
easat-2933	35	19	with	with	ADP
easat-2933	35	20	siem	siem	NOUN
easat-2933	35	21	tools	tool	NOUN
easat-2933	35	22	and	and	CCONJ
easat-2933	35	23	more	more	ADV
easat-2933	35	24	sophisticated	sophisticated	ADJ
easat-2933	35	25	analytics	analytic	NOUN
easat-2933	35	26	[	[	X
easat-2933	35	27	3	3	NUM
easat-2933	35	28	]	]	PUNCT
easat-2933	35	29	.	.	PUNCT
easat-2933	36	1	this	this	PRON
easat-2933	36	2	bolsters	bolster	VERB
easat-2933	36	3	the	the	DET
easat-2933	36	4	idea	idea	NOUN
easat-2933	36	5	that	that	SCONJ
easat-2933	36	6	users	user	NOUN
easat-2933	36	7	may	may	AUX
easat-2933	36	8	benefit	benefit	VERB
easat-2933	36	9	significantly	significantly	ADV
easat-2933	36	10	from	from	ADP
easat-2933	36	11	azure	azure	ADJ
easat-2933	36	12	sentinel	sentinel	NOUN
easat-2933	36	13	's	's	PART
easat-2933	36	14	integration	integration	NOUN
easat-2933	36	15	capabilities	capability	NOUN
easat-2933	36	16	regarding	regard	VERB
easat-2933	36	17	realtime	realtime	NOUN
easat-2933	36	18	data	datum	NOUN
easat-2933	36	19	-	-	PUNCT
easat-2933	36	20	driven	drive	VERB
easat-2933	36	21	threat	threat	NOUN
easat-2933	36	22	analysis	analysis	NOUN
easat-2933	36	23	and	and	CCONJ
easat-2933	36	24	mitigation	mitigation	NOUN
easat-2933	36	25	.	.	PUNCT
easat-2933	37	1	in	in	ADP
easat-2933	37	2	their	their	PRON
easat-2933	37	3	2020	2020	NUM
easat-2933	37	4	study	study	NOUN
easat-2933	37	5	,	,	PUNCT
easat-2933	37	6	copeland	copeland	PROPN
easat-2933	37	7	and	and	CCONJ
easat-2933	37	8	jacobs	jacobs	PROPN
easat-2933	37	9	concentrated	concentrate	VERB
easat-2933	37	10	on	on	ADP
easat-2933	37	11	the	the	DET
easat-2933	37	12	network	network	NOUN
easat-2933	37	13	security	security	NOUN
easat-2933	37	14	capabilities	capability	NOUN
easat-2933	37	15	of	of	ADP
easat-2933	37	16	microsoft	microsoft	PROPN
easat-2933	37	17	azure	azure	PROPN
easat-2933	37	18	,	,	PUNCT
easat-2933	37	19	demonstrating	demonstrate	VERB
easat-2933	37	20	how	how	SCONJ
easat-2933	37	21	azure	azure	ADJ
easat-2933	37	22	sentinel	sentinel	NOUN
easat-2933	37	23	uses	use	VERB
easat-2933	37	24	artificial	artificial	ADJ
easat-2933	37	25	intelligence	intelligence	NOUN
easat-2933	37	26	and	and	CCONJ
easat-2933	37	27	machine	machine	NOUN
easat-2933	37	28	learning	learn	VERB
easat-2933	37	29	to	to	PART
easat-2933	37	30	lower	lower	VERB
easat-2933	37	31	the	the	DET
easat-2933	37	32	false	false	ADJ
easat-2933	37	33	positive	positive	ADJ
easat-2933	37	34	rate	rate	NOUN
easat-2933	37	35	in	in	ADP
easat-2933	37	36	alerts	alert	NOUN
easat-2933	37	37	and	and	CCONJ
easat-2933	37	38	increase	increase	VERB
easat-2933	37	39	the	the	DET
easat-2933	37	40	efficiency	efficiency	NOUN
easat-2933	37	41	of	of	ADP
easat-2933	37	42	the	the	DET
easat-2933	37	43	security	security	NOUN
easat-2933	37	44	operations	operation	NOUN
easat-2933	37	45	center	center	NOUN
easat-2933	37	46	(	(	PUNCT
easat-2933	37	47	soc	soc	NOUN
easat-2933	37	48	)	)	PUNCT
easat-2933	37	49	teams	team	NOUN
easat-2933	37	50	.	.	PUNCT
easat-2933	38	1	comparing	compare	VERB
easat-2933	38	2	azure	azure	ADJ
easat-2933	38	3	sentinel	sentinel	NOUN
easat-2933	38	4	to	to	ADP
easat-2933	38	5	rivals	rival	NOUN
easat-2933	38	6	still	still	ADV
easat-2933	38	7	honing	hone	VERB
easat-2933	38	8	their	their	PRON
easat-2933	38	9	automation	automation	NOUN
easat-2933	38	10	skills	skill	NOUN
easat-2933	38	11	,	,	PUNCT
easat-2933	38	12	this	this	PRON
easat-2933	38	13	ai	ai	VERB
easat-2933	38	14	integration	integration	NOUN
easat-2933	38	15	is	be	AUX
easat-2933	38	16	a	a	DET
easat-2933	38	17	crucial	crucial	ADJ
easat-2933	38	18	differentiation	differentiation	NOUN
easat-2933	38	19	[	[	X
easat-2933	38	20	4	4	NUM
easat-2933	38	21	]	]	PUNCT
easat-2933	38	22	.	.	PUNCT
easat-2933	39	1	a	a	DET
easat-2933	39	2	comparison	comparison	NOUN
easat-2933	39	3	of	of	ADP
easat-2933	39	4	the	the	DET
easat-2933	39	5	computational	computational	ADJ
easat-2933	39	6	resources	resource	NOUN
easat-2933	39	7	provided	provide	VERB
easat-2933	39	8	by	by	ADP
easat-2933	39	9	aws	aw	NOUN
easat-2933	39	10	,	,	PUNCT
easat-2933	39	11	azure	azure	NOUN
easat-2933	39	12	,	,	PUNCT
easat-2933	39	13	and	and	CCONJ
easat-2933	39	14	google	google	PROPN
easat-2933	39	15	cloud	cloud	NOUN
easat-2933	39	16	was	be	AUX
easat-2933	39	17	carried	carry	VERB
easat-2933	39	18	out	out	ADP
easat-2933	39	19	by	by	ADP
easat-2933	39	20	kelley	kelley	PROPN
easat-2933	39	21	et	et	PROPN
easat-2933	39	22	al	al	PROPN
easat-2933	39	23	.	.	PROPN
easat-2933	40	1	(	(	PUNCT
easat-2933	40	2	2020	2020	NUM
easat-2933	40	3	)	)	PUNCT
easat-2933	40	4	.	.	PUNCT
easat-2933	41	1	according	accord	VERB
easat-2933	41	2	to	to	ADP
easat-2933	41	3	their	their	PRON
easat-2933	41	4	analysis	analysis	NOUN
easat-2933	41	5	,	,	PUNCT
easat-2933	41	6	microsoft	microsoft	PROPN
easat-2933	41	7	azure	azure	NOUN
easat-2933	41	8	is	be	AUX
easat-2933	41	9	the	the	DET
easat-2933	41	10	go	go	VERB
easat-2933	41	11	-	-	PUNCT
easat-2933	41	12	to	to	PART
easat-2933	41	13	option	option	NOUN
easat-2933	41	14	for	for	ADP
easat-2933	41	15	many	many	ADJ
easat-2933	41	16	computes	compute	NOUN
easat-2933	41	17	intensive	intensive	ADJ
easat-2933	41	18	operations	operation	NOUN
easat-2933	41	19	.	.	PUNCT
easat-2933	42	1	still	still	ADV
easat-2933	42	2	,	,	PUNCT
easat-2933	42	3	only	only	ADV
easat-2933	42	4	some	some	DET
easat-2933	42	5	distinctions	distinction	NOUN
easat-2933	42	6	exist	exist	VERB
easat-2933	42	7	across	across	ADP
easat-2933	42	8	the	the	DET
easat-2933	42	9	platforms	platform	NOUN
easat-2933	42	10	,	,	PUNCT
easat-2933	42	11	which	which	PRON
easat-2933	42	12	shows	show	VERB
easat-2933	42	13	how	how	SCONJ
easat-2933	42	14	competitive	competitive	ADJ
easat-2933	42	15	these	these	DET
easat-2933	42	16	services	service	NOUN
easat-2933	42	17	are	be	AUX
easat-2933	42	18	in	in	ADP
easat-2933	42	19	the	the	DET
easat-2933	42	20	cloud	cloud	ADJ
easat-2933	42	21	siem	siem	NOUN
easat-2933	42	22	market	market	NOUN
easat-2933	43	1	[	[	X
easat-2933	43	2	5	5	NUM
easat-2933	43	3	]	]	PUNCT
easat-2933	43	4	.	.	PUNCT
easat-2933	44	1	in	in	ADP
easat-2933	44	2	comparison	comparison	NOUN
easat-2933	44	3	of	of	ADP
easat-2933	44	4	cloud	cloud	NOUN
easat-2933	44	5	computing	computing	NOUN
easat-2933	44	6	systems	system	NOUN
easat-2933	44	7	,	,	PUNCT
easat-2933	44	8	chauhan	chauhan	PROPN
easat-2933	44	9	(	(	PUNCT
easat-2933	44	10	2020	2020	NUM
easat-2933	44	11	)	)	PUNCT
easat-2933	44	12	pointed	point	VERB
easat-2933	44	13	out	out	ADP
easat-2933	44	14	that	that	SCONJ
easat-2933	44	15	while	while	SCONJ
easat-2933	44	16	aws	aw	NOUN
easat-2933	44	17	,	,	PUNCT
easat-2933	44	18	google	google	PROPN
easat-2933	44	19	cloud	cloud	NOUN
easat-2933	44	20	,	,	PUNCT
easat-2933	44	21	and	and	CCONJ
easat-2933	44	22	azure	azure	NOUN
easat-2933	44	23	all	all	PRON
easat-2933	44	24	provide	provide	VERB
easat-2933	44	25	comparable	comparable	ADJ
easat-2933	44	26	services	service	NOUN
easat-2933	44	27	,	,	PUNCT
easat-2933	44	28	azure	azure	NOUN
easat-2933	44	29	has	have	VERB
easat-2933	44	30	an	an	DET
easat-2933	44	31	edge	edge	NOUN
easat-2933	44	32	over	over	ADP
easat-2933	44	33	the	the	DET
easat-2933	44	34	others	other	NOUN
easat-2933	44	35	4321	4321	NUM
easat-2933	44	36	edelweiss	edelweiss	PROPN
easat-2933	44	37	applied	apply	VERB
easat-2933	44	38	science	science	NOUN
easat-2933	44	39	and	and	CCONJ
easat-2933	44	40	technology	technology	NOUN
easat-2933	44	41	issn	issn	PROPN
easat-2933	44	42	:	:	PUNCT
easat-2933	44	43	2576	2576	NUM
easat-2933	44	44	-	-	SYM
easat-2933	44	45	8484	8484	NUM
easat-2933	44	46	vol	vol	NOUN
easat-2933	44	47	.	.	PROPN
easat-2933	44	48	8	8	NUM
easat-2933	44	49	,	,	PUNCT
easat-2933	44	50	no	no	INTJ
easat-2933	44	51	.	.	NOUN
easat-2933	44	52	6	6	NUM
easat-2933	44	53	:	:	SYM
easat-2933	44	54	4319	4319	NUM
easat-2933	44	55	-	-	SYM
easat-2933	44	56	4348	4348	NUM
easat-2933	44	57	,	,	PUNCT
easat-2933	44	58	2024	2024	NUM
easat-2933	44	59	doi	doi	NOUN
easat-2933	44	60	:	:	PUNCT
easat-2933	44	61	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	44	62	©	©	ADP
easat-2933	44	63	2024	2024	NUM
easat-2933	44	64	by	by	ADP
easat-2933	44	65	the	the	DET
easat-2933	44	66	authors	author	NOUN
easat-2933	44	67	;	;	PUNCT
easat-2933	44	68	licensee	licensee	PROPN
easat-2933	44	69	learning	learning	NOUN
easat-2933	44	70	gate	gate	NOUN
easat-2933	44	71	due	due	ADP
easat-2933	44	72	to	to	ADP
easat-2933	44	73	its	its	PRON
easat-2933	44	74	scalability	scalability	NOUN
easat-2933	44	75	and	and	CCONJ
easat-2933	44	76	range	range	NOUN
easat-2933	44	77	of	of	ADP
easat-2933	44	78	services	service	NOUN
easat-2933	44	79	,	,	PUNCT
easat-2933	44	80	which	which	PRON
easat-2933	44	81	includes	include	VERB
easat-2933	44	82	the	the	DET
easat-2933	44	83	integration	integration	NOUN
easat-2933	44	84	of	of	ADP
easat-2933	44	85	sophisticated	sophisticated	ADJ
easat-2933	44	86	siem	siem	NOUN
easat-2933	44	87	solutions	solution	NOUN
easat-2933	44	88	like	like	ADP
easat-2933	44	89	azure	azure	ADJ
easat-2933	44	90	sentinel	sentinel	NOUN
easat-2933	44	91	.	.	PUNCT
easat-2933	45	1	the	the	DET
easat-2933	45	2	report	report	NOUN
easat-2933	45	3	also	also	ADV
easat-2933	45	4	mentioned	mention	VERB
easat-2933	45	5	azure	azure	NOUN
easat-2933	45	6	's	's	PART
easat-2933	45	7	improved	improve	VERB
easat-2933	45	8	automation	automation	NOUN
easat-2933	45	9	capabilities	capability	NOUN
easat-2933	45	10	with	with	ADP
easat-2933	45	11	logic	logic	NOUN
easat-2933	45	12	apps	app	NOUN
easat-2933	45	13	and	and	CCONJ
easat-2933	45	14	security	security	NOUN
easat-2933	45	15	features	feature	VERB
easat-2933	45	16	[	[	X
easat-2933	45	17	6	6	NUM
easat-2933	45	18	]	]	PUNCT
easat-2933	45	19	.	.	PUNCT
easat-2933	46	1	in	in	ADP
easat-2933	46	2	their	their	PRON
easat-2933	46	3	assessment	assessment	NOUN
easat-2933	46	4	of	of	ADP
easat-2933	46	5	aws	aw	NOUN
easat-2933	46	6	,	,	PUNCT
easat-2933	46	7	azure	azure	NOUN
easat-2933	46	8	,	,	PUNCT
easat-2933	46	9	and	and	CCONJ
easat-2933	46	10	google	google	PROPN
easat-2933	46	11	cloud	cloud	PROPN
easat-2933	46	12	's	's	PART
easat-2933	46	13	performance	performance	NOUN
easat-2933	46	14	in	in	ADP
easat-2933	46	15	cloud	cloud	ADJ
easat-2933	46	16	computing	computing	NOUN
easat-2933	46	17	environments	environment	NOUN
easat-2933	46	18	,	,	PUNCT
easat-2933	46	19	kaushik	kaushik	PROPN
easat-2933	46	20	et	et	PROPN
easat-2933	46	21	al	al	PROPN
easat-2933	46	22	.	.	PROPN
easat-2933	47	1	(	(	PUNCT
easat-2933	47	2	2021	2021	NUM
easat-2933	47	3	)	)	PUNCT
easat-2933	47	4	confirmed	confirm	VERB
easat-2933	47	5	azure	azure	NOUN
easat-2933	47	6	's	's	PART
easat-2933	47	7	superior	superior	ADJ
easat-2933	47	8	performance	performance	NOUN
easat-2933	47	9	in	in	ADP
easat-2933	47	10	threat	threat	NOUN
easat-2933	47	11	detection	detection	NOUN
easat-2933	47	12	scenarios	scenario	NOUN
easat-2933	47	13	,	,	PUNCT
easat-2933	47	14	especially	especially	ADV
easat-2933	47	15	when	when	SCONJ
easat-2933	47	16	processing	process	VERB
easat-2933	47	17	vast	vast	ADJ
easat-2933	47	18	amounts	amount	NOUN
easat-2933	47	19	of	of	ADP
easat-2933	47	20	data	datum	NOUN
easat-2933	47	21	in	in	ADP
easat-2933	47	22	real	real	ADJ
easat-2933	47	23	-	-	PUNCT
easat-2933	47	24	time	time	NOUN
easat-2933	47	25	[	[	X
easat-2933	47	26	7	7	NUM
easat-2933	47	27	]	]	PUNCT
easat-2933	47	28	.	.	PUNCT
easat-2933	48	1	azure	azure	NOUN
easat-2933	48	2	's	's	PART
easat-2933	48	3	significance	significance	NOUN
easat-2933	48	4	in	in	ADP
easat-2933	48	5	iot	iot	NOUN
easat-2933	48	6	and	and	CCONJ
easat-2933	48	7	cloud	cloud	NOUN
easat-2933	48	8	computing	computing	NOUN
easat-2933	48	9	was	be	AUX
easat-2933	48	10	underscored	underscore	VERB
easat-2933	48	11	by	by	ADP
easat-2933	48	12	k	k	PROPN
easat-2933	48	13	and	and	CCONJ
easat-2933	48	14	davis	davis	PROPN
easat-2933	48	15	(	(	PUNCT
easat-2933	48	16	2022	2022	NUM
easat-2933	48	17	)	)	PUNCT
easat-2933	48	18	.	.	PUNCT
easat-2933	49	1	they	they	PRON
easat-2933	49	2	pointed	point	VERB
easat-2933	49	3	out	out	ADP
easat-2933	49	4	that	that	SCONJ
easat-2933	49	5	azure	azure	NOUN
easat-2933	49	6	's	's	PART
easat-2933	49	7	ai	ai	NOUN
easat-2933	49	8	and	and	CCONJ
easat-2933	49	9	ml	ml	ADP
easat-2933	49	10	capabilities	capability	NOUN
easat-2933	49	11	greatly	greatly	ADV
easat-2933	49	12	enhance	enhance	VERB
easat-2933	49	13	the	the	DET
easat-2933	49	14	identification	identification	NOUN
easat-2933	49	15	of	of	ADP
easat-2933	49	16	security	security	NOUN
easat-2933	49	17	risks	risk	NOUN
easat-2933	49	18	in	in	ADP
easat-2933	49	19	real	real	ADJ
easat-2933	49	20	-	-	PUNCT
easat-2933	49	21	time	time	NOUN
easat-2933	49	22	environments	environment	NOUN
easat-2933	49	23	.	.	PUNCT
easat-2933	50	1	this	this	DET
easat-2933	50	2	capability	capability	NOUN
easat-2933	50	3	is	be	AUX
easat-2933	50	4	essential	essential	ADJ
easat-2933	50	5	to	to	PART
easat-2933	50	6	azure	azure	VERB
easat-2933	50	7	sentinel	sentinel	NOUN
easat-2933	50	8	's	's	PART
easat-2933	50	9	potency	potency	NOUN
easat-2933	50	10	as	as	ADP
easat-2933	50	11	a	a	DET
easat-2933	50	12	cloud	cloud	ADJ
easat-2933	50	13	-	-	PUNCT
easat-2933	50	14	native	native	ADJ
easat-2933	50	15	siem	siem	NOUN
easat-2933	50	16	platform	platform	NOUN
easat-2933	50	17	[	[	X
easat-2933	50	18	8	8	NUM
easat-2933	50	19	]	]	PUNCT
easat-2933	50	20	.	.	PUNCT
easat-2933	51	1	an	an	DET
easat-2933	51	2	early	early	ADJ
easat-2933	51	3	examination	examination	NOUN
easat-2933	51	4	of	of	ADP
easat-2933	51	5	azure	azure	NOUN
easat-2933	51	6	's	's	PART
easat-2933	51	7	deployment	deployment	NOUN
easat-2933	51	8	and	and	CCONJ
easat-2933	51	9	administration	administration	NOUN
easat-2933	51	10	capabilities	capability	NOUN
easat-2933	51	11	was	be	AUX
easat-2933	51	12	given	give	VERB
easat-2933	51	13	by	by	ADP
easat-2933	51	14	copeland	copeland	PROPN
easat-2933	51	15	et	et	PROPN
easat-2933	51	16	al	al	PROPN
easat-2933	51	17	.	.	PROPN
easat-2933	52	1	(	(	PUNCT
easat-2933	52	2	2015	2015	NUM
easat-2933	52	3	)	)	PUNCT
easat-2933	52	4	.	.	PUNCT
easat-2933	53	1	these	these	DET
easat-2933	53	2	capabilities	capability	NOUN
easat-2933	53	3	have	have	AUX
easat-2933	53	4	since	since	SCONJ
easat-2933	53	5	improved	improve	VERB
easat-2933	53	6	by	by	ADP
easat-2933	53	7	adding	add	VERB
easat-2933	53	8	ai	ai	ADJ
easat-2933	53	9	-	-	PUNCT
easat-2933	53	10	powered	power	VERB
easat-2933	53	11	tools	tool	NOUN
easat-2933	53	12	such	such	ADJ
easat-2933	53	13	as	as	ADP
easat-2933	53	14	sentinel	sentinel	NOUN
easat-2933	53	15	,	,	PUNCT
easat-2933	53	16	establishing	establish	VERB
easat-2933	53	17	azure	azure	NOUN
easat-2933	53	18	as	as	ADP
easat-2933	53	19	a	a	DET
easat-2933	53	20	market	market	NOUN
easat-2933	53	21	leader	leader	NOUN
easat-2933	53	22	for	for	ADP
easat-2933	53	23	cloud	cloud	NOUN
easat-2933	53	24	siem	siem	NOUN
easat-2933	53	25	solutions	solution	NOUN
easat-2933	53	26	[	[	X
easat-2933	53	27	9	9	NUM
easat-2933	53	28	]	]	PUNCT
easat-2933	53	29	.	.	PUNCT
easat-2933	54	1	after	after	ADP
easat-2933	54	2	thoroughly	thoroughly	ADV
easat-2933	54	3	examining	examine	VERB
easat-2933	54	4	azure	azure	NOUN
easat-2933	54	5	's	's	PART
easat-2933	54	6	cloud	cloud	NOUN
easat-2933	54	7	infrastructure	infrastructure	NOUN
easat-2933	54	8	,	,	PUNCT
easat-2933	54	9	including	include	VERB
easat-2933	54	10	siem	siem	NOUN
easat-2933	54	11	implementations	implementation	NOUN
easat-2933	54	12	,	,	PUNCT
easat-2933	54	13	alamsyah	alamsyah	NOUN
easat-2933	54	14	and	and	CCONJ
easat-2933	54	15	febrianto	febrianto	NOUN
easat-2933	54	16	(	(	PUNCT
easat-2933	54	17	2021	2021	NUM
easat-2933	54	18	)	)	PUNCT
easat-2933	54	19	concluded	conclude	VERB
easat-2933	54	20	that	that	SCONJ
easat-2933	54	21	the	the	DET
easat-2933	54	22	platform	platform	NOUN
easat-2933	54	23	's	's	PART
easat-2933	54	24	scalability	scalability	NOUN
easat-2933	54	25	and	and	CCONJ
easat-2933	54	26	interaction	interaction	NOUN
easat-2933	54	27	with	with	ADP
easat-2933	54	28	logic	logic	NOUN
easat-2933	54	29	apps	app	NOUN
easat-2933	54	30	make	make	VERB
easat-2933	54	31	it	it	PRON
easat-2933	54	32	the	the	DET
easat-2933	54	33	best	good	ADJ
easat-2933	54	34	option	option	NOUN
easat-2933	54	35	for	for	ADP
easat-2933	54	36	companies	company	NOUN
easat-2933	54	37	wishing	wish	VERB
easat-2933	54	38	to	to	PART
easat-2933	54	39	automate	automate	VERB
easat-2933	54	40	threat	threat	NOUN
easat-2933	54	41	response	response	NOUN
easat-2933	55	1	[	[	X
easat-2933	55	2	10	10	NUM
easat-2933	55	3	]	]	PUNCT
easat-2933	55	4	.	.	PUNCT
easat-2933	56	1	suryawan	suryawan	PROPN
easat-2933	56	2	et	et	PROPN
easat-2933	56	3	al	al	PROPN
easat-2933	56	4	.	.	PROPN
easat-2933	56	5	(	(	PUNCT
easat-2933	56	6	2020	2020	NUM
easat-2933	56	7	)	)	PUNCT
easat-2933	56	8	supplied	supply	VERB
easat-2933	56	9	additional	additional	ADJ
easat-2933	56	10	information	information	NOUN
easat-2933	56	11	regarding	regard	VERB
easat-2933	56	12	the	the	DET
easat-2933	56	13	intricacy	intricacy	NOUN
easat-2933	56	14	of	of	ADP
easat-2933	56	15	moving	move	VERB
easat-2933	56	16	onpremises	onpremise	NOUN
easat-2933	56	17	apps	app	NOUN
easat-2933	56	18	to	to	PART
easat-2933	56	19	azure	azure	VERB
easat-2933	56	20	app	app	NOUN
easat-2933	56	21	service	service	NOUN
easat-2933	56	22	–	–	PUNCT
easat-2933	56	23	which	which	PRON
easat-2933	56	24	facilitates	facilitate	VERB
easat-2933	56	25	the	the	DET
easat-2933	56	26	integration	integration	NOUN
easat-2933	56	27	of	of	ADP
easat-2933	56	28	azure	azure	ADJ
easat-2933	56	29	sentinel	sentinel	NOUN
easat-2933	56	30	for	for	ADP
easat-2933	56	31	improved	improved	ADJ
easat-2933	56	32	security	security	NOUN
easat-2933	56	33	monitoring	monitor	VERB
easat-2933	56	34	[	[	X
easat-2933	56	35	11	11	NUM
easat-2933	56	36	]	]	PUNCT
easat-2933	56	37	.	.	PUNCT
easat-2933	57	1	in	in	ADP
easat-2933	57	2	their	their	PRON
easat-2933	57	3	cognitive	cognitive	ADJ
easat-2933	57	4	research	research	NOUN
easat-2933	57	5	of	of	ADP
easat-2933	57	6	aws	aw	NOUN
easat-2933	57	7	and	and	CCONJ
easat-2933	57	8	azure	azure	NOUN
easat-2933	57	9	for	for	ADP
easat-2933	57	10	web	web	NOUN
easat-2933	57	11	application	application	NOUN
easat-2933	57	12	deployment	deployment	NOUN
easat-2933	57	13	,	,	PUNCT
easat-2933	57	14	sharma	sharma	PROPN
easat-2933	57	15	et	et	PROPN
easat-2933	57	16	al	al	PROPN
easat-2933	57	17	.	.	PROPN
easat-2933	57	18	(	(	PUNCT
easat-2933	57	19	2020	2020	NUM
easat-2933	57	20	)	)	PUNCT
easat-2933	57	21	discovered	discover	VERB
easat-2933	57	22	that	that	SCONJ
easat-2933	57	23	azure	azure	NOUN
easat-2933	57	24	's	's	PART
easat-2933	57	25	sophisticated	sophisticated	ADJ
easat-2933	57	26	security	security	NOUN
easat-2933	57	27	and	and	CCONJ
easat-2933	57	28	ai	ai	PROPN
easat-2933	57	29	technologies	technology	NOUN
easat-2933	57	30	provided	provide	VERB
easat-2933	57	31	a	a	DET
easat-2933	57	32	more	more	ADV
easat-2933	57	33	reliable	reliable	ADJ
easat-2933	57	34	defense	defense	NOUN
easat-2933	57	35	against	against	ADP
easat-2933	57	36	web	web	NOUN
easat-2933	57	37	-	-	PUNCT
easat-2933	57	38	based	base	VERB
easat-2933	57	39	threats	threat	NOUN
easat-2933	57	40	.	.	PUNCT
easat-2933	58	1	this	this	DET
easat-2933	58	2	trait	trait	NOUN
easat-2933	58	3	is	be	AUX
easat-2933	58	4	essential	essential	ADJ
easat-2933	58	5	for	for	ADP
easat-2933	58	6	siem	siem	NOUN
easat-2933	58	7	implementations	implementation	NOUN
easat-2933	59	1	[	[	X
easat-2933	59	2	12	12	NUM
easat-2933	59	3	]	]	PUNCT
easat-2933	59	4	.	.	PUNCT
easat-2933	60	1	in	in	ADP
easat-2933	60	2	their	their	PRON
easat-2933	60	3	2020	2020	NUM
easat-2933	60	4	study	study	NOUN
easat-2933	60	5	,	,	PUNCT
easat-2933	60	6	pierleoni	pierleoni	VERB
easat-2933	60	7	et	et	PROPN
easat-2933	60	8	al	al	PROPN
easat-2933	60	9	.	.	PROPN
easat-2933	60	10	looked	look	VERB
easat-2933	60	11	at	at	ADP
easat-2933	60	12	how	how	SCONJ
easat-2933	60	13	iot	iot	ADJ
easat-2933	60	14	and	and	CCONJ
easat-2933	60	15	cloud	cloud	NOUN
easat-2933	60	16	platforms	platform	NOUN
easat-2933	60	17	like	like	ADP
easat-2933	60	18	azure	azure	NOUN
easat-2933	60	19	and	and	CCONJ
easat-2933	60	20	aws	aw	NOUN
easat-2933	60	21	integrated	integrate	VERB
easat-2933	60	22	,	,	PUNCT
easat-2933	60	23	and	and	CCONJ
easat-2933	60	24	they	they	PRON
easat-2933	60	25	found	find	VERB
easat-2933	60	26	that	that	SCONJ
easat-2933	60	27	azure	azure	NOUN
easat-2933	60	28	's	's	PART
easat-2933	60	29	cloud	cloud	NOUN
easat-2933	60	30	and	and	CCONJ
easat-2933	60	31	iot	iot	PROPN
easat-2933	60	32	services	service	NOUN
easat-2933	60	33	offer	offer	VERB
easat-2933	60	34	a	a	DET
easat-2933	60	35	complete	complete	ADJ
easat-2933	60	36	siem	siem	NOUN
easat-2933	60	37	solution	solution	NOUN
easat-2933	60	38	for	for	ADP
easat-2933	60	39	tracking	track	VERB
easat-2933	60	40	and	and	CCONJ
easat-2933	60	41	controlling	control	VERB
easat-2933	60	42	security	security	NOUN
easat-2933	60	43	threats	threat	NOUN
easat-2933	60	44	in	in	ADP
easat-2933	60	45	iot	iot	ADJ
easat-2933	60	46	environments	environment	NOUN
easat-2933	61	1	[	[	X
easat-2933	61	2	13	13	NUM
easat-2933	61	3	]	]	PUNCT
easat-2933	61	4	.	.	PUNCT
easat-2933	62	1	azure	azure	PROPN
easat-2933	62	2	's	's	PART
easat-2933	62	3	iot	iot	ADJ
easat-2933	62	4	platform	platform	NOUN
easat-2933	62	5	capabilities	capability	NOUN
easat-2933	62	6	,	,	PUNCT
easat-2933	62	7	which	which	PRON
easat-2933	62	8	are	be	AUX
easat-2933	62	9	tightly	tightly	ADV
easat-2933	62	10	coupled	couple	VERB
easat-2933	62	11	with	with	ADP
easat-2933	62	12	azure	azure	ADJ
easat-2933	62	13	sentinel	sentinel	NOUN
easat-2933	62	14	to	to	PART
easat-2933	62	15	offer	offer	VERB
easat-2933	62	16	seamless	seamless	ADJ
easat-2933	62	17	security	security	NOUN
easat-2933	62	18	across	across	ADP
easat-2933	62	19	iot	iot	PROPN
easat-2933	62	20	devices	device	NOUN
easat-2933	62	21	and	and	CCONJ
easat-2933	62	22	systems	system	NOUN
easat-2933	62	23	,	,	PUNCT
easat-2933	62	24	were	be	AUX
easat-2933	62	25	highlighted	highlight	VERB
easat-2933	62	26	by	by	ADP
easat-2933	62	27	bansal	bansal	NOUN
easat-2933	62	28	(	(	PUNCT
easat-2933	62	29	2020	2020	NUM
easat-2933	62	30	)	)	PUNCT
easat-2933	62	31	,	,	PUNCT
easat-2933	62	32	bolstering	bolster	VERB
easat-2933	62	33	azure	azure	NOUN
easat-2933	62	34	's	's	PART
easat-2933	62	35	standing	standing	NOUN
easat-2933	62	36	in	in	ADP
easat-2933	62	37	the	the	DET
easat-2933	62	38	cloud	cloud	ADJ
easat-2933	62	39	siem	siem	NOUN
easat-2933	62	40	market	market	NOUN
easat-2933	63	1	[	[	X
easat-2933	63	2	14	14	NUM
easat-2933	63	3	]	]	PUNCT
easat-2933	63	4	.	.	PUNCT
easat-2933	64	1	chilberto	chilberto	PROPN
easat-2933	64	2	et	et	PROPN
easat-2933	64	3	al	al	PROPN
easat-2933	64	4	.	.	PROPN
easat-2933	65	1	(	(	PUNCT
easat-2933	65	2	2020	2020	NUM
easat-2933	65	3	)	)	PUNCT
easat-2933	65	4	discussed	discuss	VERB
easat-2933	65	5	how	how	SCONJ
easat-2933	65	6	building	building	NOUN
easat-2933	65	7	solutions	solution	NOUN
easat-2933	65	8	in	in	ADP
easat-2933	65	9	azure	azure	NOUN
easat-2933	65	10	differs	differ	VERB
easat-2933	65	11	from	from	ADP
easat-2933	65	12	traditional	traditional	ADJ
easat-2933	65	13	on	on	ADP
easat-2933	65	14	-	-	PUNCT
easat-2933	65	15	premises	premise	NOUN
easat-2933	65	16	development	development	NOUN
easat-2933	65	17	,	,	PUNCT
easat-2933	65	18	focusing	focus	VERB
easat-2933	65	19	on	on	ADP
easat-2933	65	20	the	the	DET
easat-2933	65	21	security	security	NOUN
easat-2933	65	22	benefits	benefit	NOUN
easat-2933	65	23	of	of	ADP
easat-2933	65	24	azure	azure	NOUN
easat-2933	65	25	's	's	PART
easat-2933	65	26	integration	integration	NOUN
easat-2933	65	27	with	with	ADP
easat-2933	65	28	azure	azure	ADJ
easat-2933	65	29	sentinel	sentinel	NOUN
easat-2933	65	30	,	,	PUNCT
easat-2933	65	31	which	which	PRON
easat-2933	65	32	allows	allow	VERB
easat-2933	65	33	organizations	organization	NOUN
easat-2933	65	34	to	to	PART
easat-2933	65	35	automate	automate	VERB
easat-2933	65	36	their	their	PRON
easat-2933	65	37	security	security	NOUN
easat-2933	65	38	responses	response	NOUN
easat-2933	66	1	[	[	X
easat-2933	66	2	16	16	NUM
easat-2933	66	3	]	]	PUNCT
easat-2933	66	4	.	.	PUNCT
easat-2933	67	1	tiutiunnyk	tiutiunnyk	NOUN
easat-2933	67	2	and	and	CCONJ
easat-2933	67	3	rybachok	rybachok	VERB
easat-2933	67	4	(	(	PUNCT
easat-2933	67	5	2021	2021	NUM
easat-2933	67	6	)	)	PUNCT
easat-2933	67	7	highlighted	highlight	VERB
easat-2933	67	8	the	the	DET
easat-2933	67	9	flexibility	flexibility	NOUN
easat-2933	67	10	of	of	ADP
easat-2933	67	11	azure	azure	NOUN
easat-2933	67	12	's	's	PART
easat-2933	67	13	architecture	architecture	NOUN
easat-2933	67	14	,	,	PUNCT
easat-2933	67	15	which	which	PRON
easat-2933	67	16	allows	allow	VERB
easat-2933	67	17	for	for	ADP
easat-2933	67	18	scalable	scalable	ADJ
easat-2933	67	19	security	security	NOUN
easat-2933	67	20	solutions	solution	NOUN
easat-2933	67	21	,	,	PUNCT
easat-2933	67	22	including	include	VERB
easat-2933	67	23	siem	siem	NOUN
easat-2933	67	24	implementations	implementation	NOUN
easat-2933	67	25	,	,	PUNCT
easat-2933	67	26	making	make	VERB
easat-2933	67	27	it	it	PRON
easat-2933	67	28	ideal	ideal	ADJ
easat-2933	67	29	for	for	ADP
easat-2933	67	30	organizations	organization	NOUN
easat-2933	67	31	with	with	ADP
easat-2933	67	32	complex	complex	ADJ
easat-2933	67	33	security	security	NOUN
easat-2933	67	34	needs	need	VERB
easat-2933	67	35	[	[	X
easat-2933	67	36	15	15	NUM
easat-2933	67	37	]	]	PUNCT
easat-2933	67	38	.	.	PUNCT
easat-2933	68	1	in	in	ADP
easat-2933	68	2	their	their	PRON
easat-2933	68	3	comparative	comparative	ADJ
easat-2933	68	4	analysis	analysis	NOUN
easat-2933	68	5	of	of	ADP
easat-2933	68	6	cloud	cloud	NOUN
easat-2933	68	7	providers	provider	NOUN
easat-2933	68	8	,	,	PUNCT
easat-2933	68	9	tasnim	tasnim	NOUN
easat-2933	68	10	et	et	PROPN
easat-2933	68	11	al	al	PROPN
easat-2933	68	12	.	.	PROPN
easat-2933	69	1	(	(	PUNCT
easat-2933	69	2	2022	2022	NUM
easat-2933	69	3	)	)	PUNCT
easat-2933	69	4	emphasized	emphasize	VERB
easat-2933	69	5	azure	azure	NOUN
easat-2933	69	6	's	's	PART
easat-2933	69	7	superior	superior	ADJ
easat-2933	69	8	security	security	NOUN
easat-2933	69	9	capabilities	capability	NOUN
easat-2933	69	10	,	,	PUNCT
easat-2933	69	11	which	which	PRON
easat-2933	69	12	make	make	VERB
easat-2933	69	13	it	it	PRON
easat-2933	69	14	an	an	DET
easat-2933	69	15	excellent	excellent	ADJ
easat-2933	69	16	option	option	NOUN
easat-2933	69	17	for	for	ADP
easat-2933	69	18	businesses	business	NOUN
easat-2933	69	19	using	use	VERB
easat-2933	69	20	siem	siem	NOUN
easat-2933	69	21	systems	system	NOUN
easat-2933	69	22	[	[	X
easat-2933	69	23	17	17	NUM
easat-2933	69	24	]	]	PUNCT
easat-2933	69	25	.	.	PUNCT
easat-2933	70	1	when	when	SCONJ
easat-2933	70	2	comparing	compare	VERB
easat-2933	70	3	azure	azure	NOUN
easat-2933	70	4	's	's	PART
easat-2933	70	5	mlops	mlop	NOUN
easat-2933	70	6	capabilities	capability	NOUN
easat-2933	70	7	to	to	ADP
easat-2933	70	8	those	those	PRON
easat-2933	70	9	of	of	ADP
easat-2933	70	10	aws	aw	NOUN
easat-2933	70	11	and	and	CCONJ
easat-2933	70	12	google	google	PROPN
easat-2933	70	13	cloud	cloud	PROPN
easat-2933	70	14	,	,	PUNCT
easat-2933	70	15	moutaouakal	moutaouakal	NOUN
easat-2933	70	16	and	and	CCONJ
easat-2933	70	17	baïna	baïna	NOUN
easat-2933	70	18	(	(	PUNCT
easat-2933	70	19	2023	2023	NUM
easat-2933	70	20	)	)	PUNCT
easat-2933	70	21	discovered	discover	VERB
easat-2933	70	22	that	that	SCONJ
easat-2933	70	23	azure	azure	NOUN
easat-2933	70	24	has	have	VERB
easat-2933	70	25	a	a	DET
easat-2933	70	26	significant	significant	ADJ
easat-2933	70	27	advantage	advantage	NOUN
easat-2933	70	28	in	in	ADP
easat-2933	70	29	automating	automate	VERB
easat-2933	70	30	and	and	CCONJ
easat-2933	70	31	improving	improve	VERB
easat-2933	70	32	security	security	NOUN
easat-2933	70	33	operations	operation	NOUN
easat-2933	70	34	due	due	ADP
easat-2933	70	35	to	to	ADP
easat-2933	70	36	its	its	PRON
easat-2933	70	37	incorporation	incorporation	NOUN
easat-2933	70	38	of	of	ADP
easat-2933	70	39	ml	ml	NOUN
easat-2933	70	40	into	into	ADP
easat-2933	70	41	its	its	PRON
easat-2933	70	42	siem	siem	NOUN
easat-2933	70	43	products	product	NOUN
easat-2933	70	44	,	,	PUNCT
easat-2933	70	45	such	such	ADJ
easat-2933	70	46	as	as	ADP
easat-2933	70	47	azure	azure	ADJ
easat-2933	70	48	sentinel	sentinel	NOUN
easat-2933	70	49	[	[	X
easat-2933	70	50	18	18	NUM
easat-2933	70	51	]	]	PUNCT
easat-2933	70	52	.	.	PUNCT
easat-2933	71	1	lastly	lastly	ADV
easat-2933	71	2	,	,	PUNCT
easat-2933	71	3	zibitsker	zibitsker	NOUN
easat-2933	71	4	and	and	CCONJ
easat-2933	71	5	lupersolsky	lupersolsky	ADJ
easat-2933	71	6	(	(	PUNCT
easat-2933	71	7	2020	2020	NUM
easat-2933	71	8	)	)	PUNCT
easat-2933	71	9	concentrated	concentrate	VERB
easat-2933	71	10	on	on	ADP
easat-2933	71	11	how	how	SCONJ
easat-2933	71	12	businesses	business	NOUN
easat-2933	71	13	might	might	AUX
easat-2933	71	14	evaluate	evaluate	VERB
easat-2933	71	15	and	and	CCONJ
easat-2933	71	16	model	model	VERB
easat-2933	71	17	cloud	cloud	NOUN
easat-2933	71	18	platforms	platform	NOUN
easat-2933	71	19	to	to	PART
easat-2933	71	20	choose	choose	VERB
easat-2933	71	21	the	the	DET
easat-2933	71	22	best	good	ADJ
easat-2933	71	23	siem	siem	NOUN
easat-2933	71	24	solution	solution	NOUN
easat-2933	71	25	.	.	PUNCT
easat-2933	72	1	they	they	PRON
easat-2933	72	2	found	find	VERB
easat-2933	72	3	that	that	SCONJ
easat-2933	72	4	azure	azure	NOUN
easat-2933	72	5	is	be	AUX
easat-2933	72	6	the	the	DET
easat-2933	72	7	best	good	ADJ
easat-2933	72	8	option	option	NOUN
easat-2933	72	9	for	for	ADP
easat-2933	72	10	many	many	ADJ
easat-2933	72	11	companies	company	NOUN
easat-2933	72	12	trying	try	VERB
easat-2933	72	13	to	to	PART
easat-2933	72	14	strengthen	strengthen	VERB
easat-2933	72	15	their	their	PRON
easat-2933	72	16	security	security	NOUN
easat-2933	72	17	posture	posture	NOUN
easat-2933	72	18	because	because	SCONJ
easat-2933	72	19	of	of	ADP
easat-2933	72	20	its	its	PRON
easat-2933	72	21	flexibility	flexibility	NOUN
easat-2933	72	22	and	and	CCONJ
easat-2933	72	23	automation	automation	NOUN
easat-2933	72	24	capabilities	capability	NOUN
easat-2933	72	25	[	[	X
easat-2933	72	26	19	19	NUM
easat-2933	72	27	]	]	PUNCT
easat-2933	72	28	.	.	PUNCT
easat-2933	73	1	3	3	X
easat-2933	73	2	.	.	X
easat-2933	73	3	microsoft	microsoft	PROPN
easat-2933	73	4	sentinel	sentinel	PROPN
easat-2933	73	5	,	,	PUNCT
easat-2933	73	6	logic	logic	NOUN
easat-2933	73	7	apps	app	NOUN
easat-2933	73	8	,	,	PUNCT
easat-2933	73	9	kusto	kusto	NOUN
easat-2933	73	10	query	query	NOUN
easat-2933	73	11	language	language	NOUN
easat-2933	73	12	and	and	CCONJ
easat-2933	73	13	analytic	analytic	ADJ
easat-2933	73	14	rules	rule	NOUN
easat-2933	73	15	this	this	DET
easat-2933	73	16	section	section	NOUN
easat-2933	73	17	will	will	AUX
easat-2933	73	18	briefly	briefly	ADV
easat-2933	73	19	overview	overview	VERB
easat-2933	73	20	advanced	advanced	ADJ
easat-2933	73	21	tools	tool	NOUN
easat-2933	73	22	and	and	CCONJ
easat-2933	73	23	technologies	technology	NOUN
easat-2933	73	24	used	use	VERB
easat-2933	73	25	for	for	ADP
easat-2933	73	26	security	security	NOUN
easat-2933	73	27	monitoring	monitoring	NOUN
easat-2933	73	28	,	,	PUNCT
easat-2933	73	29	data	datum	NOUN
easat-2933	73	30	querying	querying	NOUN
easat-2933	73	31	,	,	PUNCT
easat-2933	73	32	and	and	CCONJ
easat-2933	73	33	workflow	workflow	NOUN
easat-2933	73	34	automation	automation	NOUN
easat-2933	73	35	for	for	ADP
easat-2933	73	36	security	security	NOUN
easat-2933	73	37	footprint	footprint	NOUN
easat-2933	73	38	management	management	NOUN
easat-2933	73	39	and	and	CCONJ
easat-2933	73	40	reporting	reporting	NOUN
easat-2933	73	41	.	.	PUNCT
easat-2933	74	1	4322	4322	NUM
easat-2933	74	2	edelweiss	edelweiss	PROPN
easat-2933	74	3	applied	apply	VERB
easat-2933	74	4	science	science	NOUN
easat-2933	74	5	and	and	CCONJ
easat-2933	74	6	technology	technology	NOUN
easat-2933	74	7	issn	issn	PROPN
easat-2933	74	8	:	:	PUNCT
easat-2933	74	9	2576	2576	NUM
easat-2933	74	10	-	-	SYM
easat-2933	74	11	8484	8484	NUM
easat-2933	74	12	vol	vol	NOUN
easat-2933	74	13	.	.	PROPN
easat-2933	74	14	8	8	NUM
easat-2933	74	15	,	,	PUNCT
easat-2933	74	16	no	no	INTJ
easat-2933	74	17	.	.	NOUN
easat-2933	74	18	6	6	NUM
easat-2933	74	19	:	:	SYM
easat-2933	74	20	4319	4319	NUM
easat-2933	74	21	-	-	SYM
easat-2933	74	22	4348	4348	NUM
easat-2933	74	23	,	,	PUNCT
easat-2933	74	24	2024	2024	NUM
easat-2933	74	25	doi	doi	NOUN
easat-2933	74	26	:	:	PUNCT
easat-2933	74	27	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	74	28	©	©	ADP
easat-2933	74	29	2024	2024	NUM
easat-2933	74	30	by	by	ADP
easat-2933	74	31	the	the	DET
easat-2933	74	32	authors	author	NOUN
easat-2933	74	33	;	;	PUNCT
easat-2933	74	34	licensee	licensee	PROPN
easat-2933	74	35	learning	learning	NOUN
easat-2933	74	36	gate	gate	NOUN
easat-2933	74	37	3.1	3.1	NUM
easat-2933	74	38	.	.	PUNCT
easat-2933	75	1	microsoft	microsoft	PROPN
easat-2933	75	2	sentinel	sentinel	PROPN
easat-2933	75	3	microsoft	microsoft	PROPN
easat-2933	75	4	sentinel	sentinel	PROPN
easat-2933	75	5	is	be	AUX
easat-2933	75	6	a	a	DET
easat-2933	75	7	cloud	cloud	NOUN
easat-2933	75	8	-	-	PUNCT
easat-2933	75	9	based	base	VERB
easat-2933	75	10	siem	siem	NOUN
easat-2933	75	11	system	system	NOUN
easat-2933	75	12	offering	offer	VERB
easat-2933	75	13	organizations	organization	NOUN
easat-2933	75	14	advanced	advanced	ADJ
easat-2933	75	15	security	security	NOUN
easat-2933	75	16	analytics	analytic	NOUN
easat-2933	75	17	and	and	CCONJ
easat-2933	75	18	threat	threat	NOUN
easat-2933	75	19	intelligence	intelligence	NOUN
easat-2933	75	20	essential	essential	ADJ
easat-2933	75	21	in	in	ADP
easat-2933	75	22	cybersecurity	cybersecurity	NOUN
easat-2933	75	23	[	[	X
easat-2933	75	24	20	20	NUM
easat-2933	75	25	]	]	PUNCT
easat-2933	75	26	.	.	PUNCT
easat-2933	76	1	as	as	ADP
easat-2933	76	2	with	with	ADP
easat-2933	76	3	other	other	ADJ
easat-2933	76	4	siem	siem	NOUN
easat-2933	76	5	solutions	solution	NOUN
easat-2933	76	6	,	,	PUNCT
easat-2933	76	7	it	it	PRON
easat-2933	76	8	has	have	AUX
easat-2933	76	9	evolved	evolve	VERB
easat-2933	76	10	into	into	ADP
easat-2933	76	11	a	a	DET
easat-2933	76	12	comprehensive	comprehensive	ADJ
easat-2933	76	13	system	system	NOUN
easat-2933	76	14	that	that	PRON
easat-2933	76	15	offers	offer	VERB
easat-2933	76	16	extensive	extensive	ADJ
easat-2933	76	17	visibility	visibility	NOUN
easat-2933	76	18	,	,	PUNCT
easat-2933	76	19	enabling	enable	VERB
easat-2933	76	20	the	the	DET
easat-2933	76	21	identification	identification	NOUN
easat-2933	76	22	of	of	ADP
easat-2933	76	23	high	high	ADJ
easat-2933	76	24	-	-	PUNCT
easat-2933	76	25	risk	risk	NOUN
easat-2933	76	26	areas	area	NOUN
easat-2933	76	27	and	and	CCONJ
easat-2933	76	28	proactive	proactive	ADJ
easat-2933	76	29	mitigation	mitigation	NOUN
easat-2933	76	30	strategies	strategy	NOUN
easat-2933	76	31	to	to	PART
easat-2933	76	32	minimize	minimize	VERB
easat-2933	76	33	costs	cost	NOUN
easat-2933	76	34	and	and	CCONJ
easat-2933	76	35	incident	incident	NOUN
easat-2933	76	36	response	response	NOUN
easat-2933	76	37	time	time	NOUN
easat-2933	76	38	[	[	X
easat-2933	76	39	21	21	NUM
easat-2933	76	40	]	]	PUNCT
easat-2933	76	41	.	.	PUNCT
easat-2933	77	1	artificial	artificial	ADJ
easat-2933	77	2	intelligence	intelligence	NOUN
easat-2933	77	3	and	and	CCONJ
easat-2933	77	4	automation	automation	NOUN
easat-2933	77	5	immediately	immediately	ADV
easat-2933	77	6	identify	identify	VERB
easat-2933	77	7	potential	potential	ADJ
easat-2933	77	8	dangers	danger	NOUN
easat-2933	77	9	and	and	CCONJ
easat-2933	77	10	take	take	VERB
easat-2933	77	11	quick	quick	ADJ
easat-2933	77	12	action	action	NOUN
easat-2933	77	13	,	,	PUNCT
easat-2933	77	14	improving	improve	VERB
easat-2933	77	15	security	security	NOUN
easat-2933	77	16	measures	measure	NOUN
easat-2933	77	17	'	'	PART
easat-2933	77	18	effectiveness	effectiveness	NOUN
easat-2933	77	19	.	.	PUNCT
easat-2933	78	1	sentinel	sentinel	NOUN
easat-2933	78	2	can	can	AUX
easat-2933	78	3	also	also	ADV
easat-2933	78	4	use	use	VERB
easat-2933	78	5	ml	ml	NOUN
easat-2933	78	6	as	as	ADP
easat-2933	78	7	a	a	DET
easat-2933	78	8	viable	viable	ADJ
easat-2933	78	9	approach	approach	NOUN
easat-2933	78	10	to	to	PART
easat-2933	78	11	reduce	reduce	VERB
easat-2933	78	12	the	the	DET
easat-2933	78	13	false	false	ADJ
easat-2933	78	14	positive	positive	ADJ
easat-2933	78	15	rate	rate	NOUN
easat-2933	78	16	and	and	CCONJ
easat-2933	78	17	enhance	enhance	VERB
easat-2933	78	18	the	the	DET
easat-2933	78	19	productivity	productivity	NOUN
easat-2933	78	20	of	of	ADP
easat-2933	78	21	soc	soc	NOUN
easat-2933	78	22	analysts	analyst	NOUN
easat-2933	78	23	[	[	X
easat-2933	78	24	22	22	NUM
easat-2933	78	25	]	]	PUNCT
easat-2933	78	26	.	.	PUNCT
easat-2933	79	1	due	due	ADP
easat-2933	79	2	to	to	ADP
easat-2933	79	3	its	its	PRON
easat-2933	79	4	scalability	scalability	NOUN
easat-2933	79	5	,	,	PUNCT
easat-2933	79	6	smooth	smooth	ADJ
easat-2933	79	7	integration	integration	NOUN
easat-2933	79	8	with	with	ADP
easat-2933	79	9	diverse	diverse	ADJ
easat-2933	79	10	data	datum	NOUN
easat-2933	79	11	sources	source	NOUN
easat-2933	79	12	,	,	PUNCT
easat-2933	79	13	and	and	CCONJ
easat-2933	79	14	extensive	extensive	ADJ
easat-2933	79	15	analytical	analytical	ADJ
easat-2933	79	16	capabilities	capability	NOUN
easat-2933	79	17	,	,	PUNCT
easat-2933	79	18	microsoft	microsoft	PROPN
easat-2933	79	19	sentinel	sentinel	NOUN
easat-2933	79	20	is	be	AUX
easat-2933	79	21	a	a	DET
easat-2933	79	22	potent	potent	ADJ
easat-2933	79	23	tool	tool	NOUN
easat-2933	79	24	for	for	ADP
easat-2933	79	25	complete	complete	ADJ
easat-2933	79	26	and	and	CCONJ
easat-2933	79	27	proactive	proactive	ADJ
easat-2933	79	28	cybersecurity	cybersecurity	NOUN
easat-2933	79	29	management	management	NOUN
easat-2933	79	30	.	.	PUNCT
easat-2933	80	1	gartner	gartner	PROPN
easat-2933	80	2	magic	magic	PROPN
easat-2933	80	3	quadrant	quadrant	PROPN
easat-2933	80	4	for	for	ADP
easat-2933	80	5	siem	siem	NOUN
easat-2933	80	6	report	report	NOUN
easat-2933	80	7	indicates	indicate	VERB
easat-2933	80	8	that	that	SCONJ
easat-2933	80	9	microsoft	microsoft	PROPN
easat-2933	80	10	sentinel	sentinel	NOUN
easat-2933	80	11	is	be	AUX
easat-2933	80	12	a	a	DET
easat-2933	80	13	leader	leader	NOUN
easat-2933	80	14	in	in	ADP
easat-2933	80	15	siem	siem	PROPN
easat-2933	80	16	solutions	solution	NOUN
easat-2933	80	17	.	.	PUNCT
easat-2933	81	1	microsoft	microsoft	PROPN
easat-2933	81	2	azure	azure	PROPN
easat-2933	81	3	sentinel	sentinel	NOUN
easat-2933	81	4	is	be	AUX
easat-2933	81	5	crucial	crucial	ADJ
easat-2933	81	6	for	for	ADP
easat-2933	81	7	contemporary	contemporary	ADJ
easat-2933	81	8	cybersecurity	cybersecurity	NOUN
easat-2933	81	9	because	because	SCONJ
easat-2933	81	10	its	its	PRON
easat-2933	81	11	cloud	cloud	ADJ
easat-2933	81	12	-	-	PUNCT
easat-2933	81	13	native	native	ADJ
easat-2933	81	14	architecture	architecture	NOUN
easat-2933	81	15	enables	enable	VERB
easat-2933	81	16	scalability	scalability	NOUN
easat-2933	81	17	and	and	CCONJ
easat-2933	81	18	adaptability	adaptability	NOUN
easat-2933	81	19	.	.	PUNCT
easat-2933	82	1	the	the	DET
easat-2933	82	2	system	system	NOUN
easat-2933	82	3	employs	employ	VERB
easat-2933	82	4	sophisticated	sophisticated	ADJ
easat-2933	82	5	artificial	artificial	ADJ
easat-2933	82	6	intelligence	intelligence	NOUN
easat-2933	82	7	and	and	CCONJ
easat-2933	82	8	machine	machine	NOUN
easat-2933	82	9	learning	learn	VERB
easat-2933	82	10	techniques	technique	NOUN
easat-2933	82	11	to	to	PART
easat-2933	82	12	identify	identify	VERB
easat-2933	82	13	potential	potential	ADJ
easat-2933	82	14	dangers	danger	NOUN
easat-2933	82	15	accurately	accurately	ADV
easat-2933	82	16	and	and	CCONJ
easat-2933	82	17	offers	offer	VERB
easat-2933	82	18	thorough	thorough	ADJ
easat-2933	82	19	surveillance	surveillance	NOUN
easat-2933	82	20	across	across	ADP
easat-2933	82	21	on	on	ADP
easat-2933	82	22	-	-	PUNCT
easat-2933	82	23	site	site	NOUN
easat-2933	82	24	,	,	PUNCT
easat-2933	82	25	mixed	mixed	ADJ
easat-2933	82	26	,	,	PUNCT
easat-2933	82	27	and	and	CCONJ
easat-2933	82	28	multi	multi	ADJ
easat-2933	82	29	-	-	ADJ
easat-2933	82	30	cloud	cloud	ADJ
easat-2933	82	31	settings	setting	NOUN
easat-2933	82	32	.	.	PUNCT
easat-2933	83	1	sentinel	sentinel	PROPN
easat-2933	83	2	streamlines	streamlines	PROPN
easat-2933	83	3	incident	incident	NOUN
easat-2933	83	4	response	response	NOUN
easat-2933	83	5	,	,	PUNCT
easat-2933	83	6	effortlessly	effortlessly	ADV
easat-2933	83	7	integrates	integrate	NOUN
easat-2933	83	8	with	with	ADP
easat-2933	83	9	other	other	ADJ
easat-2933	83	10	security	security	NOUN
easat-2933	83	11	solutions	solution	NOUN
easat-2933	83	12	,	,	PUNCT
easat-2933	83	13	provides	provide	VERB
easat-2933	83	14	costeffectiveness	costeffectiveness	NOUN
easat-2933	83	15	with	with	ADP
easat-2933	83	16	a	a	DET
easat-2933	83	17	pay	pay	NOUN
easat-2933	83	18	-	-	PUNCT
easat-2933	83	19	as	as	ADP
easat-2933	83	20	-	-	PUNCT
easat-2933	83	21	you	you	PRON
easat-2933	83	22	-	-	PUNCT
easat-2933	83	23	go	go	VERB
easat-2933	83	24	model	model	NOUN
easat-2933	83	25	,	,	PUNCT
easat-2933	83	26	and	and	CCONJ
easat-2933	83	27	improves	improve	VERB
easat-2933	83	28	proactive	proactive	ADJ
easat-2933	83	29	protection	protection	NOUN
easat-2933	83	30	through	through	ADP
easat-2933	83	31	continuous	continuous	ADJ
easat-2933	83	32	monitoring	monitoring	NOUN
easat-2933	83	33	and	and	CCONJ
easat-2933	83	34	threat	threat	NOUN
easat-2933	83	35	hunting	hunting	NOUN
easat-2933	83	36	,	,	PUNCT
easat-2933	83	37	greatly	greatly	ADV
easat-2933	83	38	enhancing	enhance	VERB
easat-2933	83	39	an	an	DET
easat-2933	83	40	organization	organization	NOUN
easat-2933	83	41	's	's	PART
easat-2933	83	42	overall	overall	ADJ
easat-2933	83	43	security	security	NOUN
easat-2933	83	44	stance	stance	NOUN
easat-2933	83	45	.	.	PUNCT
easat-2933	84	1	3.2	3.2	NUM
easat-2933	84	2	.	.	PUNCT
easat-2933	85	1	logic	logic	NOUN
easat-2933	85	2	apps	app	NOUN
easat-2933	85	3	microsoft	microsoft	PROPN
easat-2933	85	4	sentinel	sentinel	PROPN
easat-2933	85	5	utilizes	utilize	VERB
easat-2933	85	6	the	the	DET
easat-2933	85	7	logic	logic	NOUN
easat-2933	85	8	apps	app	NOUN
easat-2933	85	9	solution	solution	NOUN
easat-2933	85	10	to	to	ADP
easat-2933	85	11	automate	automate	ADJ
easat-2933	85	12	actions	action	NOUN
easat-2933	85	13	.	.	PUNCT
easat-2933	86	1	playbooks	playbook	NOUN
easat-2933	86	2	are	be	AUX
easat-2933	86	3	logic	logic	ADJ
easat-2933	86	4	apps	app	NOUN
easat-2933	86	5	that	that	PRON
easat-2933	86	6	utilize	utilize	VERB
easat-2933	86	7	the	the	DET
easat-2933	86	8	microsoft	microsoft	PROPN
easat-2933	86	9	sentinel	sentinel	PROPN
easat-2933	86	10	connector	connector	NOUN
easat-2933	86	11	to	to	PART
easat-2933	86	12	initiate	initiate	VERB
easat-2933	86	13	automated	automate	VERB
easat-2933	86	14	actions	action	NOUN
easat-2933	86	15	.	.	PUNCT
easat-2933	87	1	these	these	DET
easat-2933	87	2	two	two	NUM
easat-2933	87	3	components	component	NOUN
easat-2933	87	4	enable	enable	VERB
easat-2933	87	5	the	the	DET
easat-2933	87	6	logic	logic	ADJ
easat-2933	87	7	app	app	NOUN
easat-2933	87	8	to	to	PART
easat-2933	87	9	retrieve	retrieve	VERB
easat-2933	87	10	targeted	target	VERB
easat-2933	87	11	data	datum	NOUN
easat-2933	87	12	and	and	CCONJ
easat-2933	87	13	perform	perform	VERB
easat-2933	87	14	actions	action	NOUN
easat-2933	87	15	like	like	ADP
easat-2933	87	16	isolating	isolate	VERB
easat-2933	87	17	virtual	virtual	ADJ
easat-2933	87	18	machines	machine	NOUN
easat-2933	87	19	in	in	ADP
easat-2933	87	20	azure	azure	ADJ
easat-2933	87	21	active	active	ADJ
easat-2933	87	22	directory	directory	NOUN
easat-2933	87	23	or	or	CCONJ
easat-2933	87	24	extracting	extract	VERB
easat-2933	87	25	json	json	NOUN
easat-2933	87	26	objects	object	NOUN
easat-2933	87	27	,	,	PUNCT
easat-2933	87	28	as	as	SCONJ
easat-2933	87	29	demonstrated	demonstrate	VERB
easat-2933	87	30	in	in	ADP
easat-2933	87	31	the	the	DET
easat-2933	87	32	project	project	NOUN
easat-2933	87	33	's	's	PART
easat-2933	87	34	practical	practical	ADJ
easat-2933	87	35	portion	portion	NOUN
easat-2933	87	36	.	.	PUNCT
easat-2933	88	1	logic	logic	NOUN
easat-2933	88	2	apps	app	NOUN
easat-2933	88	3	enable	enable	VERB
easat-2933	88	4	a	a	DET
easat-2933	88	5	seamless	seamless	ADJ
easat-2933	88	6	connection	connection	NOUN
easat-2933	88	7	with	with	ADP
easat-2933	88	8	any	any	DET
easat-2933	88	9	azure	azure	ADJ
easat-2933	88	10	application	application	NOUN
easat-2933	88	11	.	.	PUNCT
easat-2933	89	1	logic	logic	NOUN
easat-2933	89	2	apps	app	NOUN
easat-2933	89	3	can	can	AUX
easat-2933	89	4	be	be	AUX
easat-2933	89	5	constructed	construct	VERB
easat-2933	89	6	using	use	VERB
easat-2933	89	7	custom	custom	NOUN
easat-2933	89	8	code	code	NOUN
easat-2933	89	9	or	or	CCONJ
easat-2933	89	10	the	the	DET
easat-2933	89	11	designer	designer	NOUN
easat-2933	89	12	console	console	NOUN
easat-2933	89	13	.	.	PUNCT
easat-2933	90	1	obtaining	obtain	VERB
easat-2933	90	2	security	security	NOUN
easat-2933	90	3	information	information	NOUN
easat-2933	90	4	from	from	ADP
easat-2933	90	5	multiple	multiple	ADJ
easat-2933	90	6	sources	source	NOUN
easat-2933	90	7	inside	inside	ADP
easat-2933	90	8	the	the	DET
easat-2933	90	9	business	business	NOUN
easat-2933	90	10	environment	environment	NOUN
easat-2933	90	11	is	be	AUX
easat-2933	90	12	essential	essential	ADJ
easat-2933	90	13	to	to	PART
easat-2933	90	14	produce	produce	VERB
easat-2933	90	15	alerts	alert	NOUN
easat-2933	90	16	and	and	CCONJ
easat-2933	90	17	events	event	NOUN
easat-2933	90	18	.	.	PUNCT
easat-2933	91	1	this	this	DET
easat-2933	91	2	data	datum	NOUN
easat-2933	91	3	can	can	AUX
easat-2933	91	4	consist	consist	VERB
easat-2933	91	5	of	of	ADP
easat-2933	91	6	log	log	NOUN
easat-2933	91	7	logs	log	NOUN
easat-2933	91	8	or	or	CCONJ
easat-2933	91	9	threat	threat	NOUN
easat-2933	91	10	intelligence	intelligence	NOUN
easat-2933	91	11	data	datum	NOUN
easat-2933	91	12	.	.	PUNCT
easat-2933	92	1	the	the	DET
easat-2933	92	2	logs	log	NOUN
easat-2933	92	3	contain	contain	VERB
easat-2933	92	4	various	various	ADJ
easat-2933	92	5	security	security	NOUN
easat-2933	92	6	information	information	NOUN
easat-2933	92	7	related	relate	VERB
easat-2933	92	8	to	to	ADP
easat-2933	92	9	the	the	DET
easat-2933	92	10	it	it	NOUN
easat-2933	92	11	system	system	NOUN
easat-2933	92	12	,	,	PUNCT
easat-2933	92	13	such	such	ADJ
easat-2933	92	14	as	as	ADP
easat-2933	92	15	system	system	NOUN
easat-2933	92	16	logs	log	NOUN
easat-2933	92	17	,	,	PUNCT
easat-2933	92	18	security	security	NOUN
easat-2933	92	19	devices	device	NOUN
easat-2933	92	20	,	,	PUNCT
easat-2933	92	21	and	and	CCONJ
easat-2933	92	22	identification	identification	NOUN
easat-2933	92	23	data	datum	NOUN
easat-2933	92	24	.	.	PUNCT
easat-2933	93	1	microsoft	microsoft	PROPN
easat-2933	93	2	defines	define	VERB
easat-2933	93	3	threat	threat	NOUN
easat-2933	93	4	intelligence	intelligence	NOUN
easat-2933	93	5	data	datum	NOUN
easat-2933	93	6	as	as	ADP
easat-2933	93	7	widely	widely	ADV
easat-2933	93	8	recognized	recognize	VERB
easat-2933	93	9	information	information	NOUN
easat-2933	93	10	about	about	ADP
easat-2933	93	11	threats	threat	NOUN
easat-2933	93	12	and	and	CCONJ
easat-2933	93	13	vulnerabilities	vulnerability	NOUN
easat-2933	93	14	gathered	gather	VERB
easat-2933	93	15	from	from	ADP
easat-2933	93	16	external	external	ADJ
easat-2933	93	17	sources	source	NOUN
easat-2933	93	18	.	.	PUNCT
easat-2933	94	1	an	an	DET
easat-2933	94	2	example	example	NOUN
easat-2933	94	3	of	of	ADP
easat-2933	94	4	an	an	DET
easat-2933	94	5	external	external	ADJ
easat-2933	94	6	source	source	NOUN
easat-2933	94	7	is	be	AUX
easat-2933	94	8	the	the	DET
easat-2933	94	9	taxii	taxii	NOUN
easat-2933	94	10	service	service	NOUN
easat-2933	94	11	,	,	PUNCT
easat-2933	94	12	a	a	DET
easat-2933	94	13	protocol	protocol	NOUN
easat-2933	94	14	used	use	VERB
easat-2933	94	15	to	to	PART
easat-2933	94	16	convey	convey	VERB
easat-2933	94	17	cyber	cyber	ADJ
easat-2933	94	18	threat	threat	NOUN
easat-2933	94	19	data	datum	NOUN
easat-2933	94	20	over	over	ADP
easat-2933	94	21	https	https	NOUN
easat-2933	94	22	.	.	PUNCT
easat-2933	95	1	3.3	3.3	NUM
easat-2933	95	2	.	.	PUNCT
easat-2933	96	1	kusto	kusto	NOUN
easat-2933	96	2	query	query	NOUN
easat-2933	96	3	language	language	NOUN
easat-2933	96	4	a	a	DET
easat-2933	96	5	substantial	substantial	ADJ
easat-2933	96	6	volume	volume	NOUN
easat-2933	96	7	of	of	ADP
easat-2933	96	8	data	datum	NOUN
easat-2933	96	9	acquired	acquire	VERB
easat-2933	96	10	from	from	ADP
easat-2933	96	11	many	many	ADJ
easat-2933	96	12	sources	source	NOUN
easat-2933	96	13	must	must	AUX
easat-2933	96	14	be	be	AUX
easat-2933	96	15	sorted	sort	VERB
easat-2933	96	16	and	and	CCONJ
easat-2933	96	17	presented	present	VERB
easat-2933	96	18	visually	visually	ADV
easat-2933	96	19	.	.	PUNCT
easat-2933	97	1	kql	kql	NOUN
easat-2933	97	2	is	be	AUX
easat-2933	97	3	a	a	DET
easat-2933	97	4	linguistic	linguistic	ADJ
easat-2933	97	5	tool	tool	NOUN
easat-2933	97	6	used	use	VERB
easat-2933	97	7	to	to	PART
easat-2933	97	8	analyze	analyze	VERB
easat-2933	97	9	data	datum	NOUN
easat-2933	97	10	,	,	PUNCT
easat-2933	97	11	identify	identify	VERB
easat-2933	97	12	inconsistencies	inconsistency	NOUN
easat-2933	97	13	within	within	ADP
easat-2933	97	14	the	the	DET
easat-2933	97	15	provided	provide	VERB
easat-2933	97	16	data	datum	NOUN
easat-2933	97	17	,	,	PUNCT
easat-2933	97	18	and	and	CCONJ
easat-2933	97	19	perform	perform	VERB
easat-2933	97	20	additional	additional	ADJ
easat-2933	97	21	functions	function	NOUN
easat-2933	97	22	.	.	PUNCT
easat-2933	98	1	the	the	DET
easat-2933	98	2	query	query	NOUN
easat-2933	98	3	utilizes	utilize	VERB
easat-2933	98	4	databases	database	NOUN
easat-2933	98	5	,	,	PUNCT
easat-2933	98	6	tables	table	NOUN
easat-2933	98	7	,	,	PUNCT
easat-2933	98	8	columns	column	NOUN
easat-2933	98	9	,	,	PUNCT
easat-2933	98	10	and	and	CCONJ
easat-2933	98	11	schema	schema	NOUN
easat-2933	98	12	components	component	NOUN
easat-2933	98	13	organized	organize	VERB
easat-2933	98	14	in	in	ADP
easat-2933	98	15	a	a	DET
easat-2933	98	16	hierarchical	hierarchical	ADJ
easat-2933	98	17	structure	structure	NOUN
easat-2933	98	18	akin	akin	ADJ
easat-2933	98	19	to	to	ADP
easat-2933	98	20	sql	sql	PROPN
easat-2933	98	21	.	.	PUNCT
easat-2933	99	1	to	to	PART
easat-2933	99	2	illustrate	illustrate	VERB
easat-2933	99	3	the	the	DET
easat-2933	99	4	capabilities	capability	NOUN
easat-2933	99	5	of	of	ADP
easat-2933	99	6	kql	kql	NOUN
easat-2933	99	7	,	,	PUNCT
easat-2933	99	8	consider	consider	VERB
easat-2933	99	9	the	the	DET
easat-2933	99	10	following	following	ADJ
easat-2933	99	11	query	query	NOUN
easat-2933	99	12	,	,	PUNCT
easat-2933	99	13	which	which	PRON
easat-2933	99	14	may	may	AUX
easat-2933	99	15	monitor	monitor	VERB
easat-2933	99	16	office	office	NOUN
easat-2933	99	17	365	365	NUM
easat-2933	99	18	activity	activity	NOUN
easat-2933	99	19	logs	log	NOUN
easat-2933	99	20	and	and	CCONJ
easat-2933	99	21	detect	detect	VERB
easat-2933	99	22	suspicious	suspicious	ADJ
easat-2933	99	23	inbox	inbox	NOUN
easat-2933	99	24	rules	rule	NOUN
easat-2933	99	25	containing	contain	VERB
easat-2933	99	26	keywords	keyword	NOUN
easat-2933	99	27	:	:	PUNCT
easat-2933	99	28	let	let	VERB
easat-2933	99	29	keywords	keyword	NOUN
easat-2933	99	30	=	=	SYM
easat-2933	99	31	dynamic(["helpdesk	dynamic(["helpdesk	NOUN
easat-2933	99	32	"	"	PUNCT
easat-2933	99	33	,	,	PUNCT
easat-2933	99	34	"	"	PUNCT
easat-2933	99	35	alert	alert	ADJ
easat-2933	99	36	"	"	PUNCT
easat-2933	99	37	,	,	PUNCT
easat-2933	99	38	"	"	PUNCT
easat-2933	99	39	suspicious	suspicious	ADJ
easat-2933	99	40	"	"	PUNCT
easat-2933	99	41	,	,	PUNCT
easat-2933	99	42	"	"	PUNCT
easat-2933	99	43	fake	fake	ADJ
easat-2933	99	44	"	"	PUNCT
easat-2933	99	45	,	,	PUNCT
easat-2933	99	46	"	"	PUNCT
easat-2933	99	47	malicious	malicious	ADJ
easat-2933	99	48	"	"	PUNCT
easat-2933	99	49	,	,	PUNCT
easat-2933	99	50	"	"	PUNCT
easat-2933	99	51	phishing	phishe	VERB
easat-2933	99	52	"	"	PUNCT
easat-2933	99	53	,	,	PUNCT
easat-2933	99	54	"	"	PUNCT
easat-2933	99	55	spam	spam	NOUN
easat-2933	99	56	"	"	PUNCT
easat-2933	99	57	,	,	PUNCT
easat-2933	99	58	"	"	PUNCT
easat-2933	99	59	do	do	AUX
easat-2933	99	60	not	not	PART
easat-2933	99	61	click	click	VERB
easat-2933	99	62	"	"	PUNCT
easat-2933	99	63	,	,	PUNCT
easat-2933	99	64	"	"	PUNCT
easat-2933	99	65	do	do	AUX
easat-2933	99	66	not	not	PART
easat-2933	99	67	open	open	VERB
easat-2933	99	68	"	"	PUNCT
easat-2933	99	69	,	,	PUNCT
easat-2933	99	70	"	"	PUNCT
easat-2933	99	71	hijacked	hijacked	ADJ
easat-2933	99	72	"	"	PUNCT
easat-2933	99	73	,	,	PUNCT
easat-2933	99	74	"	"	PUNCT
easat-2933	99	75	fatal	fatal	ADJ
easat-2933	99	76	"	"	PUNCT
easat-2933	99	77	]	]	PUNCT
easat-2933	99	78	)	)	PUNCT
easat-2933	99	79	;	;	PUNCT
easat-2933	99	80	officeactivity	officeactivity	PROPN
easat-2933	99	81	4323	4323	PROPN
easat-2933	99	82	edelweiss	edelweiss	PROPN
easat-2933	99	83	applied	apply	VERB
easat-2933	99	84	science	science	NOUN
easat-2933	99	85	and	and	CCONJ
easat-2933	99	86	technology	technology	NOUN
easat-2933	99	87	issn	issn	PROPN
easat-2933	99	88	:	:	PUNCT
easat-2933	99	89	2576	2576	NUM
easat-2933	99	90	-	-	SYM
easat-2933	99	91	8484	8484	NUM
easat-2933	99	92	vol	vol	NOUN
easat-2933	99	93	.	.	PROPN
easat-2933	100	1	8	8	NUM
easat-2933	100	2	,	,	PUNCT
easat-2933	100	3	no	no	INTJ
easat-2933	100	4	.	.	NOUN
easat-2933	101	1	6	6	NUM
easat-2933	101	2	:	:	SYM
easat-2933	101	3	4319	4319	NUM
easat-2933	101	4	-	-	SYM
easat-2933	101	5	4348	4348	NUM
easat-2933	101	6	,	,	PUNCT
easat-2933	101	7	2024	2024	NUM
easat-2933	101	8	doi	doi	NOUN
easat-2933	101	9	:	:	PUNCT
easat-2933	101	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	101	11	©	©	ADP
easat-2933	101	12	2024	2024	NUM
easat-2933	101	13	by	by	ADP
easat-2933	101	14	the	the	DET
easat-2933	101	15	authors	author	NOUN
easat-2933	101	16	;	;	PUNCT
easat-2933	101	17	licensee	licensee	PROPN
easat-2933	101	18	learning	learning	NOUN
easat-2933	101	19	gate	gate	NOUN
easat-2933	101	20	|	|	ADV
easat-2933	101	21	where	where	SCONJ
easat-2933	101	22	officeworkload	officeworkload	ADJ
easat-2933	101	23	=	=	X
easat-2933	101	24	~	~	PUNCT
easat-2933	101	25	"	"	PUNCT
easat-2933	101	26	exchange	exchange	NOUN
easat-2933	101	27	"	"	PUNCT
easat-2933	101	28	|	|	ADV
easat-2933	101	29	where	where	SCONJ
easat-2933	101	30	operation	operation	NOUN
easat-2933	101	31	=	=	NOUN
easat-2933	101	32	~	~	PUNCT
easat-2933	101	33	"	"	PUNCT
easat-2933	101	34	new	new	ADJ
easat-2933	101	35	-	-	PUNCT
easat-2933	101	36	inboxrule	inboxrule	NOUN
easat-2933	101	37	"	"	PUNCT
easat-2933	101	38	and	and	CCONJ
easat-2933	101	39	(	(	PUNCT
easat-2933	101	40	resultstatus	resultstatus	NOUN
easat-2933	101	41	=	=	X
easat-2933	101	42	~	~	PUNCT
easat-2933	101	43	"	"	PUNCT
easat-2933	101	44	true	true	ADJ
easat-2933	101	45	"	"	PUNCT
easat-2933	101	46	or	or	CCONJ
easat-2933	101	47	resultstatus	resultstatus	NOUN
easat-2933	101	48	=	=	X
easat-2933	101	49	~	~	PUNCT
easat-2933	101	50	"	"	PUNCT
easat-2933	101	51	succeeded	succeed	VERB
easat-2933	101	52	"	"	PUNCT
easat-2933	101	53	)	)	PUNCT
easat-2933	101	54	|	|	ADV
easat-2933	101	55	where	where	SCONJ
easat-2933	101	56	parameters	parameter	NOUN
easat-2933	101	57	has	have	AUX
easat-2933	101	58	"	"	PUNCT
easat-2933	101	59	deleted	delete	VERB
easat-2933	101	60	items	item	NOUN
easat-2933	101	61	"	"	PUNCT
easat-2933	101	62	or	or	CCONJ
easat-2933	101	63	parameters	parameter	NOUN
easat-2933	101	64	has	have	VERB
easat-2933	101	65	"	"	PUNCT
easat-2933	101	66	junk	junk	NOUN
easat-2933	101	67	email	email	NOUN
easat-2933	101	68	"	"	PUNCT
easat-2933	101	69	or	or	CCONJ
easat-2933	101	70	parameters	parameter	NOUN
easat-2933	101	71	has	have	AUX
easat-2933	101	72	"	"	PUNCT
easat-2933	101	73	deletemessage	deletemessage	NOUN
easat-2933	101	74	"	"	PUNCT
easat-2933	101	75	|	|	ADV
easat-2933	101	76	extend	extend	VERB
easat-2933	101	77	events	event	NOUN
easat-2933	101	78	=	=	SYM
easat-2933	101	79	todynamic(parameters	todynamic(parameter	NOUN
easat-2933	101	80	)	)	PUNCT
easat-2933	101	81	|	|	ADV
easat-2933	101	82	parse	parse	VERB
easat-2933	101	83	events	event	NOUN
easat-2933	101	84	with	with	ADP
easat-2933	101	85	*	*	PUNCT
easat-2933	101	86	"	"	PUNCT
easat-2933	101	87	subjectcontainswords	subjectcontainsword	NOUN
easat-2933	101	88	"	"	PUNCT
easat-2933	101	89	subjectcontainswords	subjectcontainsword	NOUN
easat-2933	101	90	'	'	PUNCT
easat-2933	101	91	}	}	PUNCT
easat-2933	101	92	'	'	PART
easat-2933	101	93	*	*	PUNCT
easat-2933	102	1	|	|	ADV
easat-2933	102	2	parse	parse	VERB
easat-2933	102	3	events	event	NOUN
easat-2933	102	4	with	with	ADP
easat-2933	102	5	*	*	PUNCT
easat-2933	102	6	"	"	PUNCT
easat-2933	102	7	bodycontainswords	bodycontainsword	NOUN
easat-2933	102	8	"	"	PUNCT
easat-2933	102	9	bodycontainswords	bodycontainsword	NOUN
easat-2933	102	10	'	'	PUNCT
easat-2933	102	11	}	}	PUNCT
easat-2933	102	12	'	'	PUNCT
easat-2933	102	13	*	*	PUNCT
easat-2933	103	1	|	|	ADV
easat-2933	103	2	parse	parse	VERB
easat-2933	103	3	events	event	NOUN
easat-2933	103	4	with	with	ADP
easat-2933	103	5	*	*	PUNCT
easat-2933	103	6	"	"	PUNCT
easat-2933	103	7	subjectorbodycontainswords	subjectorbodycontainsword	NOUN
easat-2933	103	8	"	"	PUNCT
easat-2933	103	9	subjectorbodycontainswords	subjectorbodycontainsword	NOUN
easat-2933	103	10	'	'	PUNCT
easat-2933	103	11	}	}	PUNCT
easat-2933	103	12	'	'	VERB
easat-2933	103	13	*	*	PUNCT
easat-2933	104	1	|	|	ADV
easat-2933	104	2	where	where	SCONJ
easat-2933	104	3	subjectcontainswords	subjectcontainsword	VERB
easat-2933	104	4	has_any	has_any	PRON
easat-2933	104	5	(	(	PUNCT
easat-2933	104	6	keywords	keyword	NOUN
easat-2933	104	7	)	)	PUNCT
easat-2933	104	8	or	or	CCONJ
easat-2933	104	9	bodycontainswords	bodycontainsword	NOUN
easat-2933	104	10	has_any	has_any	NOUN
easat-2933	104	11	(	(	PUNCT
easat-2933	104	12	keywords	keyword	NOUN
easat-2933	104	13	)	)	PUNCT
easat-2933	104	14	or	or	CCONJ
easat-2933	104	15	subjectorbodycontainswords	subjectorbodycontainsword	VERB
easat-2933	104	16	has_any	has_any	PRON
easat-2933	104	17	(	(	PUNCT
easat-2933	104	18	keywords	keyword	NOUN
easat-2933	104	19	)	)	PUNCT
easat-2933	104	20	|	|	ADV
easat-2933	104	21	extend	extend	VERB
easat-2933	104	22	clientipaddress	clientipaddress	NOUN
easat-2933	104	23	=	=	NOUN
easat-2933	104	24	case	case	NOUN
easat-2933	104	25	(	(	PUNCT
easat-2933	104	26	clientip	clientip	NOUN
easat-2933	104	27	has	have	AUX
easat-2933	104	28	"	"	PUNCT
easat-2933	104	29	.	.	PUNCT
easat-2933	105	1	"	"	PUNCT
easat-2933	105	2	,	,	PUNCT
easat-2933	105	3	tostring(split(clientip,":")[0	tostring(split(clientip,":")[0	PROPN
easat-2933	105	4	]	]	X
easat-2933	105	5	)	)	PUNCT
easat-2933	105	6	,	,	PUNCT
easat-2933	105	7	clientip	clientip	NOUN
easat-2933	105	8	has	have	VERB
easat-2933	105	9	"	"	PUNCT
easat-2933	105	10	[	[	X
easat-2933	105	11	"	"	PUNCT
easat-2933	105	12	,	,	PUNCT
easat-2933	105	13	tostring(trim_start(@'[[]',tostring(split(clientip,"]")[0	tostring(trim_start(@'[[]',tostring(split(clientip,"]")[0	NOUN
easat-2933	105	14	]	]	NOUN
easat-2933	105	15	)	)	PUNCT
easat-2933	105	16	)	)	PUNCT
easat-2933	105	17	)	)	PUNCT
easat-2933	105	18	,	,	PUNCT
easat-2933	105	19	clientip	clientip	NOUN
easat-2933	105	20	)	)	PUNCT
easat-2933	105	21	|	|	ADV
easat-2933	105	22	extend	extend	VERB
easat-2933	105	23	keyword	keyword	NOUN
easat-2933	105	24	=	=	SYM
easat-2933	105	25	iff(isnotempty(subjectcontainswords	iff(isnotempty(subjectcontainsword	NOUN
easat-2933	105	26	)	)	PUNCT
easat-2933	105	27	,	,	PUNCT
easat-2933	105	28	subjectcontainswords	subjectcontainsword	NOUN
easat-2933	105	29	,	,	PUNCT
easat-2933	105	30	(	(	PUNCT
easat-2933	105	31	iff(isnotempty(bodycontainswords),bodycontainswords	iff(isnotempty(bodycontainswords),bodycontainswords	PROPN
easat-2933	105	32	,	,	PUNCT
easat-2933	105	33	subjectorbodycontainswords	subjectorbodycontainsword	NOUN
easat-2933	105	34	)	)	PUNCT
easat-2933	105	35	)	)	PUNCT
easat-2933	105	36	)	)	PUNCT
easat-2933	106	1	|	|	ADV
easat-2933	106	2	extend	extend	VERB
easat-2933	106	3	ruledetail	ruledetail	NOUN
easat-2933	106	4	=	=	SYM
easat-2933	106	5	case(officeobjectid	case(officeobjectid	NOUN
easat-2933	106	6	contains	contain	VERB
easat-2933	106	7	'	'	NOUN
easat-2933	106	8	/	/	SYM
easat-2933	106	9	'	'	PUNCT
easat-2933	106	10	,	,	PUNCT
easat-2933	106	11	tostring(split(officeobjectid	tostring(split(officeobjectid	NOUN
easat-2933	106	12	,	,	PUNCT
easat-2933	106	13	'	'	PUNCT
easat-2933	106	14	/')[1	/')[1	PRON
easat-2933	106	15	]	]	X
easat-2933	106	16	)	)	PUNCT
easat-2933	106	17	,	,	PUNCT
easat-2933	106	18	tostring(split(officeobjectid	tostring(split(officeobjectid	NOUN
easat-2933	106	19	,	,	PUNCT
easat-2933	106	20	'	'	PUNCT
easat-2933	106	21	\\	\\	NOUN
easat-2933	106	22	'	'	PUNCT
easat-2933	106	23	)	)	PUNCT
easat-2933	107	1	[	[	X
easat-2933	107	2	-1	-1	X
easat-2933	107	3	]	]	X
easat-2933	107	4	)	)	PUNCT
easat-2933	107	5	)	)	PUNCT
easat-2933	107	6	|	|	ADV
easat-2933	107	7	summarize	summarize	VERB
easat-2933	107	8	count	count	NOUN
easat-2933	107	9	(	(	PUNCT
easat-2933	107	10	)	)	PUNCT
easat-2933	107	11	,	,	PUNCT
easat-2933	107	12	starttimeutc	starttimeutc	X
easat-2933	107	13	=	=	SYM
easat-2933	107	14	min(timegenerated	min(timegenerate	VERB
easat-2933	107	15	)	)	PUNCT
easat-2933	107	16	,	,	PUNCT
easat-2933	107	17	endtimeutc	endtimeutc	NOUN
easat-2933	107	18	=	=	SYM
easat-2933	107	19	max(timegenerated	max(timegenerate	VERB
easat-2933	107	20	)	)	PUNCT
easat-2933	107	21	by	by	ADP
easat-2933	107	22	operation	operation	NOUN
easat-2933	107	23	,	,	PUNCT
easat-2933	107	24	userid	userid	NOUN
easat-2933	107	25	,	,	PUNCT
easat-2933	107	26	clientipaddress	clientipaddress	NOUN
easat-2933	107	27	,	,	PUNCT
easat-2933	107	28	resultstatus	resultstatus	NOUN
easat-2933	107	29	,	,	PUNCT
easat-2933	107	30	keyword	keyword	NOUN
easat-2933	107	31	,	,	PUNCT
easat-2933	107	32	originatingserver	originatingserver	NOUN
easat-2933	107	33	,	,	PUNCT
easat-2933	107	34	officeobjectid	officeobjectid	ADJ
easat-2933	107	35	,	,	PUNCT
easat-2933	107	36	ruledetail	ruledetail	NOUN
easat-2933	107	37	|	|	ADV
easat-2933	107	38	extend	extend	VERB
easat-2933	107	39	accountname	accountname	PROPN
easat-2933	107	40	=	=	SYM
easat-2933	107	41	tostring(split(userid	tostring(split(userid	PROPN
easat-2933	107	42	,	,	PUNCT
easat-2933	107	43	"	"	PUNCT
easat-2933	107	44	@")[0	@")[0	NOUN
easat-2933	107	45	]	]	PUNCT
easat-2933	107	46	)	)	PUNCT
easat-2933	107	47	,	,	PUNCT
easat-2933	107	48	accountupnsuffix	accountupnsuffix	NOUN
easat-2933	107	49	=	=	SYM
easat-2933	107	50	tostring(split(userid	tostring(split(userid	X
easat-2933	107	51	,	,	PUNCT
easat-2933	107	52	"	"	PUNCT
easat-2933	107	53	@")[1	@")[1	PROPN
easat-2933	107	54	]	]	PUNCT
easat-2933	107	55	)	)	PUNCT
easat-2933	107	56	|	|	ADV
easat-2933	107	57	extend	extend	VERB
easat-2933	107	58	originatingservername	originatingservername	NOUN
easat-2933	107	59	=	=	SYM
easat-2933	107	60	tostring(split(originatingserver	tostring(split(originatingserver	ADP
easat-2933	107	61	,	,	PUNCT
easat-2933	107	62	"	"	PUNCT
easat-2933	107	63	"	"	PUNCT
easat-2933	107	64	)	)	PUNCT
easat-2933	108	1	[	[	X
easat-2933	108	2	0	0	NUM
easat-2933	108	3	]	]	PUNCT
easat-2933	108	4	)	)	PUNCT
easat-2933	108	5	code	code	NOUN
easat-2933	108	6	1	1	NUM
easat-2933	108	7	:	:	PUNCT
easat-2933	108	8	kql	kql	VERB
easat-2933	108	9	malicious	malicious	ADJ
easat-2933	108	10	inbox	inbox	NOUN
easat-2933	108	11	query	query	NOUN
easat-2933	109	1	[	[	X
easat-2933	109	2	23	23	NUM
easat-2933	109	3	]	]	PUNCT
easat-2933	109	4	the	the	DET
easat-2933	109	5	inquiry	inquiry	NOUN
easat-2933	109	6	commences	commence	VERB
easat-2933	109	7	by	by	ADP
easat-2933	109	8	generating	generate	VERB
easat-2933	109	9	a	a	DET
easat-2933	109	10	"	"	PUNCT
easat-2933	109	11	keywords	keyword	NOUN
easat-2933	109	12	"	"	PUNCT
easat-2933	109	13	inventory	inventory	NOUN
easat-2933	109	14	.	.	PUNCT
easat-2933	110	1	the	the	DET
easat-2933	110	2	keywords	keyword	NOUN
easat-2933	110	3	encompass	encompass	VERB
easat-2933	110	4	terminology	terminology	NOUN
easat-2933	110	5	such	such	ADJ
easat-2933	110	6	as	as	ADP
easat-2933	110	7	"	"	PUNCT
easat-2933	110	8	helpdesk	helpdesk	NOUN
easat-2933	110	9	,	,	PUNCT
easat-2933	110	10	"	"	PUNCT
easat-2933	110	11	"	"	PUNCT
easat-2933	110	12	alert	alert	ADJ
easat-2933	110	13	,	,	PUNCT
easat-2933	110	14	"	"	PUNCT
easat-2933	110	15	"	"	PUNCT
easat-2933	110	16	suspicious	suspicious	ADJ
easat-2933	110	17	,	,	PUNCT
easat-2933	110	18	"	"	PUNCT
easat-2933	110	19	"	"	PUNCT
easat-2933	110	20	fake	fake	ADJ
easat-2933	110	21	,	,	PUNCT
easat-2933	110	22	"	"	PUNCT
easat-2933	110	23	"	"	PUNCT
easat-2933	110	24	malicious	malicious	ADJ
easat-2933	110	25	,	,	PUNCT
easat-2933	110	26	"	"	PUNCT
easat-2933	110	27	and	and	CCONJ
easat-2933	110	28	others	other	NOUN
easat-2933	110	29	.	.	PUNCT
easat-2933	111	1	next	next	ADV
easat-2933	111	2	,	,	PUNCT
easat-2933	111	3	filters	filter	NOUN
easat-2933	111	4	are	be	AUX
easat-2933	111	5	applied	apply	VERB
easat-2933	111	6	to	to	ADP
easat-2933	111	7	the	the	DET
easat-2933	111	8	"	"	PUNCT
easat-2933	111	9	officeactivity_cl	officeactivity_cl	NUM
easat-2933	111	10	"	"	PUNCT
easat-2933	111	11	database	database	NOUN
easat-2933	111	12	as	as	SCONJ
easat-2933	111	13	it	it	PRON
easat-2933	111	14	contains	contain	VERB
easat-2933	111	15	entries	entry	NOUN
easat-2933	111	16	about	about	ADP
easat-2933	111	17	developing	develop	VERB
easat-2933	111	18	new	new	ADJ
easat-2933	111	19	inbox	inbox	NOUN
easat-2933	111	20	rules	rule	NOUN
easat-2933	111	21	.	.	PUNCT
easat-2933	112	1	once	once	ADV
easat-2933	112	2	the	the	DET
easat-2933	112	3	table	table	NOUN
easat-2933	112	4	has	have	AUX
easat-2933	112	5	been	be	AUX
easat-2933	112	6	filtered	filter	VERB
easat-2933	112	7	,	,	PUNCT
easat-2933	112	8	it	it	PRON
easat-2933	112	9	is	be	AUX
easat-2933	112	10	crucial	crucial	ADJ
easat-2933	112	11	to	to	PART
easat-2933	112	12	filter	filter	VERB
easat-2933	112	13	the	the	DET
easat-2933	112	14	pertinent	pertinent	ADJ
easat-2933	112	15	parameters	parameter	NOUN
easat-2933	112	16	further	far	ADV
easat-2933	112	17	.	.	PUNCT
easat-2933	113	1	this	this	PRON
easat-2933	113	2	will	will	AUX
easat-2933	113	3	narrow	narrow	VERB
easat-2933	113	4	down	down	ADP
easat-2933	113	5	the	the	DET
easat-2933	113	6	events	event	NOUN
easat-2933	113	7	by	by	ADP
easat-2933	113	8	only	only	ADV
easat-2933	113	9	selecting	select	VERB
easat-2933	113	10	those	those	PRON
easat-2933	113	11	that	that	PRON
easat-2933	113	12	contain	contain	VERB
easat-2933	113	13	parameters	parameter	NOUN
easat-2933	113	14	mentioning	mention	VERB
easat-2933	113	15	"	"	PUNCT
easat-2933	113	16	deleted	delete	VERB
easat-2933	113	17	items	item	NOUN
easat-2933	113	18	"	"	PUNCT
easat-2933	113	19	or	or	CCONJ
easat-2933	113	20	"	"	PUNCT
easat-2933	113	21	junk	junk	NOUN
easat-2933	113	22	email	email	NOUN
easat-2933	113	23	"	"	PUNCT
easat-2933	113	24	.	.	PUNCT
easat-2933	114	1	these	these	DET
easat-2933	114	2	parameters	parameter	NOUN
easat-2933	114	3	show	show	VERB
easat-2933	114	4	the	the	DET
easat-2933	114	5	actions	action	NOUN
easat-2933	114	6	related	relate	VERB
easat-2933	114	7	to	to	ADP
easat-2933	114	8	moving	move	VERB
easat-2933	114	9	emails	email	NOUN
easat-2933	114	10	to	to	ADP
easat-2933	114	11	these	these	DET
easat-2933	114	12	folders	folder	NOUN
easat-2933	114	13	.	.	PUNCT
easat-2933	115	1	extracting	extract	VERB
easat-2933	115	2	the	the	DET
easat-2933	115	3	parameter	parameter	NOUN
easat-2933	115	4	details	detail	NOUN
easat-2933	115	5	and	and	CCONJ
easat-2933	115	6	saving	save	VERB
easat-2933	115	7	them	they	PRON
easat-2933	115	8	as	as	ADP
easat-2933	115	9	a	a	DET
easat-2933	115	10	dynamic	dynamic	ADJ
easat-2933	115	11	object	object	NOUN
easat-2933	115	12	called	call	VERB
easat-2933	115	13	"	"	PUNCT
easat-2933	115	14	events	event	NOUN
easat-2933	115	15	"	"	PUNCT
easat-2933	115	16	is	be	AUX
easat-2933	115	17	imperative	imperative	ADJ
easat-2933	115	18	to	to	PART
easat-2933	115	19	facilitate	facilitate	VERB
easat-2933	115	20	data	datum	NOUN
easat-2933	115	21	manipulation	manipulation	NOUN
easat-2933	115	22	.	.	PUNCT
easat-2933	116	1	subsequently	subsequently	ADV
easat-2933	116	2	,	,	PUNCT
easat-2933	116	3	the	the	DET
easat-2933	116	4	values	value	NOUN
easat-2933	116	5	are	be	AUX
easat-2933	116	6	retrieved	retrieve	VERB
easat-2933	116	7	from	from	ADP
easat-2933	116	8	the	the	DET
easat-2933	116	9	"	"	PUNCT
easat-2933	116	10	subjectcontainswords	subjectcontainsword	NOUN
easat-2933	116	11	"	"	PUNCT
easat-2933	116	12	field	field	NOUN
easat-2933	116	13	within	within	ADP
easat-2933	116	14	the	the	DET
easat-2933	116	15	"	"	PUNCT
easat-2933	116	16	events	event	NOUN
easat-2933	116	17	"	"	PUNCT
easat-2933	116	18	object	object	NOUN
easat-2933	116	19	,	,	PUNCT
easat-2933	116	20	as	as	ADV
easat-2933	116	21	well	well	ADV
easat-2933	116	22	as	as	ADP
easat-2933	116	23	from	from	ADP
easat-2933	116	24	the	the	DET
easat-2933	116	25	"	"	PUNCT
easat-2933	116	26	bodycontainswords	bodycontainsword	NOUN
easat-2933	116	27	"	"	PUNCT
easat-2933	116	28	and	and	CCONJ
easat-2933	116	29	"	"	PUNCT
easat-2933	116	30	subjectorbodycontainswords	subjectorbodycontainsword	NOUN
easat-2933	116	31	"	"	PUNCT
easat-2933	116	32	fields	field	NOUN
easat-2933	116	33	within	within	ADP
easat-2933	116	34	the	the	DET
easat-2933	116	35	same	same	ADJ
easat-2933	116	36	object	object	NOUN
easat-2933	116	37	.	.	PUNCT
easat-2933	117	1	once	once	SCONJ
easat-2933	117	2	the	the	DET
easat-2933	117	3	values	value	NOUN
easat-2933	117	4	have	have	AUX
easat-2933	117	5	been	be	AUX
easat-2933	117	6	obtained	obtain	VERB
easat-2933	117	7	,	,	PUNCT
easat-2933	117	8	the	the	DET
easat-2933	117	9	query	query	NOUN
easat-2933	117	10	verifies	verifie	NOUN
easat-2933	117	11	if	if	SCONJ
easat-2933	117	12	any	any	DET
easat-2933	117	13	extracted	extract	VERB
easat-2933	117	14	words	word	NOUN
easat-2933	117	15	correspond	correspond	VERB
easat-2933	117	16	to	to	ADP
easat-2933	117	17	predetermined	predetermine	VERB
easat-2933	117	18	keywords	keyword	NOUN
easat-2933	117	19	from	from	ADP
easat-2933	117	20	the	the	DET
easat-2933	117	21	initially	initially	ADV
easat-2933	117	22	defined	define	VERB
easat-2933	117	23	"	"	PUNCT
easat-2933	117	24	keywords	keyword	NOUN
easat-2933	117	25	"	"	PUNCT
easat-2933	117	26	list	list	NOUN
easat-2933	117	27	.	.	PUNCT
easat-2933	118	1	ultimately	ultimately	ADV
easat-2933	118	2	,	,	PUNCT
easat-2933	118	3	the	the	DET
easat-2933	118	4	customer	customer	NOUN
easat-2933	118	5	's	's	PART
easat-2933	118	6	ip	ip	ADJ
easat-2933	118	7	address	address	NOUN
easat-2933	118	8	is	be	AUX
easat-2933	118	9	ascertained	ascertain	VERB
easat-2933	118	10	using	use	VERB
easat-2933	118	11	the	the	DET
easat-2933	118	12	available	available	ADJ
easat-2933	118	13	information	information	NOUN
easat-2933	118	14	.	.	PUNCT
easat-2933	119	1	the	the	DET
easat-2933	119	2	"	"	PUNCT
easat-2933	119	3	clientip_s	clientip_s	ADJ
easat-2933	119	4	"	"	PUNCT
easat-2933	119	5	field	field	NOUN
easat-2933	119	6	accommodates	accommodate	VERB
easat-2933	119	7	many	many	ADJ
easat-2933	119	8	formats	format	NOUN
easat-2933	119	9	,	,	PUNCT
easat-2933	119	10	including	include	VERB
easat-2933	119	11	circumstances	circumstance	NOUN
easat-2933	119	12	where	where	SCONJ
easat-2933	119	13	the	the	DET
easat-2933	119	14	ip	ip	ADJ
easat-2933	119	15	address	address	NOUN
easat-2933	119	16	is	be	AUX
easat-2933	119	17	enclosed	enclose	VERB
easat-2933	119	18	in	in	ADP
easat-2933	119	19	parenthesis	parenthesis	NOUN
easat-2933	119	20	or	or	CCONJ
easat-2933	119	21	includes	include	VERB
easat-2933	119	22	port	port	NOUN
easat-2933	119	23	information	information	NOUN
easat-2933	119	24	.	.	PUNCT
easat-2933	120	1	subsequently	subsequently	ADV
easat-2933	120	2	,	,	PUNCT
easat-2933	120	3	a	a	DET
easat-2933	120	4	novel	novel	ADJ
easat-2933	120	5	"	"	PUNCT
easat-2933	120	6	keyword	keyword	NOUN
easat-2933	120	7	"	"	PUNCT
easat-2933	120	8	field	field	NOUN
easat-2933	120	9	is	be	AUX
easat-2933	120	10	introduced	introduce	VERB
easat-2933	120	11	,	,	PUNCT
easat-2933	120	12	derived	derive	VERB
easat-2933	120	13	from	from	ADP
easat-2933	120	14	previous	previous	ADJ
easat-2933	120	15	fields	field	NOUN
easat-2933	120	16	,	,	PUNCT
easat-2933	120	17	with	with	ADP
easat-2933	120	18	precedence	precedence	NOUN
easat-2933	120	19	given	give	VERB
easat-2933	120	20	to	to	ADP
easat-2933	120	21	"	"	PUNCT
easat-2933	120	22	subjectcontainswords	subjectcontainsword	NOUN
easat-2933	120	23	"	"	PUNCT
easat-2933	120	24	,	,	PUNCT
easat-2933	120	25	followed	follow	VERB
easat-2933	120	26	by	by	ADP
easat-2933	120	27	"	"	PUNCT
easat-2933	120	28	bodycontainswords	bodycontainsword	NOUN
easat-2933	120	29	"	"	PUNCT
easat-2933	120	30	if	if	SCONJ
easat-2933	120	31	it	it	PRON
easat-2933	120	32	is	be	AUX
easat-2933	120	33	not	not	PART
easat-2933	120	34	devoid	devoid	ADJ
easat-2933	120	35	of	of	ADP
easat-2933	120	36	content	content	NOUN
easat-2933	120	37	,	,	PUNCT
easat-2933	120	38	and	and	CCONJ
easat-2933	120	39	ultimately	ultimately	ADV
easat-2933	120	40	"	"	PUNCT
easat-2933	120	41	subjectorbodycontainswords	subjectorbodycontainsword	NOUN
easat-2933	120	42	"	"	PUNCT
easat-2933	120	43	if	if	SCONJ
easat-2933	120	44	the	the	DET
easat-2933	120	45	former	former	ADJ
easat-2933	120	46	options	option	NOUN
easat-2933	120	47	are	be	AUX
easat-2933	120	48	vacant	vacant	ADJ
easat-2933	120	49	.	.	PUNCT
easat-2933	121	1	a	a	DET
easat-2933	121	2	new	new	ADJ
easat-2933	121	3	field	field	NOUN
easat-2933	121	4	called	call	VERB
easat-2933	121	5	"	"	PUNCT
easat-2933	121	6	ruledetails	ruledetail	NOUN
easat-2933	121	7	"	"	PUNCT
easat-2933	121	8	is	be	AUX
easat-2933	121	9	constructed	construct	VERB
easat-2933	121	10	by	by	ADP
easat-2933	121	11	extracting	extract	VERB
easat-2933	121	12	additional	additional	ADJ
easat-2933	121	13	information	information	NOUN
easat-2933	121	14	from	from	ADP
easat-2933	121	15	the	the	DET
easat-2933	121	16	"	"	PUNCT
easat-2933	121	17	officeobjectid_s	officeobjectid_s	NUM
easat-2933	121	18	"	"	PUNCT
easat-2933	121	19	column	column	NOUN
easat-2933	121	20	.	.	PUNCT
easat-2933	122	1	ultimately	ultimately	ADV
easat-2933	122	2	,	,	PUNCT
easat-2933	122	3	the	the	DET
easat-2933	122	4	outcomes	outcome	NOUN
easat-2933	122	5	are	be	AUX
easat-2933	122	6	consolidated	consolidate	VERB
easat-2933	122	7	by	by	ADP
easat-2933	122	8	tallying	tally	VERB
easat-2933	122	9	impressions	impression	NOUN
easat-2933	122	10	,	,	PUNCT
easat-2933	122	11	ascertaining	ascertain	VERB
easat-2933	122	12	the	the	DET
easat-2933	122	13	commencement	commencement	NOUN
easat-2933	122	14	and	and	CCONJ
easat-2933	122	15	conclusion	conclusion	NOUN
easat-2933	122	16	times	time	NOUN
easat-2933	122	17	,	,	PUNCT
easat-2933	122	18	and	and	CCONJ
easat-2933	122	19	categorizing	categorize	VERB
easat-2933	122	20	them	they	PRON
easat-2933	122	21	4324	4324	NUM
easat-2933	122	22	edelweiss	edelweiss	PROPN
easat-2933	122	23	applied	apply	VERB
easat-2933	122	24	science	science	NOUN
easat-2933	122	25	and	and	CCONJ
easat-2933	122	26	technology	technology	NOUN
easat-2933	122	27	issn	issn	PROPN
easat-2933	122	28	:	:	PUNCT
easat-2933	122	29	2576	2576	NUM
easat-2933	122	30	-	-	SYM
easat-2933	122	31	8484	8484	NUM
easat-2933	122	32	vol	vol	NOUN
easat-2933	122	33	.	.	PROPN
easat-2933	122	34	8	8	NUM
easat-2933	122	35	,	,	PUNCT
easat-2933	122	36	no	no	INTJ
easat-2933	122	37	.	.	NOUN
easat-2933	122	38	6	6	NUM
easat-2933	122	39	:	:	SYM
easat-2933	122	40	4319	4319	NUM
easat-2933	122	41	-	-	SYM
easat-2933	122	42	4348	4348	NUM
easat-2933	122	43	,	,	PUNCT
easat-2933	122	44	2024	2024	NUM
easat-2933	122	45	doi	doi	NOUN
easat-2933	122	46	:	:	PUNCT
easat-2933	122	47	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	122	48	©	©	ADP
easat-2933	122	49	2024	2024	NUM
easat-2933	122	50	by	by	ADP
easat-2933	122	51	the	the	DET
easat-2933	122	52	authors	author	NOUN
easat-2933	122	53	;	;	PUNCT
easat-2933	122	54	licensee	licensee	PROPN
easat-2933	122	55	learning	learning	NOUN
easat-2933	122	56	gate	gate	NOUN
easat-2933	122	57	based	base	VERB
easat-2933	122	58	on	on	ADP
easat-2933	122	59	several	several	ADJ
easat-2933	122	60	categories	category	NOUN
easat-2933	122	61	such	such	ADJ
easat-2933	122	62	as	as	ADP
easat-2933	122	63	"	"	PUNCT
easat-2933	122	64	operation_s	operation_	NOUN
easat-2933	122	65	,	,	PUNCT
easat-2933	122	66	"	"	PUNCT
easat-2933	122	67	"	"	PUNCT
easat-2933	122	68	userid__s	userid__s	PROPN
easat-2933	122	69	,	,	PUNCT
easat-2933	122	70	"	"	PUNCT
easat-2933	122	71	"	"	PUNCT
easat-2933	122	72	clientipaddress	clientipaddress	NOUN
easat-2933	122	73	,	,	PUNCT
easat-2933	122	74	"	"	PUNCT
easat-2933	122	75	"	"	PUNCT
easat-2933	122	76	resultstatus_s	resultstatus_s	NOUN
easat-2933	122	77	,	,	PUNCT
easat-2933	122	78	"	"	PUNCT
easat-2933	122	79	"	"	PUNCT
easat-2933	122	80	keyword	keyword	NOUN
easat-2933	122	81	,	,	PUNCT
easat-2933	122	82	"	"	PUNCT
easat-2933	122	83	"	"	PUNCT
easat-2933	122	84	originatingserver_s	originatingserver_s	PROPN
easat-2933	122	85	,	,	PUNCT
easat-2933	122	86	"	"	PUNCT
easat-2933	122	87	"	"	PUNCT
easat-2933	122	88	officeobjectid_s	officeobjectid_s	ADV
easat-2933	122	89	,	,	PUNCT
easat-2933	122	90	"	"	PUNCT
easat-2933	122	91	and	and	CCONJ
easat-2933	122	92	"	"	PUNCT
easat-2933	122	93	ruledetail	ruledetail	NOUN
easat-2933	122	94	.	.	PUNCT
easat-2933	122	95	"	"	PUNCT
easat-2933	123	1	the	the	DET
easat-2933	123	2	fields	field	NOUN
easat-2933	123	3	produced	produce	VERB
easat-2933	123	4	by	by	ADP
easat-2933	123	5	the	the	DET
easat-2933	123	6	"	"	PUNCT
easat-2933	123	7	summarize	summarize	NOUN
easat-2933	123	8	"	"	PUNCT
easat-2933	123	9	and	and	CCONJ
easat-2933	123	10	"	"	PUNCT
easat-2933	123	11	extend	extend	VERB
easat-2933	123	12	"	"	PUNCT
easat-2933	123	13	operators	operator	NOUN
easat-2933	123	14	for	for	ADP
easat-2933	123	15	the	the	DET
easat-2933	123	16	"	"	PUNCT
easat-2933	123	17	ruledetail	ruledetail	NOUN
easat-2933	123	18	"	"	PUNCT
easat-2933	123	19	in	in	ADP
easat-2933	123	20	a	a	DET
easat-2933	123	21	specific	specific	ADJ
easat-2933	123	22	query	query	NOUN
easat-2933	123	23	are	be	AUX
easat-2933	123	24	primarily	primarily	ADV
easat-2933	123	25	valuable	valuable	ADJ
easat-2933	123	26	for	for	ADP
easat-2933	123	27	executing	execute	VERB
easat-2933	123	28	a	a	DET
easat-2933	123	29	query	query	NOUN
easat-2933	123	30	directly	directly	ADV
easat-2933	123	31	or	or	CCONJ
easat-2933	123	32	for	for	ADP
easat-2933	123	33	ad	ad	NOUN
easat-2933	123	34	-	-	PUNCT
easat-2933	123	35	hoc	hoc	ADJ
easat-2933	123	36	analysis	analysis	NOUN
easat-2933	123	37	.	.	PUNCT
easat-2933	124	1	when	when	SCONJ
easat-2933	124	2	implementing	implement	VERB
easat-2933	124	3	an	an	DET
easat-2933	124	4	analytics	analytic	NOUN
easat-2933	124	5	rule	rule	NOUN
easat-2933	124	6	in	in	ADP
easat-2933	124	7	microsoft	microsoft	PROPN
easat-2933	124	8	sentinel	sentinel	PROPN
easat-2933	124	9	,	,	PUNCT
easat-2933	124	10	these	these	DET
easat-2933	124	11	fields	field	NOUN
easat-2933	124	12	will	will	AUX
easat-2933	124	13	not	not	PART
easat-2933	124	14	be	be	AUX
easat-2933	124	15	immediately	immediately	ADV
easat-2933	124	16	relevant	relevant	ADJ
easat-2933	124	17	or	or	CCONJ
easat-2933	124	18	utilized	utilize	VERB
easat-2933	124	19	to	to	PART
easat-2933	124	20	generate	generate	VERB
easat-2933	124	21	an	an	DET
easat-2933	124	22	incident	incident	NOUN
easat-2933	124	23	.	.	PUNCT
easat-2933	125	1	inbox	inbox	NOUN
easat-2933	125	2	rules	rule	NOUN
easat-2933	125	3	enable	enable	VERB
easat-2933	125	4	users	user	NOUN
easat-2933	125	5	to	to	PART
easat-2933	125	6	establish	establish	VERB
easat-2933	125	7	laws	law	NOUN
easat-2933	125	8	that	that	PRON
easat-2933	125	9	autonomously	autonomously	ADV
easat-2933	125	10	regulate	regulate	VERB
easat-2933	125	11	the	the	DET
easat-2933	125	12	arrival	arrival	NOUN
easat-2933	125	13	of	of	ADP
easat-2933	125	14	emails	email	NOUN
easat-2933	125	15	.	.	PUNCT
easat-2933	126	1	these	these	DET
easat-2933	126	2	rules	rule	NOUN
easat-2933	126	3	can	can	AUX
easat-2933	126	4	involve	involve	VERB
easat-2933	126	5	automatically	automatically	ADV
easat-2933	126	6	relocating	relocate	VERB
easat-2933	126	7	emails	email	NOUN
easat-2933	126	8	from	from	ADP
easat-2933	126	9	one	one	NUM
easat-2933	126	10	folder	folder	NOUN
easat-2933	126	11	to	to	ADP
easat-2933	126	12	another	another	PRON
easat-2933	126	13	based	base	VERB
easat-2933	126	14	on	on	ADP
easat-2933	126	15	specific	specific	ADJ
easat-2933	126	16	keywords	keyword	NOUN
easat-2933	126	17	or	or	CCONJ
easat-2933	126	18	if	if	SCONJ
easat-2933	126	19	they	they	PRON
easat-2933	126	20	originate	originate	VERB
easat-2933	126	21	from	from	ADP
easat-2933	126	22	a	a	DET
easat-2933	126	23	particular	particular	ADJ
easat-2933	126	24	sender	sender	NOUN
easat-2933	126	25	.	.	PUNCT
easat-2933	127	1	3.4	3.4	NUM
easat-2933	127	2	.	.	PUNCT
easat-2933	128	1	analytic	analytic	ADJ
easat-2933	128	2	rules	rule	NOUN
easat-2933	128	3	microsoft	microsoft	PROPN
easat-2933	128	4	sentinel	sentinel	PROPN
easat-2933	128	5	employs	employ	VERB
easat-2933	128	6	analytic	analytic	ADJ
easat-2933	128	7	rules	rule	NOUN
easat-2933	128	8	,	,	PUNCT
easat-2933	128	9	and	and	CCONJ
easat-2933	128	10	pre	pre	VERB
easat-2933	128	11	-	-	ADJ
easat-2933	128	12	established	established	ADJ
easat-2933	128	13	or	or	CCONJ
easat-2933	128	14	user	user	NOUN
easat-2933	128	15	-	-	PUNCT
easat-2933	128	16	created	create	VERB
easat-2933	128	17	logical	logical	ADJ
easat-2933	128	18	expressions	expression	NOUN
easat-2933	128	19	designed	design	VERB
easat-2933	128	20	to	to	PART
easat-2933	128	21	identify	identify	VERB
easat-2933	128	22	and	and	CCONJ
easat-2933	128	23	recognize	recognize	VERB
easat-2933	128	24	patterns	pattern	NOUN
easat-2933	128	25	,	,	PUNCT
easat-2933	128	26	anomalies	anomaly	NOUN
easat-2933	128	27	,	,	PUNCT
easat-2933	128	28	or	or	CCONJ
easat-2933	128	29	occurrences	occurrence	NOUN
easat-2933	128	30	associated	associate	VERB
easat-2933	128	31	with	with	ADP
easat-2933	128	32	the	the	DET
easat-2933	128	33	gathered	gather	VERB
easat-2933	128	34	data	datum	NOUN
easat-2933	128	35	.	.	PUNCT
easat-2933	129	1	the	the	DET
easat-2933	129	2	analytic	analytic	ADJ
easat-2933	129	3	principles	principle	NOUN
easat-2933	129	4	are	be	AUX
easat-2933	129	5	derived	derive	VERB
easat-2933	129	6	from	from	ADP
easat-2933	129	7	the	the	DET
easat-2933	129	8	query	query	NOUN
easat-2933	129	9	syntax	syntax	NOUN
easat-2933	129	10	of	of	ADP
easat-2933	129	11	the	the	DET
easat-2933	129	12	kusto	kusto	NOUN
easat-2933	129	13	query	query	NOUN
easat-2933	129	14	language	language	NOUN
easat-2933	129	15	.	.	PUNCT
easat-2933	130	1	utilizing	utilize	VERB
easat-2933	130	2	the	the	DET
easat-2933	130	3	complete	complete	ADJ
easat-2933	130	4	query	query	NOUN
easat-2933	130	5	makes	make	VERB
easat-2933	130	6	establishing	establish	VERB
easat-2933	130	7	an	an	DET
easat-2933	130	8	analytics	analytic	NOUN
easat-2933	130	9	rule	rule	NOUN
easat-2933	130	10	within	within	ADP
easat-2933	130	11	microsoft	microsoft	PROPN
easat-2933	130	12	sentinel	sentinel	PROPN
easat-2933	130	13	feasible	feasible	ADJ
easat-2933	130	14	,	,	PUNCT
easat-2933	130	15	enabling	enable	VERB
easat-2933	130	16	the	the	DET
easat-2933	130	17	generation	generation	NOUN
easat-2933	130	18	of	of	ADP
easat-2933	130	19	incidents	incident	NOUN
easat-2933	130	20	and	and	CCONJ
easat-2933	130	21	alerts	alert	NOUN
easat-2933	130	22	.	.	PUNCT
easat-2933	131	1	figure	figure	NOUN
easat-2933	131	2	1	1	NUM
easat-2933	131	3	illustrates	illustrate	VERB
easat-2933	131	4	the	the	DET
easat-2933	131	5	process	process	NOUN
easat-2933	131	6	of	of	ADP
easat-2933	131	7	creation	creation	NOUN
easat-2933	131	8	of	of	ADP
easat-2933	131	9	an	an	DET
easat-2933	131	10	analytical	analytical	ADJ
easat-2933	131	11	rule	rule	NOUN
easat-2933	131	12	:	:	PUNCT
easat-2933	131	13	figure	figure	NOUN
easat-2933	131	14	1	1	NUM
easat-2933	131	15	.	.	PUNCT
easat-2933	131	16	creating	create	VERB
easat-2933	131	17	an	an	DET
easat-2933	131	18	analytic	analytic	ADJ
easat-2933	131	19	rule	rule	NOUN
easat-2933	131	20	,	,	PUNCT
easat-2933	131	21	“	"	PUNCT
easat-2933	131	22	malicious	malicious	ADJ
easat-2933	131	23	inbox	inbox	NOUN
easat-2933	131	24	rule	rule	NOUN
easat-2933	131	25	.	.	PUNCT
easat-2933	131	26	”	"	PUNCT
easat-2933	132	1	once	once	ADV
easat-2933	132	2	the	the	DET
easat-2933	132	3	information	information	NOUN
easat-2933	132	4	about	about	ADP
easat-2933	132	5	the	the	DET
easat-2933	132	6	rule	rule	NOUN
easat-2933	132	7	,	,	PUNCT
easat-2933	132	8	including	include	VERB
easat-2933	132	9	its	its	PRON
easat-2933	132	10	name	name	NOUN
easat-2933	132	11	,	,	PUNCT
easat-2933	132	12	description	description	NOUN
easat-2933	132	13	,	,	PUNCT
easat-2933	132	14	tactics	tactic	NOUN
easat-2933	132	15	,	,	PUNCT
easat-2933	132	16	and	and	CCONJ
easat-2933	132	17	strategies	strategy	NOUN
easat-2933	132	18	utilized	utilize	VERB
easat-2933	132	19	,	,	PUNCT
easat-2933	132	20	and	and	CCONJ
easat-2933	132	21	the	the	DET
easat-2933	132	22	warning	warning	NOUN
easat-2933	132	23	's	's	PART
easat-2933	132	24	importance	importance	NOUN
easat-2933	132	25	,	,	PUNCT
easat-2933	132	26	has	have	AUX
easat-2933	132	27	been	be	AUX
easat-2933	132	28	provided	provide	VERB
easat-2933	132	29	,	,	PUNCT
easat-2933	132	30	the	the	DET
easat-2933	132	31	crucial	crucial	ADJ
easat-2933	132	32	step	step	NOUN
easat-2933	132	33	of	of	ADP
easat-2933	132	34	including	include	VERB
easat-2933	132	35	the	the	DET
easat-2933	132	36	kusto	kusto	NOUN
easat-2933	132	37	query	query	NOUN
easat-2933	132	38	language	language	NOUN
easat-2933	132	39	query	query	NOUN
easat-2933	132	40	in	in	ADP
easat-2933	132	41	the	the	DET
easat-2933	132	42	rule	rule	NOUN
easat-2933	132	43	follows	follow	VERB
easat-2933	132	44	.	.	PUNCT
easat-2933	133	1	this	this	DET
easat-2933	133	2	query	query	NOUN
easat-2933	133	3	,	,	PUNCT
easat-2933	133	4	the	the	DET
easat-2933	133	5	backbone	backbone	NOUN
easat-2933	133	6	of	of	ADP
easat-2933	133	7	the	the	DET
easat-2933	133	8	rule	rule	NOUN
easat-2933	133	9	,	,	PUNCT
easat-2933	133	10	can	can	AUX
easat-2933	133	11	then	then	ADV
easat-2933	133	12	be	be	AUX
easat-2933	133	13	executed	execute	VERB
easat-2933	133	14	as	as	ADP
easat-2933	133	15	a	a	DET
easat-2933	133	16	test	test	NOUN
easat-2933	133	17	without	without	ADP
easat-2933	133	18	delay	delay	NOUN
easat-2933	133	19	.	.	PUNCT
easat-2933	134	1	4	4	X
easat-2933	134	2	.	.	X
easat-2933	134	3	comparative	comparative	ADJ
easat-2933	134	4	analysis	analysis	NOUN
easat-2933	134	5	,	,	PUNCT
easat-2933	134	6	ai	ai	VERB
easat-2933	134	7	/	/	SYM
easat-2933	134	8	ml	ml	NOUN
easat-2933	134	9	integration	integration	NOUN
easat-2933	134	10	,	,	PUNCT
easat-2933	134	11	ecosystem	ecosystem	NOUN
easat-2933	134	12	consideration	consideration	NOUN
easat-2933	134	13	,	,	PUNCT
easat-2933	134	14	ethical	ethical	ADJ
easat-2933	134	15	and	and	CCONJ
easat-2933	134	16	privacy	privacy	NOUN
easat-2933	134	17	consideration	consideration	NOUN
easat-2933	134	18	advanced	advanced	ADJ
easat-2933	134	19	threat	threat	NOUN
easat-2933	134	20	detection	detection	NOUN
easat-2933	134	21	and	and	CCONJ
easat-2933	134	22	response	response	NOUN
easat-2933	134	23	capabilities	capability	NOUN
easat-2933	134	24	are	be	AUX
easat-2933	134	25	offered	offer	VERB
easat-2933	134	26	by	by	ADP
easat-2933	134	27	microsoft	microsoft	PROPN
easat-2933	134	28	azure	azure	PROPN
easat-2933	134	29	sentinel	sentinel	NOUN
easat-2933	134	30	,	,	PUNCT
easat-2933	134	31	which	which	PRON
easat-2933	134	32	are	be	AUX
easat-2933	134	33	enhanced	enhance	VERB
easat-2933	134	34	by	by	ADP
easat-2933	134	35	artificial	artificial	ADJ
easat-2933	134	36	intelligence	intelligence	NOUN
easat-2933	134	37	(	(	PUNCT
easat-2933	134	38	ai	ai	NOUN
easat-2933	134	39	)	)	PUNCT
easat-2933	134	40	and	and	CCONJ
easat-2933	134	41	machine	machine	NOUN
easat-2933	134	42	learning	learning	NOUN
easat-2933	134	43	(	(	PUNCT
easat-2933	134	44	ml	ml	NOUN
easat-2933	134	45	)	)	PUNCT
easat-2933	134	46	.	.	PUNCT
easat-2933	135	1	the	the	DET
easat-2933	135	2	real	real	ADJ
easat-2933	135	3	-	-	PUNCT
easat-2933	135	4	time	time	NOUN
easat-2933	135	5	identification	identification	NOUN
easat-2933	135	6	and	and	CCONJ
easat-2933	135	7	mitigation	mitigation	NOUN
easat-2933	135	8	of	of	ADP
easat-2933	135	9	security	security	NOUN
easat-2933	135	10	threats	threat	NOUN
easat-2933	135	11	are	be	AUX
easat-2933	135	12	significantly	significantly	ADV
easat-2933	135	13	enhanced	enhance	VERB
easat-2933	135	14	by	by	ADP
easat-2933	135	15	these	these	DET
easat-2933	135	16	4325	4325	NUM
easat-2933	135	17	edelweiss	edelweiss	PROPN
easat-2933	135	18	applied	apply	VERB
easat-2933	135	19	science	science	NOUN
easat-2933	135	20	and	and	CCONJ
easat-2933	135	21	technology	technology	NOUN
easat-2933	135	22	issn	issn	PROPN
easat-2933	135	23	:	:	PUNCT
easat-2933	135	24	2576	2576	NUM
easat-2933	135	25	-	-	SYM
easat-2933	135	26	8484	8484	NUM
easat-2933	135	27	vol	vol	NOUN
easat-2933	135	28	.	.	PROPN
easat-2933	136	1	8	8	NUM
easat-2933	136	2	,	,	PUNCT
easat-2933	136	3	no	no	INTJ
easat-2933	136	4	.	.	NOUN
easat-2933	137	1	6	6	NUM
easat-2933	137	2	:	:	SYM
easat-2933	137	3	4319	4319	NUM
easat-2933	137	4	-	-	SYM
easat-2933	137	5	4348	4348	NUM
easat-2933	137	6	,	,	PUNCT
easat-2933	137	7	2024	2024	NUM
easat-2933	137	8	doi	doi	NOUN
easat-2933	137	9	:	:	PUNCT
easat-2933	137	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	137	11	©	©	ADP
easat-2933	137	12	2024	2024	NUM
easat-2933	137	13	by	by	ADP
easat-2933	137	14	the	the	DET
easat-2933	137	15	authors	author	NOUN
easat-2933	137	16	;	;	PUNCT
easat-2933	137	17	licensee	licensee	PROPN
easat-2933	137	18	learning	learning	PROPN
easat-2933	137	19	gate	gate	PROPN
easat-2933	137	20	technologies	technology	NOUN
easat-2933	137	21	.	.	PUNCT
easat-2933	138	1	in	in	ADP
easat-2933	138	2	a	a	DET
easat-2933	138	3	competitive	competitive	ADJ
easat-2933	138	4	market	market	NOUN
easat-2933	138	5	of	of	ADP
easat-2933	138	6	cloud	cloud	NOUN
easat-2933	138	7	-	-	PUNCT
easat-2933	138	8	based	base	VERB
easat-2933	138	9	security	security	NOUN
easat-2933	138	10	information	information	NOUN
easat-2933	138	11	and	and	CCONJ
easat-2933	138	12	event	event	NOUN
easat-2933	138	13	management	management	NOUN
easat-2933	138	14	(	(	PUNCT
easat-2933	138	15	siem	siem	NOUN
easat-2933	138	16	)	)	PUNCT
easat-2933	138	17	solutions	solution	NOUN
easat-2933	138	18	,	,	PUNCT
easat-2933	138	19	distinct	distinct	ADJ
easat-2933	138	20	strengths	strength	NOUN
easat-2933	138	21	and	and	CCONJ
easat-2933	138	22	limitations	limitation	NOUN
easat-2933	138	23	are	be	AUX
easat-2933	138	24	presented	present	VERB
easat-2933	138	25	by	by	ADP
easat-2933	138	26	each	each	DET
easat-2933	138	27	platform	platform	NOUN
easat-2933	138	28	,	,	PUNCT
easat-2933	138	29	including	include	VERB
easat-2933	138	30	splunk	splunk	NOUN
easat-2933	138	31	,	,	PUNCT
easat-2933	138	32	ibm	ibm	PROPN
easat-2933	138	33	qradar	qradar	NOUN
easat-2933	138	34	,	,	PUNCT
easat-2933	138	35	and	and	CCONJ
easat-2933	138	36	google	google	PROPN
easat-2933	138	37	chronicle	chronicle	PROPN
easat-2933	138	38	.	.	PUNCT
easat-2933	139	1	the	the	DET
easat-2933	139	2	evaluation	evaluation	NOUN
easat-2933	139	3	of	of	ADP
easat-2933	139	4	these	these	DET
easat-2933	139	5	siem	siem	NOUN
easat-2933	139	6	solutions	solution	NOUN
easat-2933	139	7	is	be	AUX
easat-2933	139	8	guided	guide	VERB
easat-2933	139	9	by	by	ADP
easat-2933	139	10	key	key	ADJ
easat-2933	139	11	criteria	criterion	NOUN
easat-2933	139	12	,	,	PUNCT
easat-2933	139	13	which	which	PRON
easat-2933	139	14	include	include	VERB
easat-2933	139	15	scalability	scalability	NOUN
easat-2933	139	16	,	,	PUNCT
easat-2933	139	17	compatibility	compatibility	NOUN
easat-2933	139	18	within	within	ADP
easat-2933	139	19	diverse	diverse	ADJ
easat-2933	139	20	ecosystem	ecosystem	NOUN
easat-2933	139	21	architectures	architecture	NOUN
easat-2933	139	22	,	,	PUNCT
easat-2933	139	23	and	and	CCONJ
easat-2933	139	24	the	the	DET
easat-2933	139	25	capacity	capacity	NOUN
easat-2933	139	26	for	for	ADP
easat-2933	139	27	efficient	efficient	ADJ
easat-2933	139	28	management	management	NOUN
easat-2933	139	29	of	of	ADP
easat-2933	139	30	complex	complex	ADJ
easat-2933	139	31	,	,	PUNCT
easat-2933	139	32	heterogeneous	heterogeneous	ADJ
easat-2933	139	33	data	datum	NOUN
easat-2933	139	34	sources	source	NOUN
easat-2933	139	35	.	.	PUNCT
easat-2933	140	1	the	the	DET
easat-2933	140	2	integration	integration	NOUN
easat-2933	140	3	of	of	ADP
easat-2933	140	4	ai	ai	NOUN
easat-2933	140	5	/	/	SYM
easat-2933	140	6	ml	ml	NOUN
easat-2933	140	7	into	into	ADP
easat-2933	140	8	siem	siem	NOUN
easat-2933	140	9	platforms	platform	NOUN
easat-2933	140	10	is	be	AUX
easat-2933	140	11	reshaping	reshape	VERB
easat-2933	140	12	the	the	DET
easat-2933	140	13	field	field	NOUN
easat-2933	140	14	of	of	ADP
easat-2933	140	15	cybersecurity	cybersecurity	NOUN
easat-2933	140	16	,	,	PUNCT
easat-2933	140	17	with	with	ADP
easat-2933	140	18	an	an	DET
easat-2933	140	19	amplified	amplified	ADJ
easat-2933	140	20	importance	importance	NOUN
easat-2933	140	21	placed	place	VERB
easat-2933	140	22	on	on	ADP
easat-2933	140	23	the	the	DET
easat-2933	140	24	scrutiny	scrutiny	NOUN
easat-2933	140	25	of	of	ADP
easat-2933	140	26	ethical	ethical	ADJ
easat-2933	140	27	and	and	CCONJ
easat-2933	140	28	privacy	privacy	NOUN
easat-2933	140	29	considerations	consideration	NOUN
easat-2933	140	30	,	,	PUNCT
easat-2933	140	31	particularly	particularly	ADV
easat-2933	140	32	in	in	ADP
easat-2933	140	33	relation	relation	NOUN
easat-2933	140	34	to	to	ADP
easat-2933	140	35	the	the	DET
easat-2933	140	36	handling	handling	NOUN
easat-2933	140	37	of	of	ADP
easat-2933	140	38	sensitive	sensitive	ADJ
easat-2933	140	39	data	datum	NOUN
easat-2933	140	40	.	.	PUNCT
easat-2933	141	1	the	the	DET
easat-2933	141	2	reliance	reliance	NOUN
easat-2933	141	3	on	on	ADP
easat-2933	141	4	ai	ai	NOUN
easat-2933	141	5	/	/	SYM
easat-2933	141	6	ml	ml	NOUN
easat-2933	141	7	for	for	ADP
easat-2933	141	8	the	the	DET
easat-2933	141	9	detection	detection	NOUN
easat-2933	141	10	and	and	CCONJ
easat-2933	141	11	response	response	NOUN
easat-2933	141	12	to	to	ADP
easat-2933	141	13	security	security	NOUN
easat-2933	141	14	incidents	incident	NOUN
easat-2933	141	15	is	be	AUX
easat-2933	141	16	necessitated	necessitate	VERB
easat-2933	141	17	by	by	ADP
easat-2933	141	18	the	the	DET
easat-2933	141	19	need	need	NOUN
easat-2933	141	20	for	for	ADP
easat-2933	141	21	transparent	transparent	ADJ
easat-2933	141	22	,	,	PUNCT
easat-2933	141	23	ethical	ethical	ADJ
easat-2933	141	24	frameworks	framework	NOUN
easat-2933	141	25	that	that	PRON
easat-2933	141	26	are	be	AUX
easat-2933	141	27	aimed	aim	VERB
easat-2933	141	28	at	at	ADP
easat-2933	141	29	mitigating	mitigate	VERB
easat-2933	141	30	risks	risk	NOUN
easat-2933	141	31	associated	associate	VERB
easat-2933	141	32	with	with	ADP
easat-2933	141	33	data	datum	NOUN
easat-2933	141	34	privacy	privacy	NOUN
easat-2933	141	35	and	and	CCONJ
easat-2933	141	36	bias	bias	NOUN
easat-2933	141	37	in	in	ADP
easat-2933	141	38	automated	automate	VERB
easat-2933	141	39	decision	decision	NOUN
easat-2933	141	40	-	-	PUNCT
easat-2933	141	41	making	make	VERB
easat-2933	141	42	processes	process	NOUN
easat-2933	141	43	.	.	PUNCT
easat-2933	142	1	in	in	ADP
easat-2933	142	2	light	light	NOUN
easat-2933	142	3	of	of	ADP
easat-2933	142	4	these	these	DET
easat-2933	142	5	implications	implication	NOUN
easat-2933	142	6	,	,	PUNCT
easat-2933	142	7	a	a	DET
easat-2933	142	8	comparative	comparative	ADJ
easat-2933	142	9	analysis	analysis	NOUN
easat-2933	142	10	of	of	ADP
easat-2933	142	11	azure	azure	ADJ
easat-2933	142	12	sentinel	sentinel	NOUN
easat-2933	142	13	's	's	PART
easat-2933	142	14	functionality	functionality	NOUN
easat-2933	142	15	relative	relative	ADJ
easat-2933	142	16	to	to	ADP
easat-2933	142	17	other	other	ADJ
easat-2933	142	18	leading	lead	VERB
easat-2933	142	19	siem	siem	NOUN
easat-2933	142	20	systems	system	NOUN
easat-2933	142	21	is	be	AUX
easat-2933	142	22	conducted	conduct	VERB
easat-2933	142	23	,	,	PUNCT
easat-2933	142	24	with	with	ADP
easat-2933	142	25	an	an	DET
easat-2933	142	26	emphasis	emphasis	NOUN
easat-2933	142	27	placed	place	VERB
easat-2933	142	28	on	on	ADP
easat-2933	142	29	scalability	scalability	NOUN
easat-2933	142	30	,	,	PUNCT
easat-2933	142	31	ai	ai	VERB
easat-2933	142	32	and	and	CCONJ
easat-2933	142	33	ml	ml	ADP
easat-2933	142	34	integration	integration	NOUN
easat-2933	142	35	,	,	PUNCT
easat-2933	142	36	compatibility	compatibility	NOUN
easat-2933	142	37	across	across	ADP
easat-2933	142	38	ecosystem	ecosystem	NOUN
easat-2933	142	39	configurations	configuration	NOUN
easat-2933	142	40	,	,	PUNCT
easat-2933	142	41	and	and	CCONJ
easat-2933	142	42	ethical	ethical	ADJ
easat-2933	142	43	considerations	consideration	NOUN
easat-2933	142	44	that	that	PRON
easat-2933	142	45	are	be	AUX
easat-2933	142	46	critical	critical	ADJ
easat-2933	142	47	to	to	ADP
easat-2933	142	48	its	its	PRON
easat-2933	142	49	implementation	implementation	NOUN
easat-2933	142	50	and	and	CCONJ
easat-2933	142	51	deployment	deployment	NOUN
easat-2933	142	52	.	.	PUNCT
easat-2933	143	1	4.1	4.1	NUM
easat-2933	143	2	.	.	PUNCT
easat-2933	143	3	comparative	comparative	ADJ
easat-2933	143	4	analysis	analysis	NOUN
easat-2933	143	5	with	with	ADP
easat-2933	143	6	other	other	ADJ
easat-2933	143	7	cloud	cloud	NOUN
easat-2933	143	8	siems	siem	VERB
easat-2933	143	9	microsoft	microsoft	PROPN
easat-2933	143	10	azure	azure	PROPN
easat-2933	143	11	sentinel	sentinel	NOUN
easat-2933	143	12	,	,	PUNCT
easat-2933	143	13	a	a	DET
easat-2933	143	14	cloud	cloud	NOUN
easat-2933	143	15	-	-	PUNCT
easat-2933	143	16	based	base	VERB
easat-2933	143	17	siem	siem	NOUN
easat-2933	143	18	and	and	CCONJ
easat-2933	143	19	soar	soar	PROPN
easat-2933	143	20	platform	platform	NOUN
easat-2933	143	21	,	,	PUNCT
easat-2933	143	22	leverages	leverage	VERB
easat-2933	143	23	artificial	artificial	ADJ
easat-2933	143	24	intelligence	intelligence	NOUN
easat-2933	143	25	(	(	PUNCT
easat-2933	143	26	ai	ai	NOUN
easat-2933	143	27	)	)	PUNCT
easat-2933	143	28	and	and	CCONJ
easat-2933	143	29	machine	machine	NOUN
easat-2933	143	30	learning	learning	NOUN
easat-2933	143	31	(	(	PUNCT
easat-2933	143	32	ml	ml	NOUN
easat-2933	143	33	)	)	PUNCT
easat-2933	143	34	to	to	PART
easat-2933	143	35	deliver	deliver	VERB
easat-2933	143	36	advanced	advanced	ADJ
easat-2933	143	37	security	security	NOUN
easat-2933	143	38	analytics	analytic	NOUN
easat-2933	143	39	and	and	CCONJ
easat-2933	143	40	threat	threat	NOUN
easat-2933	143	41	intelligence	intelligence	NOUN
easat-2933	143	42	,	,	PUNCT
easat-2933	143	43	positioning	position	VERB
easat-2933	143	44	itself	itself	PRON
easat-2933	143	45	as	as	ADP
easat-2933	143	46	a	a	DET
easat-2933	143	47	core	core	NOUN
easat-2933	143	48	component	component	NOUN
easat-2933	143	49	for	for	ADP
easat-2933	143	50	comprehensive	comprehensive	ADJ
easat-2933	143	51	cybersecurity	cybersecurity	NOUN
easat-2933	143	52	management	management	NOUN
easat-2933	143	53	in	in	ADP
easat-2933	143	54	azure	azure	ADJ
easat-2933	143	55	-	-	PUNCT
easat-2933	143	56	heavy	heavy	ADJ
easat-2933	143	57	environments	environment	NOUN
easat-2933	143	58	.	.	PUNCT
easat-2933	144	1	sentinel	sentinel	PROPN
easat-2933	144	2	’s	’s	PART
easat-2933	144	3	design	design	NOUN
easat-2933	144	4	seamlessly	seamlessly	ADV
easat-2933	144	5	integrates	integrate	NOUN
easat-2933	144	6	with	with	ADP
easat-2933	144	7	other	other	ADJ
easat-2933	144	8	azure	azure	ADJ
easat-2933	144	9	services	service	NOUN
easat-2933	144	10	and	and	CCONJ
easat-2933	144	11	provides	provide	VERB
easat-2933	144	12	numerous	numerous	ADJ
easat-2933	144	13	built	build	VERB
easat-2933	144	14	-	-	PUNCT
easat-2933	144	15	in	in	ADP
easat-2933	144	16	connectors	connector	NOUN
easat-2933	144	17	that	that	PRON
easat-2933	144	18	streamline	streamline	VERB
easat-2933	144	19	integration	integration	NOUN
easat-2933	144	20	with	with	ADP
easat-2933	144	21	a	a	DET
easat-2933	144	22	variety	variety	NOUN
easat-2933	144	23	of	of	ADP
easat-2933	144	24	third	third	ADJ
easat-2933	144	25	-	-	PUNCT
easat-2933	144	26	party	party	NOUN
easat-2933	144	27	tools	tool	NOUN
easat-2933	144	28	and	and	CCONJ
easat-2933	144	29	security	security	NOUN
easat-2933	144	30	information	information	NOUN
easat-2933	144	31	sources	source	NOUN
easat-2933	144	32	.	.	PUNCT
easat-2933	145	1	with	with	ADP
easat-2933	145	2	its	its	PRON
easat-2933	145	3	robust	robust	ADJ
easat-2933	145	4	threat	threat	NOUN
easat-2933	145	5	-	-	PUNCT
easat-2933	145	6	hunting	hunt	VERB
easat-2933	145	7	capabilities	capability	NOUN
easat-2933	145	8	powered	power	VERB
easat-2933	145	9	by	by	ADP
easat-2933	145	10	the	the	DET
easat-2933	145	11	kusto	kusto	NOUN
easat-2933	145	12	query	query	NOUN
easat-2933	145	13	language	language	NOUN
easat-2933	145	14	(	(	PUNCT
easat-2933	145	15	kql	kql	NOUN
easat-2933	145	16	)	)	PUNCT
easat-2933	145	17	,	,	PUNCT
easat-2933	145	18	sentinel	sentinel	NOUN
easat-2933	145	19	facilitates	facilitate	VERB
easat-2933	145	20	detailed	detailed	ADJ
easat-2933	145	21	data	datum	NOUN
easat-2933	145	22	analysis	analysis	NOUN
easat-2933	145	23	and	and	CCONJ
easat-2933	145	24	detection	detection	NOUN
easat-2933	145	25	of	of	ADP
easat-2933	145	26	anomalies	anomaly	NOUN
easat-2933	145	27	,	,	PUNCT
easat-2933	145	28	allowing	allow	VERB
easat-2933	145	29	security	security	NOUN
easat-2933	145	30	teams	team	NOUN
easat-2933	145	31	to	to	PART
easat-2933	145	32	engage	engage	VERB
easat-2933	145	33	in	in	ADP
easat-2933	145	34	complex	complex	ADJ
easat-2933	145	35	threat	threat	NOUN
easat-2933	145	36	hunting	hunting	NOUN
easat-2933	145	37	with	with	ADP
easat-2933	145	38	high	high	ADJ
easat-2933	145	39	efficiency	efficiency	NOUN
easat-2933	145	40	.	.	PUNCT
easat-2933	146	1	its	its	PRON
easat-2933	146	2	scalability	scalability	NOUN
easat-2933	146	3	enables	enable	VERB
easat-2933	146	4	organizations	organization	NOUN
easat-2933	146	5	to	to	PART
easat-2933	146	6	process	process	VERB
easat-2933	146	7	substantial	substantial	ADJ
easat-2933	146	8	data	datum	NOUN
easat-2933	146	9	volumes	volume	NOUN
easat-2933	146	10	with	with	ADP
easat-2933	146	11	low	low	ADJ
easat-2933	146	12	latency	latency	NOUN
easat-2933	146	13	,	,	PUNCT
easat-2933	146	14	supporting	support	VERB
easat-2933	146	15	expansive	expansive	ADJ
easat-2933	146	16	monitoring	monitoring	NOUN
easat-2933	146	17	in	in	ADP
easat-2933	146	18	real	real	ADJ
easat-2933	146	19	time	time	NOUN
easat-2933	146	20	.	.	PUNCT
easat-2933	147	1	furthermore	furthermore	ADV
easat-2933	147	2	,	,	PUNCT
easat-2933	147	3	sentinel	sentinel	PROPN
easat-2933	147	4	's	's	PART
easat-2933	147	5	pay	pay	NOUN
easat-2933	147	6	-	-	PUNCT
easat-2933	147	7	as	as	ADP
easat-2933	147	8	-	-	PUNCT
easat-2933	147	9	you	you	PRON
easat-2933	147	10	-	-	PUNCT
easat-2933	147	11	go	go	VERB
easat-2933	147	12	pricing	pricing	NOUN
easat-2933	147	13	structure	structure	NOUN
easat-2933	147	14	enables	enable	VERB
easat-2933	147	15	flexible	flexible	ADJ
easat-2933	147	16	expense	expense	NOUN
easat-2933	147	17	management	management	NOUN
easat-2933	147	18	,	,	PUNCT
easat-2933	147	19	billing	billing	NOUN
easat-2933	147	20	users	user	NOUN
easat-2933	147	21	based	base	VERB
easat-2933	147	22	on	on	ADP
easat-2933	147	23	actual	actual	ADJ
easat-2933	147	24	data	datum	NOUN
easat-2933	147	25	ingestion	ingestion	NOUN
easat-2933	147	26	,	,	PUNCT
easat-2933	147	27	which	which	PRON
easat-2933	147	28	is	be	AUX
easat-2933	147	29	particularly	particularly	ADV
easat-2933	147	30	advantageous	advantageous	ADJ
easat-2933	147	31	for	for	ADP
easat-2933	147	32	organizations	organization	NOUN
easat-2933	147	33	with	with	ADP
easat-2933	147	34	fluctuating	fluctuate	VERB
easat-2933	147	35	data	datum	NOUN
easat-2933	147	36	flows	flow	NOUN
easat-2933	147	37	.	.	PUNCT
easat-2933	148	1	ibm	ibm	PROPN
easat-2933	148	2	qradar	qradar	PROPN
easat-2933	148	3	on	on	ADP
easat-2933	148	4	cloud	cloud	NOUN
easat-2933	148	5	,	,	PUNCT
easat-2933	148	6	part	part	NOUN
easat-2933	148	7	of	of	ADP
easat-2933	148	8	ibm	ibm	PROPN
easat-2933	148	9	’s	’s	PART
easat-2933	148	10	extensive	extensive	ADJ
easat-2933	148	11	siem	siem	PROPN
easat-2933	148	12	ecosystem	ecosystem	NOUN
easat-2933	148	13	,	,	PUNCT
easat-2933	148	14	combines	combine	VERB
easat-2933	148	15	cloud	cloud	NOUN
easat-2933	148	16	and	and	CCONJ
easat-2933	148	17	onpremises	onpremise	NOUN
easat-2933	148	18	capabilities	capability	NOUN
easat-2933	148	19	to	to	PART
easat-2933	148	20	offer	offer	VERB
easat-2933	148	21	detailed	detailed	ADJ
easat-2933	148	22	insights	insight	NOUN
easat-2933	148	23	through	through	ADP
easat-2933	148	24	centralized	centralized	ADJ
easat-2933	148	25	aggregation	aggregation	NOUN
easat-2933	148	26	of	of	ADP
easat-2933	148	27	logs	log	NOUN
easat-2933	148	28	,	,	PUNCT
easat-2933	148	29	network	network	NOUN
easat-2933	148	30	flows	flow	VERB
easat-2933	148	31	,	,	PUNCT
easat-2933	148	32	and	and	CCONJ
easat-2933	148	33	event	event	NOUN
easat-2933	148	34	data	data	PROPN
easat-2933	148	35	.	.	PUNCT
easat-2933	149	1	qradar	qradar	NOUN
easat-2933	149	2	excels	excel	NOUN
easat-2933	149	3	in	in	ADP
easat-2933	149	4	behavioral	behavioral	ADJ
easat-2933	149	5	analytics	analytic	NOUN
easat-2933	149	6	and	and	CCONJ
easat-2933	149	7	anomaly	anomaly	NOUN
easat-2933	149	8	detection	detection	NOUN
easat-2933	149	9	,	,	PUNCT
easat-2933	149	10	which	which	PRON
easat-2933	149	11	are	be	AUX
easat-2933	149	12	essential	essential	ADJ
easat-2933	149	13	for	for	ADP
easat-2933	149	14	identifying	identify	VERB
easat-2933	149	15	advanced	advanced	ADJ
easat-2933	149	16	threats	threat	NOUN
easat-2933	149	17	and	and	CCONJ
easat-2933	149	18	reducing	reduce	VERB
easat-2933	149	19	false	false	ADJ
easat-2933	149	20	positives	positive	NOUN
easat-2933	149	21	in	in	ADP
easat-2933	149	22	complex	complex	ADJ
easat-2933	149	23	environments	environment	NOUN
easat-2933	149	24	.	.	PUNCT
easat-2933	150	1	qradar	qradar	PROPN
easat-2933	150	2	’s	’s	PART
easat-2933	150	3	extensive	extensive	ADJ
easat-2933	150	4	integration	integration	NOUN
easat-2933	150	5	with	with	ADP
easat-2933	150	6	a	a	DET
easat-2933	150	7	range	range	NOUN
easat-2933	150	8	of	of	ADP
easat-2933	150	9	it	it	PRON
easat-2933	150	10	and	and	CCONJ
easat-2933	150	11	security	security	NOUN
easat-2933	150	12	systems	system	NOUN
easat-2933	150	13	enhances	enhance	VERB
easat-2933	150	14	its	its	PRON
easat-2933	150	15	incident	incident	NOUN
easat-2933	150	16	response	response	NOUN
easat-2933	150	17	capabilities	capability	NOUN
easat-2933	150	18	,	,	PUNCT
easat-2933	150	19	making	make	VERB
easat-2933	150	20	it	it	PRON
easat-2933	150	21	well	well	ADV
easat-2933	150	22	-	-	PUNCT
easat-2933	150	23	suited	suit	VERB
easat-2933	150	24	for	for	ADP
easat-2933	150	25	enterprises	enterprise	NOUN
easat-2933	150	26	with	with	ADP
easat-2933	150	27	hybrid	hybrid	NOUN
easat-2933	150	28	or	or	CCONJ
easat-2933	150	29	multi	multi	ADJ
easat-2933	150	30	-	-	ADJ
easat-2933	150	31	cloud	cloud	ADJ
easat-2933	150	32	infrastructures	infrastructure	NOUN
easat-2933	150	33	.	.	PUNCT
easat-2933	151	1	qradar	qradar	PROPN
easat-2933	151	2	also	also	ADV
easat-2933	151	3	offers	offer	VERB
easat-2933	151	4	configurable	configurable	ADJ
easat-2933	151	5	dashboards	dashboard	NOUN
easat-2933	151	6	and	and	CCONJ
easat-2933	151	7	automated	automated	ADJ
easat-2933	151	8	reporting	reporting	NOUN
easat-2933	151	9	,	,	PUNCT
easat-2933	151	10	aiding	aid	VERB
easat-2933	151	11	compliance	compliance	NOUN
easat-2933	151	12	management	management	NOUN
easat-2933	151	13	by	by	ADP
easat-2933	151	14	mapping	map	VERB
easat-2933	151	15	detected	detect	VERB
easat-2933	151	16	threats	threat	NOUN
easat-2933	151	17	to	to	ADP
easat-2933	151	18	regulatory	regulatory	ADJ
easat-2933	151	19	requirements	requirement	NOUN
easat-2933	151	20	,	,	PUNCT
easat-2933	151	21	an	an	DET
easat-2933	151	22	essential	essential	ADJ
easat-2933	151	23	feature	feature	NOUN
easat-2933	151	24	for	for	ADP
easat-2933	151	25	industries	industry	NOUN
easat-2933	151	26	facing	face	VERB
easat-2933	151	27	stringent	stringent	ADJ
easat-2933	151	28	compliance	compliance	NOUN
easat-2933	151	29	obligations	obligation	NOUN
easat-2933	151	30	.	.	PUNCT
easat-2933	152	1	[	[	X
easat-2933	152	2	24	24	NUM
easat-2933	152	3	]	]	PUNCT
easat-2933	152	4	splunk	splunk	NOUN
easat-2933	152	5	cloud	cloud	NOUN
easat-2933	152	6	provides	provide	VERB
easat-2933	152	7	a	a	DET
easat-2933	152	8	high	high	ADJ
easat-2933	152	9	-	-	PUNCT
easat-2933	152	10	performance	performance	NOUN
easat-2933	152	11	,	,	PUNCT
easat-2933	152	12	cloud	cloud	NOUN
easat-2933	152	13	-	-	PUNCT
easat-2933	152	14	native	native	ADJ
easat-2933	152	15	siem	siem	NOUN
easat-2933	152	16	that	that	PRON
easat-2933	152	17	specializes	specialize	VERB
easat-2933	152	18	in	in	ADP
easat-2933	152	19	big	big	ADJ
easat-2933	152	20	data	datum	NOUN
easat-2933	152	21	analytics	analytic	NOUN
easat-2933	152	22	and	and	CCONJ
easat-2933	152	23	machine	machine	NOUN
easat-2933	152	24	data	datum	NOUN
easat-2933	152	25	visualization	visualization	NOUN
easat-2933	152	26	.	.	PUNCT
easat-2933	153	1	it	it	PRON
easat-2933	153	2	stands	stand	VERB
easat-2933	153	3	out	out	ADP
easat-2933	153	4	for	for	ADP
easat-2933	153	5	its	its	PRON
easat-2933	153	6	real	real	ADJ
easat-2933	153	7	-	-	PUNCT
easat-2933	153	8	time	time	NOUN
easat-2933	153	9	data	datum	NOUN
easat-2933	153	10	ingestion	ingestion	NOUN
easat-2933	153	11	and	and	CCONJ
easat-2933	153	12	processing	processing	NOUN
easat-2933	153	13	capabilities	capability	NOUN
easat-2933	153	14	,	,	PUNCT
easat-2933	153	15	which	which	PRON
easat-2933	153	16	allow	allow	VERB
easat-2933	153	17	enterprises	enterprise	NOUN
easat-2933	153	18	to	to	PART
easat-2933	153	19	efficiently	efficiently	ADV
easat-2933	153	20	search	search	VERB
easat-2933	153	21	,	,	PUNCT
easat-2933	153	22	analyze	analyze	VERB
easat-2933	153	23	,	,	PUNCT
easat-2933	153	24	and	and	CCONJ
easat-2933	153	25	visualize	visualize	VERB
easat-2933	153	26	large	large	ADJ
easat-2933	153	27	data	datum	NOUN
easat-2933	153	28	volumes	volume	NOUN
easat-2933	153	29	across	across	ADP
easat-2933	153	30	diverse	diverse	ADJ
easat-2933	153	31	sources	source	NOUN
easat-2933	153	32	.	.	PUNCT
easat-2933	154	1	splunk	splunk	NOUN
easat-2933	154	2	’s	’s	PART
easat-2933	154	3	app	app	PROPN
easat-2933	154	4	ecosystem	ecosystem	NOUN
easat-2933	154	5	,	,	PUNCT
easat-2933	154	6	combined	combine	VERB
easat-2933	154	7	with	with	ADP
easat-2933	154	8	its	its	PRON
easat-2933	154	9	advanced	advanced	ADJ
easat-2933	154	10	search	search	NOUN
easat-2933	154	11	processing	processing	NOUN
easat-2933	154	12	language	language	NOUN
easat-2933	154	13	(	(	PUNCT
easat-2933	154	14	spl	spl	PROPN
easat-2933	154	15	)	)	PUNCT
easat-2933	154	16	,	,	PUNCT
easat-2933	154	17	gives	give	VERB
easat-2933	154	18	users	user	NOUN
easat-2933	154	19	exceptional	exceptional	ADJ
easat-2933	154	20	flexibility	flexibility	NOUN
easat-2933	154	21	to	to	PART
easat-2933	154	22	customize	customize	VERB
easat-2933	154	23	queries	query	NOUN
easat-2933	154	24	and	and	CCONJ
easat-2933	154	25	automate	automate	ADJ
easat-2933	154	26	analysis	analysis	NOUN
easat-2933	154	27	,	,	PUNCT
easat-2933	154	28	supporting	support	VERB
easat-2933	154	29	a	a	DET
easat-2933	154	30	high	high	ADJ
easat-2933	154	31	degree	degree	NOUN
easat-2933	154	32	of	of	ADP
easat-2933	154	33	customization	customization	NOUN
easat-2933	154	34	that	that	PRON
easat-2933	154	35	is	be	AUX
easat-2933	154	36	advantageous	advantageous	ADJ
easat-2933	154	37	for	for	ADP
easat-2933	154	38	datadriven	datadriven	ADJ
easat-2933	154	39	security	security	NOUN
easat-2933	154	40	event	event	NOUN
easat-2933	154	41	management	management	NOUN
easat-2933	154	42	.	.	PUNCT
easat-2933	155	1	however	however	ADV
easat-2933	155	2	,	,	PUNCT
easat-2933	155	3	due	due	ADP
easat-2933	155	4	to	to	ADP
easat-2933	155	5	its	its	PRON
easat-2933	155	6	data	data	NOUN
easat-2933	155	7	-	-	PUNCT
easat-2933	155	8	volume	volume	NOUN
easat-2933	155	9	-	-	PUNCT
easat-2933	155	10	based	base	VERB
easat-2933	155	11	pricing	pricing	NOUN
easat-2933	155	12	model	model	NOUN
easat-2933	155	13	,	,	PUNCT
easat-2933	155	14	costs	cost	VERB
easat-2933	155	15	4326	4326	NUM
easat-2933	155	16	edelweiss	edelweiss	PROPN
easat-2933	155	17	applied	apply	VERB
easat-2933	155	18	science	science	NOUN
easat-2933	155	19	and	and	CCONJ
easat-2933	155	20	technology	technology	NOUN
easat-2933	155	21	issn	issn	PROPN
easat-2933	155	22	:	:	PUNCT
easat-2933	155	23	2576	2576	NUM
easat-2933	155	24	-	-	SYM
easat-2933	155	25	8484	8484	NUM
easat-2933	155	26	vol	vol	NOUN
easat-2933	155	27	.	.	PROPN
easat-2933	155	28	8	8	NUM
easat-2933	155	29	,	,	PUNCT
easat-2933	155	30	no	no	INTJ
easat-2933	155	31	.	.	NOUN
easat-2933	155	32	6	6	NUM
easat-2933	155	33	:	:	SYM
easat-2933	155	34	4319	4319	NUM
easat-2933	155	35	-	-	SYM
easat-2933	155	36	4348	4348	NUM
easat-2933	155	37	,	,	PUNCT
easat-2933	155	38	2024	2024	NUM
easat-2933	155	39	doi	doi	NOUN
easat-2933	155	40	:	:	PUNCT
easat-2933	155	41	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	155	42	©	©	ADP
easat-2933	155	43	2024	2024	NUM
easat-2933	155	44	by	by	ADP
easat-2933	155	45	the	the	DET
easat-2933	155	46	authors	author	NOUN
easat-2933	155	47	;	;	PUNCT
easat-2933	155	48	licensee	licensee	PROPN
easat-2933	155	49	learning	learning	NOUN
easat-2933	155	50	gate	gate	NOUN
easat-2933	155	51	may	may	AUX
easat-2933	155	52	increase	increase	VERB
easat-2933	155	53	significantly	significantly	ADV
easat-2933	155	54	with	with	ADP
easat-2933	155	55	higher	high	ADJ
easat-2933	155	56	data	datum	NOUN
easat-2933	155	57	ingestion	ingestion	NOUN
easat-2933	155	58	rates	rate	NOUN
easat-2933	155	59	,	,	PUNCT
easat-2933	155	60	presenting	present	VERB
easat-2933	155	61	a	a	DET
easat-2933	155	62	consideration	consideration	NOUN
easat-2933	155	63	for	for	ADP
easat-2933	155	64	organizations	organization	NOUN
easat-2933	155	65	with	with	ADP
easat-2933	155	66	large	large	ADJ
easat-2933	155	67	or	or	CCONJ
easat-2933	155	68	growing	grow	VERB
easat-2933	155	69	data	data	NOUN
easat-2933	155	70	needs	need	NOUN
easat-2933	155	71	.	.	PUNCT
easat-2933	156	1	[	[	X
easat-2933	156	2	25	25	NUM
easat-2933	156	3	]	]	X
easat-2933	156	4	google	google	PROPN
easat-2933	156	5	chronicle	chronicle	PROPN
easat-2933	156	6	,	,	PUNCT
easat-2933	156	7	a	a	DET
easat-2933	156	8	cloud	cloud	ADJ
easat-2933	156	9	-	-	PUNCT
easat-2933	156	10	native	native	ADJ
easat-2933	156	11	siem	siem	NOUN
easat-2933	156	12	solution	solution	NOUN
easat-2933	156	13	built	build	VERB
easat-2933	156	14	on	on	ADP
easat-2933	156	15	google	google	PROPN
easat-2933	156	16	’s	’s	PART
easat-2933	156	17	infrastructure	infrastructure	NOUN
easat-2933	156	18	,	,	PUNCT
easat-2933	156	19	prioritizes	prioritize	VERB
easat-2933	156	20	speed	speed	NOUN
easat-2933	156	21	,	,	PUNCT
easat-2933	156	22	scalability	scalability	NOUN
easat-2933	156	23	,	,	PUNCT
easat-2933	156	24	and	and	CCONJ
easat-2933	156	25	simplicity	simplicity	NOUN
easat-2933	156	26	.	.	PUNCT
easat-2933	157	1	its	its	PRON
easat-2933	157	2	architecture	architecture	NOUN
easat-2933	157	3	allows	allow	VERB
easat-2933	157	4	rapid	rapid	ADJ
easat-2933	157	5	data	datum	NOUN
easat-2933	157	6	ingestion	ingestion	NOUN
easat-2933	157	7	and	and	CCONJ
easat-2933	157	8	processing	processing	NOUN
easat-2933	157	9	at	at	ADP
easat-2933	157	10	petabyte	petabyte	NOUN
easat-2933	157	11	-	-	PUNCT
easat-2933	157	12	scale	scale	NOUN
easat-2933	157	13	with	with	ADP
easat-2933	157	14	minimal	minimal	ADJ
easat-2933	157	15	latency	latency	NOUN
easat-2933	157	16	,	,	PUNCT
easat-2933	157	17	which	which	PRON
easat-2933	157	18	is	be	AUX
easat-2933	157	19	advantageous	advantageous	ADJ
easat-2933	157	20	for	for	ADP
easat-2933	157	21	organizations	organization	NOUN
easat-2933	157	22	that	that	PRON
easat-2933	157	23	require	require	VERB
easat-2933	157	24	high	high	ADJ
easat-2933	157	25	-	-	PUNCT
easat-2933	157	26	throughput	throughput	NOUN
easat-2933	157	27	analysis	analysis	NOUN
easat-2933	157	28	in	in	ADP
easat-2933	157	29	real	real	ADJ
easat-2933	157	30	time	time	NOUN
easat-2933	157	31	.	.	PUNCT
easat-2933	158	1	chronicle	chronicle	PROPN
easat-2933	158	2	’s	’s	PART
easat-2933	158	3	long	long	ADJ
easat-2933	158	4	-	-	PUNCT
easat-2933	158	5	term	term	NOUN
easat-2933	158	6	data	datum	NOUN
easat-2933	158	7	retention	retention	NOUN
easat-2933	158	8	,	,	PUNCT
easat-2933	158	9	which	which	PRON
easat-2933	158	10	defaults	default	VERB
easat-2933	158	11	to	to	ADP
easat-2933	158	12	one	one	NUM
easat-2933	158	13	year	year	NOUN
easat-2933	158	14	at	at	ADP
easat-2933	158	15	a	a	DET
easat-2933	158	16	fixed	fix	VERB
easat-2933	158	17	rate	rate	NOUN
easat-2933	158	18	,	,	PUNCT
easat-2933	158	19	benefits	benefit	VERB
easat-2933	158	20	organizations	organization	NOUN
easat-2933	158	21	with	with	ADP
easat-2933	158	22	extensive	extensive	ADJ
easat-2933	158	23	compliance	compliance	NOUN
easat-2933	158	24	and	and	CCONJ
easat-2933	158	25	historical	historical	ADJ
easat-2933	158	26	data	datum	NOUN
easat-2933	158	27	analysis	analysis	NOUN
easat-2933	158	28	requirements	requirement	NOUN
easat-2933	158	29	.	.	PUNCT
easat-2933	159	1	although	although	SCONJ
easat-2933	159	2	chronicle	chronicle	PROPN
easat-2933	159	3	’s	’s	PART
easat-2933	159	4	design	design	NOUN
easat-2933	159	5	emphasizes	emphasize	VERB
easat-2933	159	6	ease	ease	NOUN
easat-2933	159	7	of	of	ADP
easat-2933	159	8	use	use	NOUN
easat-2933	159	9	and	and	CCONJ
easat-2933	159	10	cost	cost	NOUN
easat-2933	159	11	transparency	transparency	NOUN
easat-2933	159	12	,	,	PUNCT
easat-2933	159	13	its	its	PRON
easat-2933	159	14	customization	customization	NOUN
easat-2933	159	15	capabilities	capability	NOUN
easat-2933	159	16	are	be	AUX
easat-2933	159	17	somewhat	somewhat	ADV
easat-2933	159	18	limited	limited	ADJ
easat-2933	159	19	compared	compare	VERB
easat-2933	159	20	to	to	ADP
easat-2933	159	21	other	other	ADJ
easat-2933	159	22	siem	siem	NOUN
easat-2933	159	23	solutions	solution	NOUN
easat-2933	159	24	,	,	PUNCT
easat-2933	159	25	which	which	PRON
easat-2933	159	26	may	may	AUX
easat-2933	159	27	pose	pose	VERB
easat-2933	159	28	constraints	constraint	NOUN
easat-2933	159	29	for	for	ADP
easat-2933	159	30	enterprises	enterprise	NOUN
easat-2933	159	31	needing	need	VERB
easat-2933	159	32	highly	highly	ADV
easat-2933	159	33	tailored	tailor	VERB
easat-2933	159	34	solutions	solution	NOUN
easat-2933	159	35	.	.	PUNCT
easat-2933	160	1	comparatively	comparatively	ADV
easat-2933	160	2	,	,	PUNCT
easat-2933	160	3	microsoft	microsoft	PROPN
easat-2933	160	4	sentinel	sentinel	NOUN
easat-2933	160	5	is	be	AUX
easat-2933	160	6	ideal	ideal	ADJ
easat-2933	160	7	for	for	ADP
easat-2933	160	8	enterprises	enterprise	NOUN
easat-2933	160	9	seeking	seek	VERB
easat-2933	160	10	deeply	deeply	ADV
easat-2933	160	11	integrated	integrate	VERB
easat-2933	160	12	,	,	PUNCT
easat-2933	160	13	aienhanced	aienhance	VERB
easat-2933	160	14	security	security	NOUN
easat-2933	160	15	analytics	analytic	NOUN
easat-2933	160	16	within	within	ADP
easat-2933	160	17	the	the	DET
easat-2933	160	18	microsoft	microsoft	PROPN
easat-2933	160	19	ecosystem	ecosystem	PROPN
easat-2933	160	20	.	.	PUNCT
easat-2933	161	1	its	its	PRON
easat-2933	161	2	design	design	NOUN
easat-2933	161	3	simplifies	simplifie	NOUN
easat-2933	161	4	implementation	implementation	NOUN
easat-2933	161	5	in	in	ADP
easat-2933	161	6	azure	azure	ADJ
easat-2933	161	7	-	-	PUNCT
easat-2933	161	8	centric	centric	ADJ
easat-2933	161	9	environments	environment	NOUN
easat-2933	161	10	,	,	PUNCT
easat-2933	161	11	offering	offer	VERB
easat-2933	161	12	robust	robust	ADJ
easat-2933	161	13	native	native	ADJ
easat-2933	161	14	integration	integration	NOUN
easat-2933	161	15	with	with	ADP
easat-2933	161	16	microsoft	microsoft	PROPN
easat-2933	161	17	defender	defender	NOUN
easat-2933	161	18	,	,	PUNCT
easat-2933	161	19	azure	azure	VERB
easat-2933	161	20	active	active	ADJ
easat-2933	161	21	directory	directory	NOUN
easat-2933	161	22	,	,	PUNCT
easat-2933	161	23	and	and	CCONJ
easat-2933	161	24	other	other	ADJ
easat-2933	161	25	azure	azure	ADJ
easat-2933	161	26	services	service	NOUN
easat-2933	161	27	,	,	PUNCT
easat-2933	161	28	creating	create	VERB
easat-2933	161	29	a	a	DET
easat-2933	161	30	comprehensive	comprehensive	ADJ
easat-2933	161	31	security	security	NOUN
easat-2933	161	32	framework	framework	NOUN
easat-2933	161	33	optimized	optimize	VERB
easat-2933	161	34	for	for	ADP
easat-2933	161	35	azure	azure	ADJ
easat-2933	161	36	-	-	PUNCT
easat-2933	161	37	heavy	heavy	ADJ
easat-2933	161	38	infrastructures	infrastructure	NOUN
easat-2933	161	39	.	.	PUNCT
easat-2933	162	1	ibm	ibm	PROPN
easat-2933	162	2	qradar	qradar	PROPN
easat-2933	162	3	on	on	ADP
easat-2933	162	4	cloud	cloud	NOUN
easat-2933	162	5	is	be	AUX
easat-2933	162	6	well	well	ADV
easat-2933	162	7	-	-	PUNCT
easat-2933	162	8	suited	suit	VERB
easat-2933	162	9	for	for	ADP
easat-2933	162	10	companies	company	NOUN
easat-2933	162	11	that	that	PRON
easat-2933	162	12	require	require	VERB
easat-2933	162	13	advanced	advanced	ADJ
easat-2933	162	14	behavioral	behavioral	ADJ
easat-2933	162	15	analytics	analytic	NOUN
easat-2933	162	16	and	and	CCONJ
easat-2933	162	17	seamless	seamless	ADJ
easat-2933	162	18	integration	integration	NOUN
easat-2933	162	19	across	across	ADP
easat-2933	162	20	hybrid	hybrid	ADJ
easat-2933	162	21	environments	environment	NOUN
easat-2933	162	22	,	,	PUNCT
easat-2933	162	23	as	as	SCONJ
easat-2933	162	24	it	it	PRON
easat-2933	162	25	supports	support	VERB
easat-2933	162	26	both	both	CCONJ
easat-2933	162	27	cloud	cloud	NOUN
easat-2933	162	28	and	and	CCONJ
easat-2933	162	29	on	on	ADP
easat-2933	162	30	-	-	PUNCT
easat-2933	162	31	premises	premise	NOUN
easat-2933	162	32	systems	system	NOUN
easat-2933	162	33	,	,	PUNCT
easat-2933	162	34	enabling	enable	VERB
easat-2933	162	35	flexible	flexible	ADJ
easat-2933	162	36	deployment	deployment	NOUN
easat-2933	162	37	in	in	ADP
easat-2933	162	38	mixed	mixed	ADJ
easat-2933	162	39	infrastructure	infrastructure	NOUN
easat-2933	162	40	setups	setup	NOUN
easat-2933	162	41	.	.	PUNCT
easat-2933	163	1	splunk	splunk	NOUN
easat-2933	163	2	cloud	cloud	PROPN
easat-2933	163	3	’s	’s	PART
easat-2933	163	4	capabilities	capability	NOUN
easat-2933	163	5	in	in	ADP
easat-2933	163	6	big	big	ADJ
easat-2933	163	7	data	datum	NOUN
easat-2933	163	8	analysis	analysis	NOUN
easat-2933	163	9	,	,	PUNCT
easat-2933	163	10	customization	customization	NOUN
easat-2933	163	11	,	,	PUNCT
easat-2933	163	12	and	and	CCONJ
easat-2933	163	13	visualization	visualization	NOUN
easat-2933	163	14	make	make	VERB
easat-2933	163	15	it	it	PRON
easat-2933	163	16	the	the	DET
easat-2933	163	17	preferred	preferred	ADJ
easat-2933	163	18	choice	choice	NOUN
easat-2933	163	19	for	for	ADP
easat-2933	163	20	enterprises	enterprise	NOUN
easat-2933	163	21	focused	focus	VERB
easat-2933	163	22	on	on	ADP
easat-2933	163	23	extensive	extensive	ADJ
easat-2933	163	24	data	datum	NOUN
easat-2933	163	25	analytics	analytic	NOUN
easat-2933	163	26	and	and	CCONJ
easat-2933	163	27	high	high	ADJ
easat-2933	163	28	customization	customization	NOUN
easat-2933	163	29	.	.	PUNCT
easat-2933	164	1	google	google	PROPN
easat-2933	164	2	chronicle	chronicle	PROPN
easat-2933	164	3	,	,	PUNCT
easat-2933	164	4	with	with	ADP
easat-2933	164	5	its	its	PRON
easat-2933	164	6	unmatched	unmatched	ADJ
easat-2933	164	7	scalability	scalability	NOUN
easat-2933	164	8	and	and	CCONJ
easat-2933	164	9	ease	ease	NOUN
easat-2933	164	10	of	of	ADP
easat-2933	164	11	use	use	NOUN
easat-2933	164	12	,	,	PUNCT
easat-2933	164	13	appeals	appeal	NOUN
easat-2933	164	14	to	to	ADP
easat-2933	164	15	organizations	organization	NOUN
easat-2933	164	16	needing	need	VERB
easat-2933	164	17	rapid	rapid	ADJ
easat-2933	164	18	,	,	PUNCT
easat-2933	164	19	scalable	scalable	ADJ
easat-2933	164	20	data	datum	NOUN
easat-2933	164	21	processing	processing	NOUN
easat-2933	164	22	within	within	ADP
easat-2933	164	23	google	google	PROPN
easat-2933	164	24	’s	’s	PART
easat-2933	164	25	infrastructure	infrastructure	NOUN
easat-2933	164	26	.	.	PUNCT
easat-2933	165	1	table	table	NOUN
easat-2933	165	2	1	1	NUM
easat-2933	165	3	.	.	PUNCT
easat-2933	165	4	comparison	comparison	NOUN
easat-2933	165	5	of	of	ADP
easat-2933	165	6	cloud	cloud	NOUN
easat-2933	165	7	-	-	PUNCT
easat-2933	165	8	based	base	VERB
easat-2933	165	9	siem	siem	NOUN
easat-2933	165	10	platforms	platform	NOUN
easat-2933	165	11	:	:	PUNCT
easat-2933	165	12	azure	azure	NOUN
easat-2933	165	13	sentinel	sentinel	NOUN
easat-2933	165	14	,	,	PUNCT
easat-2933	165	15	ibm	ibm	PROPN
easat-2933	165	16	qradar	qradar	NOUN
easat-2933	165	17	,	,	PUNCT
easat-2933	165	18	splunk	splunk	NOUN
easat-2933	165	19	cloud	cloud	NOUN
easat-2933	165	20	,	,	PUNCT
easat-2933	165	21	and	and	CCONJ
easat-2933	165	22	google	google	PROPN
easat-2933	165	23	chronicle	chronicle	PROPN
easat-2933	165	24	.	.	PUNCT
easat-2933	166	1	platform	platform	NOUN
easat-2933	166	2	advantages	advantage	NOUN
easat-2933	166	3	disadvantages	disadvantage	VERB
easat-2933	166	4	speed	speed	NOUN
easat-2933	166	5	/	/	SYM
easat-2933	166	6	complexity	complexity	NOUN
easat-2933	166	7	metrics	metric	NOUN
easat-2933	166	8	microsoft	microsoft	PROPN
easat-2933	166	9	azure	azure	VERB
easat-2933	166	10	sentinel	sentinel	ADJ
easat-2933	166	11	seamless	seamless	ADJ
easat-2933	166	12	integration	integration	NOUN
easat-2933	166	13	with	with	ADP
easat-2933	166	14	azure	azure	ADJ
easat-2933	166	15	ecosystem	ecosystem	NOUN
easat-2933	166	16	ai	ai	NOUN
easat-2933	166	17	/	/	SYM
easat-2933	166	18	ml	ml	NOUN
easat-2933	166	19	for	for	ADP
easat-2933	166	20	advanced	advanced	ADJ
easat-2933	166	21	threat	threat	NOUN
easat-2933	166	22	detection	detection	NOUN
easat-2933	166	23	pay	pay	NOUN
easat-2933	166	24	-	-	PUNCT
easat-2933	166	25	as	as	ADP
easat-2933	166	26	-	-	PUNCT
easat-2933	166	27	you	you	PRON
easat-2933	166	28	-	-	PUNCT
easat-2933	166	29	go	go	VERB
easat-2933	166	30	pricing	price	VERB
easat-2933	166	31	limited	limited	ADJ
easat-2933	166	32	integration	integration	NOUN
easat-2933	166	33	in	in	ADP
easat-2933	166	34	multicloud	multicloud	NOUN
easat-2933	166	35	environments	environment	NOUN
easat-2933	166	36	steep	steep	ADJ
easat-2933	166	37	learning	learn	VERB
easat-2933	166	38	curve	curve	NOUN
easat-2933	166	39	for	for	ADP
easat-2933	166	40	non	non	ADJ
easat-2933	166	41	-	-	ADJ
easat-2933	166	42	azure	azure	ADJ
easat-2933	166	43	users	user	NOUN
easat-2933	166	44	high	high	ADJ
easat-2933	166	45	scalability	scalability	NOUN
easat-2933	166	46	with	with	ADP
easat-2933	166	47	realtime	realtime	NOUN
easat-2933	166	48	data	datum	NOUN
easat-2933	166	49	processing	processing	NOUN
easat-2933	166	50	complex	complex	ADJ
easat-2933	166	51	kql	kql	NOUN
easat-2933	166	52	language	language	NOUN
easat-2933	166	53	requires	require	VERB
easat-2933	166	54	expertise	expertise	NOUN
easat-2933	166	55	ibm	ibm	PROPN
easat-2933	166	56	qradar	qradar	CCONJ
easat-2933	166	57	robust	robust	ADJ
easat-2933	166	58	threat	threat	NOUN
easat-2933	166	59	detection	detection	NOUN
easat-2933	166	60	with	with	ADP
easat-2933	166	61	behavioral	behavioral	ADJ
easat-2933	166	62	analytics	analytic	NOUN
easat-2933	166	63	high	high	ADJ
easat-2933	166	64	integration	integration	NOUN
easat-2933	166	65	with	with	ADP
easat-2933	166	66	onpremise	onpremise	NOUN
easat-2933	166	67	systems	system	NOUN
easat-2933	166	68	expensive	expensive	ADJ
easat-2933	166	69	in	in	ADP
easat-2933	166	70	high	high	ADJ
easat-2933	166	71	-	-	PUNCT
easat-2933	166	72	volume	volume	NOUN
easat-2933	166	73	deployments	deployment	NOUN
easat-2933	166	74	limited	limit	VERB
easat-2933	166	75	user	user	NOUN
easat-2933	166	76	interface	interface	NOUN
easat-2933	166	77	customizability	customizability	NOUN
easat-2933	166	78	rapid	rapid	ADJ
easat-2933	166	79	anomaly	anomaly	NOUN
easat-2933	166	80	detection	detection	NOUN
easat-2933	166	81	with	with	ADP
easat-2933	166	82	optimized	optimize	VERB
easat-2933	166	83	incident	incident	NOUN
easat-2933	166	84	response	response	NOUN
easat-2933	166	85	splunk	splunk	NOUN
easat-2933	166	86	cloud	cloud	NOUN
easat-2933	166	87	flexible	flexible	ADJ
easat-2933	166	88	,	,	PUNCT
easat-2933	166	89	powerful	powerful	ADJ
easat-2933	166	90	search	search	NOUN
easat-2933	166	91	processing	processing	NOUN
easat-2933	166	92	(	(	PUNCT
easat-2933	166	93	spl	spl	PROPN
easat-2933	166	94	)	)	PUNCT
easat-2933	166	95	extensive	extensive	ADJ
easat-2933	166	96	app	app	PROPN
easat-2933	166	97	ecosystem	ecosystem	NOUN
easat-2933	166	98	for	for	ADP
easat-2933	166	99	customization	customization	NOUN
easat-2933	166	100	costs	cost	NOUN
easat-2933	166	101	increase	increase	VERB
easat-2933	166	102	significantly	significantly	ADV
easat-2933	166	103	with	with	ADP
easat-2933	166	104	data	datum	NOUN
easat-2933	166	105	volume	volume	NOUN
easat-2933	166	106	steep	steep	ADJ
easat-2933	166	107	learning	learning	NOUN
easat-2933	166	108	curve	curve	NOUN
easat-2933	166	109	for	for	ADP
easat-2933	166	110	advanced	advanced	ADJ
easat-2933	166	111	features	feature	NOUN
easat-2933	166	112	fast	fast	ADJ
easat-2933	166	113	real	real	ADJ
easat-2933	166	114	-	-	PUNCT
easat-2933	166	115	time	time	NOUN
easat-2933	166	116	processing	processing	NOUN
easat-2933	166	117	for	for	ADP
easat-2933	166	118	large	large	ADJ
easat-2933	166	119	data	datum	NOUN
easat-2933	166	120	sets	set	NOUN
easat-2933	166	121	complex	complex	ADJ
easat-2933	166	122	queries	query	NOUN
easat-2933	166	123	can	can	AUX
easat-2933	166	124	add	add	VERB
easat-2933	166	125	latency	latency	NOUN
easat-2933	166	126	in	in	ADP
easat-2933	166	127	high	high	ADJ
easat-2933	166	128	volumes	volume	NOUN
easat-2933	166	129	google	google	PROPN
easat-2933	166	130	chronicle	chronicle	PROPN
easat-2933	166	131	high	high	ADJ
easat-2933	166	132	-	-	PUNCT
easat-2933	166	133	speed	speed	NOUN
easat-2933	166	134	data	datum	NOUN
easat-2933	166	135	processing	processing	NOUN
easat-2933	166	136	at	at	ADP
easat-2933	166	137	limited	limited	ADJ
easat-2933	166	138	customization	customization	NOUN
easat-2933	166	139	and	and	CCONJ
easat-2933	166	140	high	high	ADJ
easat-2933	166	141	ingestion	ingestion	NOUN
easat-2933	166	142	speed	speed	NOUN
easat-2933	166	143	4327	4327	NUM
easat-2933	166	144	edelweiss	edelweiss	PROPN
easat-2933	166	145	applied	apply	VERB
easat-2933	166	146	science	science	NOUN
easat-2933	166	147	and	and	CCONJ
easat-2933	166	148	technology	technology	NOUN
easat-2933	166	149	issn	issn	PROPN
easat-2933	166	150	:	:	PUNCT
easat-2933	166	151	2576	2576	NUM
easat-2933	166	152	-	-	SYM
easat-2933	166	153	8484	8484	NUM
easat-2933	166	154	vol	vol	NOUN
easat-2933	166	155	.	.	PROPN
easat-2933	167	1	8	8	NUM
easat-2933	167	2	,	,	PUNCT
easat-2933	167	3	no	no	INTJ
easat-2933	167	4	.	.	NOUN
easat-2933	168	1	6	6	NUM
easat-2933	168	2	:	:	SYM
easat-2933	168	3	4319	4319	NUM
easat-2933	168	4	-	-	SYM
easat-2933	168	5	4348	4348	NUM
easat-2933	168	6	,	,	PUNCT
easat-2933	168	7	2024	2024	NUM
easat-2933	168	8	doi	doi	NOUN
easat-2933	168	9	:	:	PUNCT
easat-2933	168	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	168	11	©	©	ADP
easat-2933	168	12	2024	2024	NUM
easat-2933	168	13	by	by	ADP
easat-2933	168	14	the	the	DET
easat-2933	168	15	authors	author	NOUN
easat-2933	168	16	;	;	PUNCT
easat-2933	168	17	licensee	licensee	PROPN
easat-2933	168	18	learning	learning	NOUN
easat-2933	168	19	gate	gate	PROPN
easat-2933	168	20	petabyte	petabyte	PROPN
easat-2933	168	21	scale	scale	NOUN
easat-2933	168	22	user	user	NOUN
easat-2933	168	23	-	-	PUNCT
easat-2933	168	24	friendly	friendly	ADJ
easat-2933	168	25	with	with	ADP
easat-2933	168	26	transparent	transparent	ADJ
easat-2933	168	27	pricing	pricing	NOUN
easat-2933	168	28	integration	integration	NOUN
easat-2933	168	29	outside	outside	ADP
easat-2933	168	30	google	google	PROPN
easat-2933	168	31	services	service	NOUN
easat-2933	168	32	fixed	fix	VERB
easat-2933	168	33	one	one	NUM
easat-2933	168	34	-	-	PUNCT
easat-2933	168	35	year	year	NOUN
easat-2933	168	36	data	datum	NOUN
easat-2933	168	37	retention	retention	NOUN
easat-2933	168	38	distinct	distinct	ADJ
easat-2933	168	39	features	feature	NOUN
easat-2933	168	40	and	and	CCONJ
easat-2933	168	41	strengths	strength	NOUN
easat-2933	168	42	are	be	AUX
easat-2933	168	43	offered	offer	VERB
easat-2933	168	44	by	by	ADP
easat-2933	168	45	microsoft	microsoft	PROPN
easat-2933	168	46	azure	azure	PROPN
easat-2933	168	47	sentinel	sentinel	PROPN
easat-2933	168	48	,	,	PUNCT
easat-2933	168	49	ibm	ibm	PROPN
easat-2933	168	50	qradar	qradar	NOUN
easat-2933	168	51	,	,	PUNCT
easat-2933	168	52	splunk	splunk	NOUN
easat-2933	168	53	cloud	cloud	NOUN
easat-2933	168	54	,	,	PUNCT
easat-2933	168	55	and	and	CCONJ
easat-2933	168	56	google	google	PROPN
easat-2933	168	57	chronicle	chronicle	PROPN
easat-2933	168	58	within	within	ADP
easat-2933	168	59	the	the	DET
easat-2933	168	60	realm	realm	NOUN
easat-2933	168	61	of	of	ADP
easat-2933	168	62	security	security	NOUN
easat-2933	168	63	information	information	NOUN
easat-2933	168	64	and	and	CCONJ
easat-2933	168	65	event	event	NOUN
easat-2933	168	66	management	management	NOUN
easat-2933	168	67	(	(	PUNCT
easat-2933	168	68	siem	siem	PROPN
easat-2933	168	69	)	)	PUNCT
easat-2933	168	70	.	.	PUNCT
easat-2933	169	1	azure	azure	ADJ
easat-2933	169	2	sentinel	sentinel	NOUN
easat-2933	169	3	is	be	AUX
easat-2933	169	4	recognized	recognize	VERB
easat-2933	169	5	for	for	ADP
easat-2933	169	6	its	its	PRON
easat-2933	169	7	seamless	seamless	ADJ
easat-2933	169	8	integration	integration	NOUN
easat-2933	169	9	with	with	ADP
easat-2933	169	10	microsoft	microsoft	PROPN
easat-2933	169	11	tools	tool	NOUN
easat-2933	169	12	and	and	CCONJ
easat-2933	169	13	ai	ai	VERB
easat-2933	169	14	/	/	SYM
easat-2933	169	15	ml	ml	NOUN
easat-2933	169	16	capabilities	capability	NOUN
easat-2933	169	17	,	,	PUNCT
easat-2933	169	18	which	which	PRON
easat-2933	169	19	enable	enable	VERB
easat-2933	169	20	rapid	rapid	ADJ
easat-2933	169	21	threat	threat	NOUN
easat-2933	169	22	detection	detection	NOUN
easat-2933	169	23	and	and	CCONJ
easat-2933	169	24	automated	automate	VERB
easat-2933	169	25	response	response	NOUN
easat-2933	169	26	workflows	workflow	NOUN
easat-2933	169	27	,	,	PUNCT
easat-2933	169	28	as	as	SCONJ
easat-2933	169	29	it	it	PRON
easat-2933	169	30	is	be	AUX
easat-2933	169	31	native	native	ADJ
easat-2933	169	32	to	to	ADP
easat-2933	169	33	the	the	DET
easat-2933	169	34	microsoft	microsoft	PROPN
easat-2933	169	35	azure	azure	PROPN
easat-2933	169	36	ecosystem	ecosystem	PROPN
easat-2933	169	37	.	.	PUNCT
easat-2933	170	1	efficiency	efficiency	NOUN
easat-2933	170	2	in	in	ADP
easat-2933	170	3	threat	threat	NOUN
easat-2933	170	4	hunting	hunting	NOUN
easat-2933	170	5	and	and	CCONJ
easat-2933	170	6	scalability	scalability	NOUN
easat-2933	170	7	are	be	AUX
easat-2933	170	8	recognized	recognize	VERB
easat-2933	170	9	as	as	ADP
easat-2933	170	10	factors	factor	NOUN
easat-2933	170	11	that	that	PRON
easat-2933	170	12	render	render	VERB
easat-2933	170	13	it	it	PRON
easat-2933	170	14	well	well	ADV
easat-2933	170	15	-	-	PUNCT
easat-2933	170	16	suited	suit	VERB
easat-2933	170	17	for	for	ADP
easat-2933	170	18	azure	azure	NOUN
easat-2933	170	19	-	-	PUNCT
easat-2933	170	20	based	base	VERB
easat-2933	170	21	environments	environment	NOUN
easat-2933	170	22	that	that	PRON
easat-2933	170	23	handle	handle	VERB
easat-2933	170	24	extensive	extensive	ADJ
easat-2933	170	25	data	datum	NOUN
easat-2933	170	26	volumes	volume	NOUN
easat-2933	170	27	.	.	PUNCT
easat-2933	171	1	the	the	DET
easat-2933	171	2	threat	threat	NOUN
easat-2933	171	3	detection	detection	NOUN
easat-2933	171	4	capabilities	capability	NOUN
easat-2933	171	5	of	of	ADP
easat-2933	171	6	sentinel	sentinel	NOUN
easat-2933	171	7	,	,	PUNCT
easat-2933	171	8	utilizing	utilize	VERB
easat-2933	171	9	kusto	kusto	NOUN
easat-2933	171	10	query	query	NOUN
easat-2933	171	11	language	language	NOUN
easat-2933	171	12	(	(	PUNCT
easat-2933	171	13	kql	kql	NOUN
easat-2933	171	14	)	)	PUNCT
easat-2933	171	15	,	,	PUNCT
easat-2933	171	16	enable	enable	VERB
easat-2933	171	17	the	the	DET
easat-2933	171	18	crafting	crafting	NOUN
easat-2933	171	19	of	of	ADP
easat-2933	171	20	detailed	detailed	ADJ
easat-2933	171	21	queries	query	NOUN
easat-2933	171	22	by	by	ADP
easat-2933	171	23	security	security	NOUN
easat-2933	171	24	teams	team	NOUN
easat-2933	171	25	for	for	ADP
easat-2933	171	26	the	the	DET
easat-2933	171	27	purpose	purpose	NOUN
easat-2933	171	28	of	of	ADP
easat-2933	171	29	facilitating	facilitate	VERB
easat-2933	171	30	faster	fast	ADJ
easat-2933	171	31	incident	incident	NOUN
easat-2933	171	32	response	response	NOUN
easat-2933	171	33	.	.	PUNCT
easat-2933	172	1	however	however	ADV
easat-2933	172	2	,	,	PUNCT
easat-2933	172	3	the	the	DET
easat-2933	172	4	complexity	complexity	NOUN
easat-2933	172	5	of	of	ADP
easat-2933	172	6	kql	kql	NOUN
easat-2933	172	7	may	may	AUX
easat-2933	172	8	require	require	VERB
easat-2933	172	9	additional	additional	ADJ
easat-2933	172	10	training	training	NOUN
easat-2933	172	11	for	for	ADP
easat-2933	172	12	users	user	NOUN
easat-2933	172	13	who	who	PRON
easat-2933	172	14	are	be	AUX
easat-2933	172	15	not	not	PART
easat-2933	172	16	experts	expert	NOUN
easat-2933	172	17	.	.	PUNCT
easat-2933	173	1	in	in	ADP
easat-2933	173	2	contrast	contrast	NOUN
easat-2933	173	3	,	,	PUNCT
easat-2933	173	4	it	it	PRON
easat-2933	173	5	is	be	AUX
easat-2933	173	6	noted	note	VERB
easat-2933	173	7	that	that	SCONJ
easat-2933	173	8	ibm	ibm	PROPN
easat-2933	173	9	qradar	qradar	NOUN
easat-2933	173	10	excels	excel	VERB
easat-2933	173	11	in	in	ADP
easat-2933	173	12	handling	handle	VERB
easat-2933	173	13	both	both	CCONJ
easat-2933	173	14	cloud	cloud	NOUN
easat-2933	173	15	and	and	CCONJ
easat-2933	173	16	on	on	ADP
easat-2933	173	17	-	-	PUNCT
easat-2933	173	18	premises	premise	NOUN
easat-2933	173	19	environments	environment	NOUN
easat-2933	173	20	,	,	PUNCT
easat-2933	173	21	which	which	PRON
easat-2933	173	22	positions	position	VERB
easat-2933	173	23	it	it	PRON
easat-2933	173	24	as	as	ADP
easat-2933	173	25	a	a	DET
easat-2933	173	26	strong	strong	ADJ
easat-2933	173	27	choice	choice	NOUN
easat-2933	173	28	for	for	ADP
easat-2933	173	29	hybrid	hybrid	ADJ
easat-2933	173	30	infrastructures	infrastructure	NOUN
easat-2933	173	31	.	.	PUNCT
easat-2933	174	1	the	the	DET
easat-2933	174	2	strength	strength	NOUN
easat-2933	174	3	of	of	ADP
easat-2933	174	4	qradar	qradar	NOUN
easat-2933	174	5	is	be	AUX
easat-2933	174	6	attributed	attribute	VERB
easat-2933	174	7	to	to	ADP
easat-2933	174	8	its	its	PRON
easat-2933	174	9	behavioral	behavioral	ADJ
easat-2933	174	10	analytics	analytic	NOUN
easat-2933	174	11	,	,	PUNCT
easat-2933	174	12	which	which	PRON
easat-2933	174	13	contributes	contribute	VERB
easat-2933	174	14	to	to	ADP
easat-2933	174	15	the	the	DET
easat-2933	174	16	improvement	improvement	NOUN
easat-2933	174	17	of	of	ADP
easat-2933	174	18	anomaly	anomaly	NOUN
easat-2933	174	19	detection	detection	NOUN
easat-2933	174	20	accuracy	accuracy	NOUN
easat-2933	174	21	,	,	PUNCT
easat-2933	174	22	the	the	DET
easat-2933	174	23	reduction	reduction	NOUN
easat-2933	174	24	of	of	ADP
easat-2933	174	25	false	false	ADJ
easat-2933	174	26	positive	positive	ADJ
easat-2933	174	27	rates	rate	NOUN
easat-2933	174	28	,	,	PUNCT
easat-2933	174	29	and	and	CCONJ
easat-2933	174	30	the	the	DET
easat-2933	174	31	enhancement	enhancement	NOUN
easat-2933	174	32	of	of	ADP
easat-2933	174	33	alert	alert	ADJ
easat-2933	174	34	precision	precision	NOUN
easat-2933	174	35	.	.	PUNCT
easat-2933	175	1	the	the	DET
easat-2933	175	2	configurability	configurability	NOUN
easat-2933	175	3	of	of	ADP
easat-2933	175	4	qradar	qradar	NOUN
easat-2933	175	5	and	and	CCONJ
easat-2933	175	6	the	the	DET
easat-2933	175	7	comprehensive	comprehensive	ADJ
easat-2933	175	8	dashboards	dashboard	NOUN
easat-2933	175	9	provided	provide	VERB
easat-2933	175	10	are	be	AUX
easat-2933	175	11	also	also	ADV
easat-2933	175	12	beneficial	beneficial	ADJ
easat-2933	175	13	for	for	ADP
easat-2933	175	14	compliance	compliance	NOUN
easat-2933	175	15	management	management	NOUN
easat-2933	175	16	,	,	PUNCT
easat-2933	175	17	which	which	PRON
easat-2933	175	18	is	be	AUX
easat-2933	175	19	considered	consider	VERB
easat-2933	175	20	a	a	DET
easat-2933	175	21	crucial	crucial	ADJ
easat-2933	175	22	feature	feature	NOUN
easat-2933	175	23	for	for	ADP
easat-2933	175	24	industries	industry	NOUN
easat-2933	175	25	that	that	PRON
easat-2933	175	26	are	be	AUX
easat-2933	175	27	subject	subject	ADJ
easat-2933	175	28	to	to	ADP
easat-2933	175	29	stringent	stringent	ADJ
easat-2933	175	30	regulatory	regulatory	ADJ
easat-2933	175	31	requirements	requirement	NOUN
easat-2933	175	32	.	.	PUNCT
easat-2933	176	1	the	the	DET
easat-2933	176	2	powerful	powerful	ADJ
easat-2933	176	3	data	data	NOUN
easat-2933	176	4	processing	processing	NOUN
easat-2933	176	5	and	and	CCONJ
easat-2933	176	6	customization	customization	NOUN
easat-2933	176	7	abilities	ability	NOUN
easat-2933	176	8	of	of	ADP
easat-2933	176	9	splunk	splunk	NOUN
easat-2933	176	10	cloud	cloud	NOUN
easat-2933	176	11	are	be	AUX
easat-2933	176	12	recognized	recognize	VERB
easat-2933	176	13	,	,	PUNCT
easat-2933	176	14	and	and	CCONJ
easat-2933	176	15	extensive	extensive	ADJ
easat-2933	176	16	data	datum	NOUN
easat-2933	176	17	analytics	analytic	NOUN
easat-2933	176	18	with	with	ADP
easat-2933	176	19	real	real	ADJ
easat-2933	176	20	-	-	PUNCT
easat-2933	176	21	time	time	NOUN
easat-2933	176	22	visibility	visibility	NOUN
easat-2933	176	23	across	across	ADP
easat-2933	176	24	diverse	diverse	ADJ
easat-2933	176	25	data	datum	NOUN
easat-2933	176	26	sources	source	NOUN
easat-2933	176	27	is	be	AUX
easat-2933	176	28	supported	support	VERB
easat-2933	176	29	.	.	PUNCT
easat-2933	177	1	the	the	DET
easat-2933	177	2	search	search	NOUN
easat-2933	177	3	processing	processing	NOUN
easat-2933	177	4	language	language	NOUN
easat-2933	177	5	(	(	PUNCT
easat-2933	177	6	spl	spl	PROPN
easat-2933	177	7	)	)	PUNCT
easat-2933	177	8	of	of	ADP
easat-2933	177	9	the	the	DET
easat-2933	177	10	platform	platform	NOUN
easat-2933	177	11	is	be	AUX
easat-2933	177	12	characterized	characterize	VERB
easat-2933	177	13	by	by	ADP
easat-2933	177	14	high	high	ADJ
easat-2933	177	15	levels	level	NOUN
easat-2933	177	16	of	of	ADP
easat-2933	177	17	customization	customization	NOUN
easat-2933	177	18	;	;	PUNCT
easat-2933	177	19	however	however	ADV
easat-2933	177	20	,	,	PUNCT
easat-2933	177	21	it	it	PRON
easat-2933	177	22	is	be	AUX
easat-2933	177	23	acknowledged	acknowledge	VERB
easat-2933	177	24	that	that	SCONJ
easat-2933	177	25	this	this	DET
easat-2933	177	26	flexibility	flexibility	NOUN
easat-2933	177	27	may	may	AUX
easat-2933	177	28	introduce	introduce	VERB
easat-2933	177	29	increased	increase	VERB
easat-2933	177	30	complexity	complexity	NOUN
easat-2933	177	31	,	,	PUNCT
easat-2933	177	32	which	which	PRON
easat-2933	177	33	could	could	AUX
easat-2933	177	34	result	result	VERB
easat-2933	177	35	in	in	ADP
easat-2933	177	36	slower	slow	ADJ
easat-2933	177	37	responses	response	NOUN
easat-2933	177	38	when	when	SCONJ
easat-2933	177	39	faced	face	VERB
easat-2933	177	40	with	with	ADP
easat-2933	177	41	high	high	ADJ
easat-2933	177	42	data	datum	NOUN
easat-2933	177	43	volumes	volume	NOUN
easat-2933	177	44	.	.	PUNCT
easat-2933	178	1	furthermore	furthermore	ADV
easat-2933	178	2	,	,	PUNCT
easat-2933	178	3	it	it	PRON
easat-2933	178	4	has	have	AUX
easat-2933	178	5	been	be	AUX
easat-2933	178	6	observed	observe	VERB
easat-2933	178	7	that	that	SCONJ
easat-2933	178	8	the	the	DET
easat-2933	178	9	data	data	NOUN
easat-2933	178	10	-	-	PUNCT
easat-2933	178	11	volume	volume	NOUN
easat-2933	178	12	-	-	PUNCT
easat-2933	178	13	based	base	VERB
easat-2933	178	14	pricing	pricing	NOUN
easat-2933	178	15	model	model	NOUN
easat-2933	178	16	of	of	ADP
easat-2933	178	17	splunk	splunk	NOUN
easat-2933	178	18	cloud	cloud	NOUN
easat-2933	178	19	may	may	AUX
easat-2933	178	20	lead	lead	VERB
easat-2933	178	21	to	to	ADP
easat-2933	178	22	escalating	escalate	VERB
easat-2933	178	23	costs	cost	NOUN
easat-2933	178	24	for	for	ADP
easat-2933	178	25	organizations	organization	NOUN
easat-2933	178	26	with	with	ADP
easat-2933	178	27	high	high	ADJ
easat-2933	178	28	ingestion	ingestion	NOUN
easat-2933	178	29	needs	need	NOUN
easat-2933	178	30	,	,	PUNCT
easat-2933	178	31	particularly	particularly	ADV
easat-2933	178	32	when	when	SCONJ
easat-2933	178	33	compared	compare	VERB
easat-2933	178	34	to	to	ADP
easat-2933	178	35	the	the	DET
easat-2933	178	36	flat	flat	ADJ
easat-2933	178	37	-	-	PUNCT
easat-2933	178	38	rate	rate	NOUN
easat-2933	178	39	pricing	pricing	NOUN
easat-2933	178	40	of	of	ADP
easat-2933	178	41	google	google	PROPN
easat-2933	178	42	chronicle	chronicle	PROPN
easat-2933	178	43	.	.	PUNCT
easat-2933	179	1	google	google	PROPN
easat-2933	179	2	is	be	AUX
easat-2933	179	3	leveraged	leverage	VERB
easat-2933	179	4	by	by	ADP
easat-2933	179	5	google	google	PROPN
easat-2933	179	6	chronicle	chronicle	PROPN
easat-2933	179	7	to	to	PART
easat-2933	179	8	provide	provide	VERB
easat-2933	179	9	high	high	ADJ
easat-2933	179	10	-	-	PUNCT
easat-2933	179	11	speed	speed	NOUN
easat-2933	179	12	data	datum	NOUN
easat-2933	179	13	ingestion	ingestion	NOUN
easat-2933	179	14	and	and	CCONJ
easat-2933	179	15	minimal	minimal	ADJ
easat-2933	179	16	latency	latency	NOUN
easat-2933	179	17	,	,	PUNCT
easat-2933	179	18	even	even	ADV
easat-2933	179	19	at	at	ADP
easat-2933	179	20	petabyte	petabyte	PROPN
easat-2933	179	21	scales	scale	NOUN
easat-2933	179	22	,	,	PUNCT
easat-2933	179	23	thereby	thereby	ADV
easat-2933	179	24	rendering	render	VERB
easat-2933	179	25	it	it	PRON
easat-2933	179	26	suitable	suitable	ADJ
easat-2933	179	27	for	for	ADP
easat-2933	179	28	large	large	ADJ
easat-2933	179	29	-	-	PUNCT
easat-2933	179	30	scale	scale	NOUN
easat-2933	179	31	data	datum	NOUN
easat-2933	179	32	analysis	analysis	NOUN
easat-2933	179	33	.	.	PUNCT
easat-2933	180	1	the	the	DET
easat-2933	180	2	fixed	fix	VERB
easat-2933	180	3	-	-	PUNCT
easat-2933	180	4	rate	rate	NOUN
easat-2933	180	5	,	,	PUNCT
easat-2933	180	6	one	one	NUM
easat-2933	180	7	-	-	PUNCT
easat-2933	180	8	year	year	NOUN
easat-2933	180	9	data	data	NOUN
easat-2933	180	10	retention	retention	NOUN
easat-2933	180	11	policy	policy	NOUN
easat-2933	180	12	is	be	AUX
easat-2933	180	13	designed	design	VERB
easat-2933	180	14	to	to	PART
easat-2933	180	15	enhance	enhance	VERB
easat-2933	180	16	transparency	transparency	NOUN
easat-2933	180	17	in	in	ADP
easat-2933	180	18	pricing	pricing	NOUN
easat-2933	180	19	and	and	CCONJ
easat-2933	180	20	to	to	PART
easat-2933	180	21	support	support	VERB
easat-2933	180	22	organizations	organization	NOUN
easat-2933	180	23	with	with	ADP
easat-2933	180	24	compliance	compliance	NOUN
easat-2933	180	25	or	or	CCONJ
easat-2933	180	26	historical	historical	ADJ
easat-2933	180	27	analysis	analysis	NOUN
easat-2933	180	28	needs	need	NOUN
easat-2933	180	29	.	.	PUNCT
easat-2933	181	1	however	however	ADV
easat-2933	181	2	,	,	PUNCT
easat-2933	181	3	it	it	PRON
easat-2933	181	4	has	have	AUX
easat-2933	181	5	been	be	AUX
easat-2933	181	6	observed	observe	VERB
easat-2933	181	7	that	that	SCONJ
easat-2933	181	8	the	the	DET
easat-2933	181	9	customization	customization	NOUN
easat-2933	181	10	options	option	NOUN
easat-2933	181	11	of	of	ADP
easat-2933	181	12	chronicle	chronicle	PROPN
easat-2933	181	13	are	be	AUX
easat-2933	181	14	more	more	ADV
easat-2933	181	15	limited	limited	ADJ
easat-2933	181	16	,	,	PUNCT
easat-2933	181	17	which	which	PRON
easat-2933	181	18	may	may	AUX
easat-2933	181	19	potentially	potentially	ADV
easat-2933	181	20	constrain	constrain	VERB
easat-2933	181	21	enterprises	enterprise	NOUN
easat-2933	181	22	that	that	PRON
easat-2933	181	23	require	require	VERB
easat-2933	181	24	tailored	tailor	VERB
easat-2933	181	25	configurations	configuration	NOUN
easat-2933	181	26	for	for	ADP
easat-2933	181	27	specialized	specialized	ADJ
easat-2933	181	28	threat	threat	NOUN
easat-2933	181	29	scenarios	scenario	NOUN
easat-2933	181	30	.	.	PUNCT
easat-2933	182	1	each	each	DET
easat-2933	182	2	siem	siem	NOUN
easat-2933	182	3	platform	platform	NOUN
easat-2933	182	4	is	be	AUX
easat-2933	182	5	designed	design	VERB
easat-2933	182	6	uniquely	uniquely	ADV
easat-2933	182	7	to	to	PART
easat-2933	182	8	meet	meet	VERB
easat-2933	182	9	distinct	distinct	ADJ
easat-2933	182	10	organizational	organizational	ADJ
easat-2933	182	11	requirements	requirement	NOUN
easat-2933	182	12	,	,	PUNCT
easat-2933	182	13	tailored	tailor	VERB
easat-2933	182	14	to	to	ADP
easat-2933	182	15	specific	specific	ADJ
easat-2933	182	16	infrastructure	infrastructure	NOUN
easat-2933	182	17	and	and	CCONJ
easat-2933	182	18	operational	operational	ADJ
easat-2933	182	19	needs	need	NOUN
easat-2933	182	20	.	.	PUNCT
easat-2933	183	1	the	the	DET
easat-2933	183	2	seamless	seamless	ADJ
easat-2933	183	3	integration	integration	NOUN
easat-2933	183	4	of	of	ADP
easat-2933	183	5	microsoft	microsoft	PROPN
easat-2933	183	6	azure	azure	NOUN
easat-2933	183	7	sentinel	sentinel	NOUN
easat-2933	183	8	within	within	ADP
easat-2933	183	9	the	the	DET
easat-2933	183	10	azure	azure	ADJ
easat-2933	183	11	environment	environment	NOUN
easat-2933	183	12	is	be	AUX
easat-2933	183	13	noted	note	VERB
easat-2933	183	14	,	,	PUNCT
easat-2933	183	15	with	with	SCONJ
easat-2933	183	16	the	the	DET
easat-2933	183	17	microsoft	microsoft	PROPN
easat-2933	183	18	ecosystem	ecosystem	PROPN
easat-2933	183	19	being	be	AUX
easat-2933	183	20	leveraged	leverage	VERB
easat-2933	183	21	for	for	ADP
easat-2933	183	22	a	a	DET
easat-2933	183	23	streamlined	streamlined	ADJ
easat-2933	183	24	and	and	CCONJ
easat-2933	183	25	efficient	efficient	ADJ
easat-2933	183	26	experience	experience	NOUN
easat-2933	183	27	.	.	PUNCT
easat-2933	184	1	strong	strong	ADJ
easat-2933	184	2	adaptability	adaptability	NOUN
easat-2933	184	3	within	within	ADP
easat-2933	184	4	hybrid	hybrid	ADJ
easat-2933	184	5	configurations	configuration	NOUN
easat-2933	184	6	is	be	AUX
easat-2933	184	7	offered	offer	VERB
easat-2933	184	8	by	by	ADP
easat-2933	184	9	ibm	ibm	PROPN
easat-2933	184	10	qradar	qradar	PROPN
easat-2933	184	11	,	,	PUNCT
easat-2933	184	12	which	which	PRON
easat-2933	184	13	makes	make	VERB
easat-2933	184	14	it	it	PRON
easat-2933	184	15	an	an	DET
easat-2933	184	16	attractive	attractive	ADJ
easat-2933	184	17	choice	choice	NOUN
easat-2933	184	18	for	for	ADP
easat-2933	184	19	organizations	organization	NOUN
easat-2933	184	20	that	that	PRON
easat-2933	184	21	are	be	AUX
easat-2933	184	22	managing	manage	VERB
easat-2933	184	23	both	both	CCONJ
easat-2933	184	24	on	on	ADP
easat-2933	184	25	-	-	PUNCT
easat-2933	184	26	premises	premise	NOUN
easat-2933	184	27	and	and	CCONJ
easat-2933	184	28	cloud	cloud	NOUN
easat-2933	184	29	-	-	PUNCT
easat-2933	184	30	based	base	VERB
easat-2933	184	31	resources	resource	NOUN
easat-2933	184	32	.	.	PUNCT
easat-2933	185	1	the	the	DET
easat-2933	185	2	distinguishing	distinguish	VERB
easat-2933	185	3	features	feature	NOUN
easat-2933	185	4	of	of	ADP
easat-2933	185	5	splunk	splunk	NOUN
easat-2933	185	6	cloud	cloud	NOUN
easat-2933	185	7	include	include	VERB
easat-2933	185	8	powerful	powerful	ADJ
easat-2933	185	9	analytics	analytic	NOUN
easat-2933	185	10	and	and	CCONJ
easat-2933	185	11	high	high	ADJ
easat-2933	185	12	customization	customization	NOUN
easat-2933	185	13	capabilities	capability	NOUN
easat-2933	185	14	,	,	PUNCT
easat-2933	185	15	which	which	PRON
easat-2933	185	16	are	be	AUX
easat-2933	185	17	catered	cater	VERB
easat-2933	185	18	to	to	ADP
easat-2933	185	19	enterprises	enterprise	NOUN
easat-2933	185	20	that	that	PRON
easat-2933	185	21	prioritize	prioritize	VERB
easat-2933	185	22	extensive	extensive	ADJ
easat-2933	185	23	data	datum	NOUN
easat-2933	185	24	analysis	analysis	NOUN
easat-2933	185	25	and	and	CCONJ
easat-2933	185	26	flexible	flexible	ADJ
easat-2933	185	27	configurations	configuration	NOUN
easat-2933	185	28	.	.	PUNCT
easat-2933	186	1	highthroughput	highthroughput	VERB
easat-2933	186	2	data	datum	NOUN
easat-2933	186	3	management	management	NOUN
easat-2933	186	4	and	and	CCONJ
easat-2933	186	5	operational	operational	ADJ
easat-2933	186	6	simplicity	simplicity	NOUN
easat-2933	186	7	are	be	AUX
easat-2933	186	8	emphasized	emphasize	VERB
easat-2933	186	9	by	by	ADP
easat-2933	186	10	google	google	PROPN
easat-2933	186	11	chronicle	chronicle	PROPN
easat-2933	186	12	,	,	PUNCT
easat-2933	186	13	rendering	render	VERB
easat-2933	186	14	it	it	PRON
easat-2933	186	15	ideal	ideal	ADJ
easat-2933	186	16	for	for	ADP
easat-2933	186	17	large	large	ADJ
easat-2933	186	18	-	-	PUNCT
easat-2933	186	19	scale	scale	NOUN
easat-2933	186	20	environments	environment	NOUN
easat-2933	186	21	that	that	PRON
easat-2933	186	22	prioritize	prioritize	VERB
easat-2933	186	23	speed	speed	NOUN
easat-2933	186	24	and	and	CCONJ
easat-2933	186	25	ease	ease	NOUN
easat-2933	186	26	of	of	ADP
easat-2933	186	27	use	use	NOUN
easat-2933	186	28	.	.	PUNCT
easat-2933	187	1	it	it	PRON
easat-2933	187	2	has	have	AUX
easat-2933	187	3	been	be	AUX
easat-2933	187	4	observed	observe	VERB
easat-2933	187	5	that	that	SCONJ
easat-2933	187	6	azure	azure	ADJ
easat-2933	187	7	sentinel	sentinel	NOUN
easat-2933	187	8	is	be	AUX
easat-2933	187	9	optimal	optimal	ADJ
easat-2933	187	10	for	for	ADP
easat-2933	187	11	organizations	organization	NOUN
easat-2933	187	12	that	that	PRON
easat-2933	187	13	are	be	AUX
easat-2933	187	14	deeply	deeply	ADV
easat-2933	187	15	embedded	embed	VERB
easat-2933	187	16	in	in	ADP
easat-2933	187	17	azurenative	azurenative	ADJ
easat-2933	187	18	environments	environment	NOUN
easat-2933	187	19	.	.	PUNCT
easat-2933	188	1	however	however	ADV
easat-2933	188	2	,	,	PUNCT
easat-2933	188	3	it	it	PRON
easat-2933	188	4	has	have	AUX
easat-2933	188	5	been	be	AUX
easat-2933	188	6	noted	note	VERB
easat-2933	188	7	that	that	SCONJ
easat-2933	188	8	enterprises	enterprise	NOUN
easat-2933	188	9	operating	operate	VERB
easat-2933	188	10	across	across	ADP
easat-2933	188	11	hybrid	hybrid	NOUN
easat-2933	188	12	or	or	CCONJ
easat-2933	188	13	4328	4328	NUM
easat-2933	188	14	edelweiss	edelweiss	PROPN
easat-2933	188	15	applied	apply	VERB
easat-2933	188	16	science	science	NOUN
easat-2933	188	17	and	and	CCONJ
easat-2933	188	18	technology	technology	NOUN
easat-2933	188	19	issn	issn	PROPN
easat-2933	188	20	:	:	PUNCT
easat-2933	188	21	2576	2576	NUM
easat-2933	188	22	-	-	SYM
easat-2933	188	23	8484	8484	NUM
easat-2933	188	24	vol	vol	NOUN
easat-2933	188	25	.	.	PROPN
easat-2933	188	26	8	8	NUM
easat-2933	188	27	,	,	PUNCT
easat-2933	188	28	no	no	INTJ
easat-2933	188	29	.	.	NOUN
easat-2933	189	1	6	6	NUM
easat-2933	189	2	:	:	SYM
easat-2933	189	3	4319	4319	NUM
easat-2933	189	4	-	-	SYM
easat-2933	189	5	4348	4348	NUM
easat-2933	189	6	,	,	PUNCT
easat-2933	189	7	2024	2024	NUM
easat-2933	189	8	doi	doi	NOUN
easat-2933	189	9	:	:	PUNCT
easat-2933	189	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	189	11	©	©	ADP
easat-2933	189	12	2024	2024	NUM
easat-2933	189	13	by	by	ADP
easat-2933	189	14	the	the	DET
easat-2933	189	15	authors	author	NOUN
easat-2933	189	16	;	;	PUNCT
easat-2933	189	17	licensee	licensee	PROPN
easat-2933	189	18	learning	learn	VERB
easat-2933	189	19	gate	gate	NOUN
easat-2933	189	20	multi	multi	ADJ
easat-2933	189	21	-	-	ADJ
easat-2933	189	22	cloud	cloud	ADJ
easat-2933	189	23	settings	setting	NOUN
easat-2933	189	24	may	may	AUX
easat-2933	189	25	find	find	VERB
easat-2933	189	26	that	that	SCONJ
easat-2933	189	27	the	the	DET
easat-2933	189	28	versatility	versatility	NOUN
easat-2933	189	29	of	of	ADP
easat-2933	189	30	qradar	qradar	NOUN
easat-2933	189	31	or	or	CCONJ
easat-2933	189	32	the	the	DET
easat-2933	189	33	flexibility	flexibility	NOUN
easat-2933	189	34	of	of	ADP
easat-2933	189	35	splunk	splunk	NOUN
easat-2933	189	36	cloud	cloud	NOUN
easat-2933	189	37	is	be	AUX
easat-2933	189	38	better	well	ADV
easat-2933	189	39	suited	suited	ADJ
easat-2933	189	40	to	to	ADP
easat-2933	189	41	their	their	PRON
easat-2933	189	42	diverse	diverse	ADJ
easat-2933	189	43	and	and	CCONJ
easat-2933	189	44	complex	complex	ADJ
easat-2933	189	45	needs	need	NOUN
easat-2933	189	46	.	.	PUNCT
easat-2933	190	1	4.2	4.2	NUM
easat-2933	190	2	.	.	PUNCT
easat-2933	190	3	machine	machine	NOUN
easat-2933	190	4	learning	learning	NOUN
easat-2933	190	5	and	and	CCONJ
easat-2933	190	6	ai	ai	VERB
easat-2933	190	7	/	/	SYM
easat-2933	190	8	ml	ml	NOUN
easat-2933	190	9	integration	integration	NOUN
easat-2933	190	10	machine	machine	NOUN
easat-2933	190	11	learning	learning	NOUN
easat-2933	190	12	and	and	CCONJ
easat-2933	190	13	artificial	artificial	ADJ
easat-2933	190	14	intelligence	intelligence	NOUN
easat-2933	190	15	are	be	AUX
easat-2933	190	16	essential	essential	ADJ
easat-2933	190	17	elements	element	NOUN
easat-2933	190	18	of	of	ADP
easat-2933	190	19	contemporary	contemporary	ADJ
easat-2933	190	20	siem	siem	PROPN
easat-2933	190	21	platforms	platform	NOUN
easat-2933	190	22	,	,	PUNCT
easat-2933	190	23	augmenting	augment	VERB
easat-2933	190	24	their	their	PRON
easat-2933	190	25	capacity	capacity	NOUN
easat-2933	190	26	to	to	PART
easat-2933	190	27	identify	identify	VERB
easat-2933	190	28	,	,	PUNCT
easat-2933	190	29	address	address	NOUN
easat-2933	190	30	,	,	PUNCT
easat-2933	190	31	and	and	CCONJ
easat-2933	190	32	alleviate	alleviate	VERB
easat-2933	190	33	security	security	NOUN
easat-2933	190	34	threats	threat	NOUN
easat-2933	190	35	.	.	PUNCT
easat-2933	191	1	microsoft	microsoft	PROPN
easat-2933	191	2	sentinel	sentinel	PROPN
easat-2933	191	3	,	,	PUNCT
easat-2933	191	4	ibm	ibm	PROPN
easat-2933	191	5	qradar	qradar	NOUN
easat-2933	191	6	,	,	PUNCT
easat-2933	191	7	splunk	splunk	NOUN
easat-2933	191	8	cloud	cloud	NOUN
easat-2933	191	9	,	,	PUNCT
easat-2933	191	10	and	and	CCONJ
easat-2933	191	11	google	google	PROPN
easat-2933	191	12	chronicle	chronicle	PROPN
easat-2933	191	13	all	all	PRON
easat-2933	191	14	integrate	integrate	VERB
easat-2933	191	15	ai	ai	AUX
easat-2933	191	16	/	/	SYM
easat-2933	191	17	ml	ml	NOUN
easat-2933	191	18	to	to	PART
easat-2933	191	19	enhance	enhance	VERB
easat-2933	191	20	threat	threat	NOUN
easat-2933	191	21	detection	detection	NOUN
easat-2933	191	22	precision	precision	NOUN
easat-2933	191	23	and	and	CCONJ
easat-2933	191	24	diminish	diminish	VERB
easat-2933	191	25	the	the	DET
easat-2933	191	26	incidence	incidence	NOUN
easat-2933	191	27	of	of	ADP
easat-2933	191	28	false	false	ADJ
easat-2933	191	29	positives	positive	NOUN
easat-2933	191	30	that	that	PRON
easat-2933	191	31	encumber	encumber	VERB
easat-2933	191	32	security	security	NOUN
easat-2933	191	33	analysts	analyst	NOUN
easat-2933	191	34	.	.	PUNCT
easat-2933	192	1	microsoft	microsoft	PROPN
easat-2933	192	2	sentinel	sentinel	PROPN
easat-2933	192	3	employs	employ	VERB
easat-2933	192	4	sophisticated	sophisticated	ADJ
easat-2933	192	5	ai	ai	VERB
easat-2933	192	6	algorithms	algorithm	NOUN
easat-2933	192	7	for	for	ADP
easat-2933	192	8	real	real	ADJ
easat-2933	192	9	-	-	PUNCT
easat-2933	192	10	time	time	NOUN
easat-2933	192	11	threat	threat	NOUN
easat-2933	192	12	intelligence	intelligence	NOUN
easat-2933	192	13	and	and	CCONJ
easat-2933	192	14	anomaly	anomaly	NOUN
easat-2933	192	15	identification	identification	NOUN
easat-2933	192	16	.	.	PUNCT
easat-2933	193	1	using	use	VERB
easat-2933	193	2	microsoft	microsoft	PROPN
easat-2933	193	3	's	's	PART
easat-2933	193	4	comprehensive	comprehensive	ADJ
easat-2933	193	5	cloud	cloud	NOUN
easat-2933	193	6	infrastructure	infrastructure	NOUN
easat-2933	193	7	and	and	CCONJ
easat-2933	193	8	data	datum	NOUN
easat-2933	193	9	from	from	ADP
easat-2933	193	10	azure	azure	NOUN
easat-2933	193	11	's	's	PART
easat-2933	193	12	security	security	NOUN
easat-2933	193	13	services	service	NOUN
easat-2933	193	14	,	,	PUNCT
easat-2933	193	15	sentinel	sentinel	NOUN
easat-2933	193	16	can	can	AUX
easat-2933	193	17	accurately	accurately	ADV
easat-2933	193	18	identify	identify	VERB
easat-2933	193	19	suspicious	suspicious	ADJ
easat-2933	193	20	activity	activity	NOUN
easat-2933	193	21	.	.	PUNCT
easat-2933	194	1	machine	machine	NOUN
easat-2933	194	2	learning	learning	NOUN
easat-2933	194	3	models	model	NOUN
easat-2933	194	4	are	be	AUX
easat-2933	194	5	trained	train	VERB
easat-2933	194	6	on	on	ADP
easat-2933	194	7	extensive	extensive	ADJ
easat-2933	194	8	datasets	dataset	NOUN
easat-2933	194	9	,	,	PUNCT
easat-2933	194	10	enabling	enable	VERB
easat-2933	194	11	them	they	PRON
easat-2933	194	12	to	to	PART
easat-2933	194	13	discern	discern	VERB
easat-2933	194	14	trends	trend	NOUN
easat-2933	194	15	in	in	ADP
easat-2933	194	16	network	network	NOUN
easat-2933	194	17	traffic	traffic	NOUN
easat-2933	194	18	,	,	PUNCT
easat-2933	194	19	user	user	NOUN
easat-2933	194	20	behavior	behavior	NOUN
easat-2933	194	21	,	,	PUNCT
easat-2933	194	22	and	and	CCONJ
easat-2933	194	23	security	security	NOUN
easat-2933	194	24	records	record	NOUN
easat-2933	194	25	.	.	PUNCT
easat-2933	195	1	these	these	DET
easat-2933	195	2	models	model	NOUN
easat-2933	195	3	are	be	AUX
easat-2933	195	4	particularly	particularly	ADV
easat-2933	195	5	effective	effective	ADJ
easat-2933	195	6	in	in	ADP
easat-2933	195	7	identifying	identify	VERB
easat-2933	195	8	insider	insider	NOUN
easat-2933	195	9	threats	threat	NOUN
easat-2933	195	10	,	,	PUNCT
easat-2933	195	11	zero	zero	NUM
easat-2933	195	12	-	-	PUNCT
easat-2933	195	13	day	day	NOUN
easat-2933	195	14	vulnerabilities	vulnerability	NOUN
easat-2933	195	15	,	,	PUNCT
easat-2933	195	16	and	and	CCONJ
easat-2933	195	17	advanced	advanced	ADJ
easat-2933	195	18	persistent	persistent	ADJ
easat-2933	195	19	threats	threat	NOUN
easat-2933	195	20	(	(	PUNCT
easat-2933	195	21	apts	apt	NOUN
easat-2933	195	22	)	)	PUNCT
easat-2933	195	23	,	,	PUNCT
easat-2933	195	24	frequently	frequently	ADV
easat-2933	195	25	neglected	neglect	VERB
easat-2933	195	26	by	by	ADP
easat-2933	195	27	conventional	conventional	ADJ
easat-2933	195	28	rule	rule	NOUN
easat-2933	195	29	-	-	PUNCT
easat-2933	195	30	based	base	VERB
easat-2933	195	31	systems	system	NOUN
easat-2933	195	32	.	.	PUNCT
easat-2933	196	1	sentinel	sentinel	PROPN
easat-2933	196	2	employs	employ	VERB
easat-2933	196	3	machine	machine	NOUN
easat-2933	196	4	learning	learn	VERB
easat-2933	196	5	to	to	PART
easat-2933	196	6	prioritize	prioritize	VERB
easat-2933	196	7	warnings	warning	NOUN
easat-2933	196	8	,	,	PUNCT
easat-2933	196	9	guaranteeing	guarantee	VERB
easat-2933	196	10	that	that	SCONJ
easat-2933	196	11	serious	serious	ADJ
easat-2933	196	12	problems	problem	NOUN
easat-2933	196	13	receive	receive	VERB
easat-2933	196	14	quick	quick	ADJ
easat-2933	196	15	attention	attention	NOUN
easat-2933	196	16	while	while	SCONJ
easat-2933	196	17	less	less	ADV
easat-2933	196	18	significant	significant	ADJ
easat-2933	196	19	occurrences	occurrence	NOUN
easat-2933	196	20	are	be	AUX
easat-2933	196	21	managed	manage	VERB
easat-2933	196	22	automatically	automatically	ADV
easat-2933	196	23	through	through	ADP
easat-2933	196	24	playbooks	playbook	NOUN
easat-2933	196	25	integrated	integrate	VERB
easat-2933	196	26	via	via	ADP
easat-2933	196	27	logic	logic	NOUN
easat-2933	196	28	apps	app	NOUN
easat-2933	196	29	[	[	X
easat-2933	196	30	26	26	NUM
easat-2933	196	31	]	]	PUNCT
easat-2933	196	32	.	.	PUNCT
easat-2933	197	1	ibm	ibm	PROPN
easat-2933	197	2	qradar	qradar	PROPN
easat-2933	197	3	utilizes	utilize	NOUN
easat-2933	197	4	ai	ai	VERB
easat-2933	197	5	and	and	CCONJ
easat-2933	197	6	machine	machine	NOUN
easat-2933	197	7	learning	learn	VERB
easat-2933	197	8	to	to	PART
easat-2933	197	9	enhance	enhance	VERB
easat-2933	197	10	its	its	PRON
easat-2933	197	11	siem	siem	NOUN
easat-2933	197	12	functionalities	functionality	NOUN
easat-2933	197	13	.	.	PUNCT
easat-2933	198	1	qradar	qradar	PROPN
easat-2933	198	2	's	's	PART
easat-2933	198	3	watson	watson	PROPN
easat-2933	198	4	ai	ai	PROPN
easat-2933	198	5	technology	technology	NOUN
easat-2933	198	6	is	be	AUX
easat-2933	198	7	instrumental	instrumental	ADJ
easat-2933	198	8	in	in	ADP
easat-2933	198	9	the	the	DET
easat-2933	198	10	analysis	analysis	NOUN
easat-2933	198	11	of	of	ADP
easat-2933	198	12	security	security	NOUN
easat-2933	198	13	issues	issue	NOUN
easat-2933	198	14	.	.	PUNCT
easat-2933	199	1	watson	watson	PROPN
easat-2933	199	2	aggregates	aggregate	VERB
easat-2933	199	3	security	security	NOUN
easat-2933	199	4	data	datum	NOUN
easat-2933	199	5	from	from	ADP
easat-2933	199	6	many	many	ADJ
easat-2933	199	7	sources	source	NOUN
easat-2933	199	8	,	,	PUNCT
easat-2933	199	9	employs	employ	VERB
easat-2933	199	10	cognitive	cognitive	ADJ
easat-2933	199	11	analytics	analytic	NOUN
easat-2933	199	12	,	,	PUNCT
easat-2933	199	13	and	and	CCONJ
easat-2933	199	14	delivers	deliver	VERB
easat-2933	199	15	incident	incident	NOUN
easat-2933	199	16	insights	insight	NOUN
easat-2933	199	17	derived	derive	VERB
easat-2933	199	18	from	from	ADP
easat-2933	199	19	historical	historical	ADJ
easat-2933	199	20	data	datum	NOUN
easat-2933	199	21	.	.	PUNCT
easat-2933	200	1	deep	deep	ADJ
easat-2933	200	2	learning	learning	NOUN
easat-2933	200	3	models	model	NOUN
easat-2933	200	4	are	be	AUX
easat-2933	200	5	enhanced	enhance	VERB
easat-2933	200	6	progressively	progressively	ADV
easat-2933	200	7	,	,	PUNCT
easat-2933	200	8	enabling	enable	VERB
easat-2933	200	9	qradar	qradar	NOUN
easat-2933	200	10	to	to	PART
easat-2933	200	11	correlate	correlate	VERB
easat-2933	200	12	various	various	ADJ
easat-2933	200	13	indications	indication	NOUN
easat-2933	200	14	of	of	ADP
easat-2933	200	15	compromise	compromise	NOUN
easat-2933	200	16	(	(	PUNCT
easat-2933	200	17	iocs	ioc	NOUN
easat-2933	200	18	)	)	PUNCT
easat-2933	200	19	across	across	ADP
easat-2933	200	20	network	network	NOUN
easat-2933	200	21	settings	setting	NOUN
easat-2933	200	22	and	and	CCONJ
easat-2933	200	23	facilitating	facilitate	VERB
easat-2933	200	24	the	the	DET
easat-2933	200	25	early	early	ADJ
easat-2933	200	26	detection	detection	NOUN
easat-2933	200	27	of	of	ADP
easat-2933	200	28	intricate	intricate	ADJ
easat-2933	200	29	,	,	PUNCT
easat-2933	200	30	multi	multi	ADJ
easat-2933	200	31	-	-	ADJ
easat-2933	200	32	stage	stage	ADJ
easat-2933	200	33	attacks	attack	NOUN
easat-2933	200	34	.	.	PUNCT
easat-2933	201	1	this	this	DET
easat-2933	201	2	cognitive	cognitive	ADJ
easat-2933	201	3	method	method	NOUN
easat-2933	201	4	aids	aid	NOUN
easat-2933	201	5	in	in	ADP
easat-2933	201	6	contextualizing	contextualize	VERB
easat-2933	201	7	security	security	NOUN
easat-2933	201	8	incidents	incident	NOUN
easat-2933	201	9	,	,	PUNCT
easat-2933	201	10	enabling	enable	VERB
easat-2933	201	11	security	security	NOUN
easat-2933	201	12	professionals	professional	NOUN
easat-2933	201	13	to	to	PART
easat-2933	201	14	comprehend	comprehend	VERB
easat-2933	201	15	what	what	PRON
easat-2933	201	16	transpired	transpire	VERB
easat-2933	201	17	and	and	CCONJ
easat-2933	201	18	the	the	DET
easat-2933	201	19	reasons	reason	NOUN
easat-2933	201	20	and	and	CCONJ
easat-2933	201	21	mechanisms	mechanism	NOUN
easat-2933	201	22	behind	behind	ADP
easat-2933	201	23	them	they	PRON
easat-2933	201	24	[	[	X
easat-2933	201	25	27	27	NUM
easat-2933	201	26	]	]	PUNCT
easat-2933	201	27	.	.	PUNCT
easat-2933	202	1	splunk	splunk	NOUN
easat-2933	202	2	cloud	cloud	NOUN
easat-2933	202	3	,	,	PUNCT
easat-2933	202	4	recognized	recognize	VERB
easat-2933	202	5	for	for	ADP
easat-2933	202	6	its	its	PRON
easat-2933	202	7	data	datum	NOUN
easat-2933	202	8	analytics	analytic	NOUN
easat-2933	202	9	functionalities	functionality	NOUN
easat-2933	202	10	,	,	PUNCT
easat-2933	202	11	incorporates	incorporate	VERB
easat-2933	202	12	machine	machine	NOUN
easat-2933	202	13	learning	learning	NOUN
easat-2933	202	14	via	via	ADP
easat-2933	202	15	the	the	DET
easat-2933	202	16	splunk	splunk	NOUN
easat-2933	202	17	machine	machine	NOUN
easat-2933	202	18	toolkit	toolkit	NOUN
easat-2933	202	19	(	(	PUNCT
easat-2933	202	20	mltk	mltk	NOUN
easat-2933	202	21	)	)	PUNCT
easat-2933	202	22	.	.	PUNCT
easat-2933	203	1	this	this	DET
easat-2933	203	2	tool	tool	NOUN
easat-2933	203	3	set	set	VERB
easat-2933	203	4	enables	enable	VERB
easat-2933	203	5	enterprises	enterprise	NOUN
easat-2933	203	6	to	to	PART
easat-2933	203	7	develop	develop	VERB
easat-2933	203	8	bespoke	bespoke	NOUN
easat-2933	203	9	machine	machine	NOUN
easat-2933	203	10	-	-	PUNCT
easat-2933	203	11	learning	learn	VERB
easat-2933	203	12	models	model	NOUN
easat-2933	203	13	for	for	ADP
easat-2933	203	14	predicting	predict	VERB
easat-2933	203	15	security	security	NOUN
easat-2933	203	16	problems	problem	NOUN
easat-2933	203	17	and	and	CCONJ
easat-2933	203	18	detecting	detect	VERB
easat-2933	203	19	abnormalities	abnormality	NOUN
easat-2933	203	20	in	in	ADP
easat-2933	203	21	real	real	ADJ
easat-2933	203	22	-	-	PUNCT
easat-2933	203	23	time	time	NOUN
easat-2933	203	24	.	.	PUNCT
easat-2933	204	1	splunk	splunk	NOUN
easat-2933	204	2	's	's	PART
easat-2933	204	3	ai	ai	ADJ
easat-2933	204	4	-	-	PUNCT
easat-2933	204	5	driven	drive	VERB
easat-2933	204	6	insights	insight	NOUN
easat-2933	204	7	assist	assist	VERB
easat-2933	204	8	security	security	NOUN
easat-2933	204	9	teams	team	NOUN
easat-2933	204	10	in	in	ADP
easat-2933	204	11	forecasting	forecast	VERB
easat-2933	204	12	future	future	ADJ
easat-2933	204	13	assaults	assault	NOUN
easat-2933	204	14	by	by	ADP
easat-2933	204	15	examining	examine	VERB
easat-2933	204	16	historical	historical	ADJ
easat-2933	204	17	threat	threat	NOUN
easat-2933	204	18	trends	trend	NOUN
easat-2933	204	19	,	,	PUNCT
easat-2933	204	20	which	which	PRON
easat-2933	204	21	is	be	AUX
easat-2933	204	22	especially	especially	ADV
easat-2933	204	23	beneficial	beneficial	ADJ
easat-2933	204	24	for	for	ADP
easat-2933	204	25	identifying	identify	VERB
easat-2933	204	26	non	non	ADJ
easat-2933	204	27	-	-	ADJ
easat-2933	204	28	signaturebased	signaturebased	ADJ
easat-2933	204	29	threats	threat	NOUN
easat-2933	204	30	such	such	ADJ
easat-2933	204	31	as	as	ADP
easat-2933	204	32	zero	zero	NUM
easat-2933	204	33	-	-	PUNCT
easat-2933	204	34	day	day	NOUN
easat-2933	204	35	exploits	exploit	NOUN
easat-2933	204	36	.	.	PUNCT
easat-2933	205	1	splunk	splunk	NOUN
easat-2933	205	2	's	's	PART
easat-2933	205	3	anomaly	anomaly	NOUN
easat-2933	205	4	detection	detection	NOUN
easat-2933	205	5	models	model	NOUN
easat-2933	205	6	are	be	AUX
easat-2933	205	7	adaptable	adaptable	ADJ
easat-2933	205	8	,	,	PUNCT
easat-2933	205	9	enabling	enable	VERB
easat-2933	205	10	enterprises	enterprise	NOUN
easat-2933	205	11	to	to	PART
easat-2933	205	12	customize	customize	VERB
easat-2933	205	13	their	their	PRON
easat-2933	205	14	detection	detection	NOUN
easat-2933	205	15	systems	system	NOUN
easat-2933	205	16	according	accord	VERB
easat-2933	205	17	to	to	ADP
easat-2933	205	18	their	their	PRON
easat-2933	205	19	security	security	NOUN
easat-2933	205	20	needs	need	NOUN
easat-2933	205	21	and	and	CCONJ
easat-2933	205	22	threat	threat	NOUN
easat-2933	205	23	environments	environment	NOUN
easat-2933	205	24	[	[	X
easat-2933	205	25	28	28	NUM
easat-2933	205	26	]	]	PUNCT
easat-2933	205	27	.	.	PUNCT
easat-2933	206	1	machine	machine	NOUN
easat-2933	206	2	learning	learning	NOUN
easat-2933	206	3	provides	provide	VERB
easat-2933	206	4	two	two	NUM
easat-2933	206	5	essential	essential	ADJ
easat-2933	206	6	benefits	benefit	NOUN
easat-2933	206	7	on	on	ADP
easat-2933	206	8	these	these	DET
easat-2933	206	9	platforms	platform	NOUN
easat-2933	206	10	:	:	PUNCT
easat-2933	206	11	scalability	scalability	NOUN
easat-2933	206	12	and	and	CCONJ
easat-2933	206	13	adaptability	adaptability	NOUN
easat-2933	206	14	.	.	PUNCT
easat-2933	207	1	in	in	ADP
easat-2933	207	2	contrast	contrast	NOUN
easat-2933	207	3	to	to	ADP
easat-2933	207	4	conventional	conventional	ADJ
easat-2933	207	5	siem	siem	NOUN
easat-2933	207	6	systems	system	NOUN
easat-2933	207	7	that	that	PRON
easat-2933	207	8	depend	depend	VERB
easat-2933	207	9	on	on	ADP
easat-2933	207	10	static	static	ADJ
easat-2933	207	11	rule	rule	NOUN
easat-2933	207	12	-	-	PUNCT
easat-2933	207	13	based	base	VERB
easat-2933	207	14	engines	engine	NOUN
easat-2933	207	15	,	,	PUNCT
easat-2933	207	16	ai	ai	ADJ
easat-2933	207	17	-	-	PUNCT
easat-2933	207	18	driven	drive	VERB
easat-2933	207	19	siems	siem	NOUN
easat-2933	207	20	can	can	AUX
easat-2933	207	21	adjust	adjust	VERB
easat-2933	207	22	to	to	ADP
easat-2933	207	23	emerging	emerge	VERB
easat-2933	207	24	risks	risk	NOUN
easat-2933	207	25	.	.	PUNCT
easat-2933	208	1	machine	machine	NOUN
easat-2933	208	2	learning	learning	NOUN
easat-2933	208	3	models	model	NOUN
easat-2933	208	4	can	can	AUX
easat-2933	208	5	undergo	undergo	VERB
easat-2933	208	6	continual	continual	ADJ
easat-2933	208	7	training	training	NOUN
easat-2933	208	8	,	,	PUNCT
easat-2933	208	9	enabling	enable	VERB
easat-2933	208	10	them	they	PRON
easat-2933	208	11	to	to	PART
easat-2933	208	12	identify	identify	VERB
easat-2933	208	13	new	new	ADJ
easat-2933	208	14	attack	attack	NOUN
easat-2933	208	15	vectors	vector	NOUN
easat-2933	208	16	that	that	PRON
easat-2933	208	17	may	may	AUX
easat-2933	208	18	not	not	PART
easat-2933	208	19	align	align	VERB
easat-2933	208	20	with	with	ADP
easat-2933	208	21	established	establish	VERB
easat-2933	208	22	security	security	NOUN
easat-2933	208	23	protocols	protocol	NOUN
easat-2933	208	24	.	.	PUNCT
easat-2933	209	1	this	this	DET
easat-2933	209	2	adaptability	adaptability	NOUN
easat-2933	209	3	is	be	AUX
easat-2933	209	4	essential	essential	ADJ
easat-2933	209	5	as	as	SCONJ
easat-2933	209	6	cyber	cyber	NOUN
easat-2933	209	7	threats	threat	NOUN
easat-2933	209	8	grow	grow	VERB
easat-2933	209	9	increasingly	increasingly	ADV
easat-2933	209	10	sophisticated	sophisticated	ADJ
easat-2933	209	11	,	,	PUNCT
easat-2933	209	12	frequently	frequently	ADV
easat-2933	209	13	incorporating	incorporate	VERB
easat-2933	209	14	multi	multi	ADJ
easat-2933	209	15	-	-	ADJ
easat-2933	209	16	stage	stage	ADJ
easat-2933	209	17	operations	operation	NOUN
easat-2933	209	18	that	that	PRON
easat-2933	209	19	combine	combine	VERB
easat-2933	209	20	social	social	ADJ
easat-2933	209	21	engineering	engineering	NOUN
easat-2933	209	22	,	,	PUNCT
easat-2933	209	23	malware	malware	NOUN
easat-2933	209	24	,	,	PUNCT
easat-2933	209	25	and	and	CCONJ
easat-2933	209	26	data	datum	NOUN
easat-2933	209	27	exfiltration	exfiltration	NOUN
easat-2933	209	28	[	[	X
easat-2933	209	29	29	29	NUM
easat-2933	209	30	]	]	PUNCT
easat-2933	209	31	.	.	PUNCT
easat-2933	210	1	furthermore	furthermore	ADV
easat-2933	210	2	,	,	PUNCT
easat-2933	210	3	ai	ai	AUX
easat-2933	210	4	and	and	CCONJ
easat-2933	210	5	ml	ml	AUX
easat-2933	210	6	reduce	reduce	VERB
easat-2933	210	7	the	the	DET
easat-2933	210	8	time	time	NOUN
easat-2933	210	9	necessary	necessary	ADJ
easat-2933	210	10	for	for	ADP
easat-2933	210	11	danger	danger	NOUN
easat-2933	210	12	identification	identification	NOUN
easat-2933	210	13	and	and	CCONJ
easat-2933	210	14	response	response	NOUN
easat-2933	210	15	.	.	PUNCT
easat-2933	211	1	by	by	ADP
easat-2933	211	2	automating	automate	VERB
easat-2933	211	3	everyday	everyday	ADJ
easat-2933	211	4	operations	operation	NOUN
easat-2933	211	5	such	such	ADJ
easat-2933	211	6	as	as	ADP
easat-2933	211	7	log	log	NOUN
easat-2933	211	8	analysis	analysis	NOUN
easat-2933	211	9	,	,	PUNCT
easat-2933	211	10	alert	alert	NOUN
easat-2933	211	11	triage	triage	NOUN
easat-2933	211	12	,	,	PUNCT
easat-2933	211	13	and	and	CCONJ
easat-2933	211	14	incident	incident	NOUN
easat-2933	211	15	correlation	correlation	NOUN
easat-2933	211	16	,	,	PUNCT
easat-2933	211	17	ai	ai	VERB
easat-2933	211	18	allows	allow	VERB
easat-2933	211	19	security	security	NOUN
easat-2933	211	20	analysts	analyst	NOUN
easat-2933	211	21	to	to	PART
easat-2933	211	22	concentrate	concentrate	VERB
easat-2933	211	23	on	on	ADP
easat-2933	211	24	more	more	ADJ
easat-2933	211	25	complex	complex	ADJ
easat-2933	211	26	investigations	investigation	NOUN
easat-2933	211	27	,	,	PUNCT
easat-2933	211	28	thus	thus	ADV
easat-2933	211	29	enhancing	enhance	VERB
easat-2933	211	30	overall	overall	ADJ
easat-2933	211	31	soc	soc	NOUN
easat-2933	211	32	efficiency	efficiency	NOUN
easat-2933	211	33	.	.	PUNCT
easat-2933	212	1	research	research	NOUN
easat-2933	212	2	demonstrates	demonstrate	VERB
easat-2933	212	3	that	that	SCONJ
easat-2933	212	4	ai	ai	NOUN
easat-2933	212	5	-	-	PUNCT
easat-2933	212	6	driven	drive	VERB
easat-2933	212	7	siems	siem	NOUN
easat-2933	212	8	can	can	AUX
easat-2933	212	9	decrease	decrease	VERB
easat-2933	212	10	incident	incident	NOUN
easat-2933	212	11	response	response	NOUN
easat-2933	212	12	durations	duration	NOUN
easat-2933	212	13	by	by	ADP
easat-2933	212	14	as	as	ADV
easat-2933	212	15	much	much	ADJ
easat-2933	212	16	as	as	ADP
easat-2933	212	17	70	70	NUM
easat-2933	212	18	%	%	NOUN
easat-2933	212	19	,	,	PUNCT
easat-2933	212	20	making	make	VERB
easat-2933	212	21	them	they	PRON
easat-2933	212	22	essential	essential	ADJ
easat-2933	212	23	for	for	ADP
easat-2933	212	24	alleviating	alleviate	VERB
easat-2933	212	25	the	the	DET
easat-2933	212	26	effects	effect	NOUN
easat-2933	212	27	of	of	ADP
easat-2933	212	28	cyberattacks	cyberattack	NOUN
easat-2933	212	29	[	[	X
easat-2933	212	30	30	30	NUM
easat-2933	212	31	]	]	PUNCT
easat-2933	212	32	.	.	PUNCT
easat-2933	213	1	4329	4329	NUM
easat-2933	214	1	edelweiss	edelweiss	PROPN
easat-2933	214	2	applied	apply	VERB
easat-2933	214	3	science	science	NOUN
easat-2933	214	4	and	and	CCONJ
easat-2933	214	5	technology	technology	NOUN
easat-2933	214	6	issn	issn	PROPN
easat-2933	214	7	:	:	PUNCT
easat-2933	214	8	2576	2576	NUM
easat-2933	214	9	-	-	SYM
easat-2933	214	10	8484	8484	NUM
easat-2933	214	11	vol	vol	NOUN
easat-2933	214	12	.	.	PROPN
easat-2933	214	13	8	8	NUM
easat-2933	214	14	,	,	PUNCT
easat-2933	214	15	no	no	INTJ
easat-2933	214	16	.	.	NOUN
easat-2933	215	1	6	6	NUM
easat-2933	215	2	:	:	SYM
easat-2933	215	3	4319	4319	NUM
easat-2933	215	4	-	-	SYM
easat-2933	215	5	4348	4348	NUM
easat-2933	215	6	,	,	PUNCT
easat-2933	215	7	2024	2024	NUM
easat-2933	215	8	doi	doi	NOUN
easat-2933	215	9	:	:	PUNCT
easat-2933	215	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	215	11	©	©	ADP
easat-2933	215	12	2024	2024	NUM
easat-2933	215	13	by	by	ADP
easat-2933	215	14	the	the	DET
easat-2933	215	15	authors	author	NOUN
easat-2933	215	16	;	;	PUNCT
easat-2933	215	17	licensee	licensee	PROPN
easat-2933	215	18	learning	learning	NOUN
easat-2933	215	19	gate	gate	NOUN
easat-2933	215	20	nonetheless	nonetheless	ADV
easat-2933	215	21	,	,	PUNCT
easat-2933	215	22	integrating	integrate	VERB
easat-2933	215	23	ai	ai	INTJ
easat-2933	215	24	and	and	CCONJ
easat-2933	215	25	ml	ml	X
easat-2933	215	26	poses	pose	NOUN
easat-2933	215	27	obstacles	obstacle	NOUN
easat-2933	215	28	,	,	PUNCT
easat-2933	215	29	especially	especially	ADV
easat-2933	215	30	with	with	ADP
easat-2933	215	31	model	model	NOUN
easat-2933	215	32	correctness	correctness	NOUN
easat-2933	215	33	and	and	CCONJ
easat-2933	215	34	the	the	DET
easat-2933	215	35	necessity	necessity	NOUN
easat-2933	215	36	for	for	ADP
easat-2933	215	37	high	high	ADJ
easat-2933	215	38	-	-	PUNCT
easat-2933	215	39	quality	quality	NOUN
easat-2933	215	40	training	training	NOUN
easat-2933	215	41	data	datum	NOUN
easat-2933	215	42	.	.	PUNCT
easat-2933	216	1	an	an	DET
easat-2933	216	2	ml	ml	NOUN
easat-2933	216	3	model	model	NOUN
easat-2933	216	4	trained	train	VERB
easat-2933	216	5	in	in	ADP
easat-2933	216	6	incomplete	incomplete	ADJ
easat-2933	216	7	or	or	CCONJ
easat-2933	216	8	biased	biased	ADJ
easat-2933	216	9	data	datum	NOUN
easat-2933	216	10	may	may	AUX
easat-2933	216	11	produce	produce	VERB
easat-2933	216	12	false	false	ADJ
easat-2933	216	13	positives	positive	NOUN
easat-2933	216	14	or	or	CCONJ
easat-2933	216	15	fail	fail	VERB
easat-2933	216	16	to	to	PART
easat-2933	216	17	identify	identify	VERB
easat-2933	216	18	authentic	authentic	ADJ
easat-2933	216	19	threats	threat	NOUN
easat-2933	216	20	.	.	PUNCT
easat-2933	217	1	regularly	regularly	ADV
easat-2933	217	2	updating	update	VERB
easat-2933	217	3	ai	ai	NOUN
easat-2933	217	4	/	/	SYM
easat-2933	217	5	ml	ml	NOUN
easat-2933	217	6	systems	system	NOUN
easat-2933	217	7	with	with	ADP
easat-2933	217	8	precise	precise	ADJ
easat-2933	217	9	threat	threat	NOUN
easat-2933	217	10	intelligence	intelligence	NOUN
easat-2933	217	11	is	be	AUX
easat-2933	217	12	crucial	crucial	ADJ
easat-2933	217	13	for	for	ADP
easat-2933	217	14	sustaining	sustain	VERB
easat-2933	217	15	their	their	PRON
easat-2933	217	16	effectiveness	effectiveness	NOUN
easat-2933	217	17	.	.	PUNCT
easat-2933	218	1	moreover	moreover	ADV
easat-2933	218	2	,	,	PUNCT
easat-2933	218	3	there	there	PRON
easat-2933	218	4	are	be	VERB
easat-2933	218	5	apprehensions	apprehension	NOUN
easat-2933	218	6	regarding	regard	VERB
easat-2933	218	7	the	the	DET
easat-2933	218	8	ethical	ethical	ADJ
easat-2933	218	9	use	use	NOUN
easat-2933	218	10	of	of	ADP
easat-2933	218	11	ai	ai	NOUN
easat-2933	218	12	,	,	PUNCT
easat-2933	218	13	especially	especially	ADV
easat-2933	218	14	with	with	ADP
easat-2933	218	15	data	data	NOUN
easat-2933	218	16	processing	processing	NOUN
easat-2933	218	17	and	and	CCONJ
easat-2933	218	18	utilization	utilization	NOUN
easat-2933	218	19	in	in	ADP
easat-2933	218	20	threat	threat	NOUN
easat-2933	218	21	detection	detection	NOUN
easat-2933	218	22	,	,	PUNCT
easat-2933	218	23	necessitating	necessitate	VERB
easat-2933	218	24	further	further	ADJ
easat-2933	218	25	investigation	investigation	NOUN
easat-2933	218	26	.	.	PUNCT
easat-2933	219	1	incorporating	incorporate	VERB
easat-2933	219	2	ai	ai	NOUN
easat-2933	219	3	and	and	CCONJ
easat-2933	219	4	machine	machine	NOUN
easat-2933	219	5	learning	learning	NOUN
easat-2933	219	6	in	in	ADP
easat-2933	219	7	cloud	cloud	ADJ
easat-2933	219	8	-	-	PUNCT
easat-2933	219	9	native	native	ADJ
easat-2933	219	10	siems	siem	NOUN
easat-2933	219	11	such	such	ADJ
easat-2933	219	12	as	as	ADP
easat-2933	219	13	microsoft	microsoft	PROPN
easat-2933	219	14	sentinel	sentinel	PROPN
easat-2933	219	15	,	,	PUNCT
easat-2933	219	16	ibm	ibm	PROPN
easat-2933	219	17	qradar	qradar	NOUN
easat-2933	219	18	,	,	PUNCT
easat-2933	219	19	splunk	splunk	NOUN
easat-2933	219	20	cloud	cloud	NOUN
easat-2933	219	21	,	,	PUNCT
easat-2933	219	22	and	and	CCONJ
easat-2933	219	23	google	google	PROPN
easat-2933	219	24	chronicle	chronicle	PROPN
easat-2933	219	25	is	be	AUX
easat-2933	219	26	revolutionizing	revolutionize	VERB
easat-2933	219	27	cybersecurity	cybersecurity	NOUN
easat-2933	219	28	.	.	PUNCT
easat-2933	220	1	these	these	DET
easat-2933	220	2	platforms	platform	NOUN
easat-2933	220	3	provide	provide	VERB
easat-2933	220	4	enhanced	enhanced	ADJ
easat-2933	220	5	threat	threat	NOUN
easat-2933	220	6	detection	detection	NOUN
easat-2933	220	7	accuracy	accuracy	NOUN
easat-2933	220	8	,	,	PUNCT
easat-2933	220	9	expedited	expedite	VERB
easat-2933	220	10	incident	incident	NOUN
easat-2933	220	11	response	response	NOUN
easat-2933	220	12	times	time	NOUN
easat-2933	220	13	,	,	PUNCT
easat-2933	220	14	and	and	CCONJ
easat-2933	220	15	superior	superior	ADJ
easat-2933	220	16	adaptability	adaptability	NOUN
easat-2933	220	17	to	to	ADP
easat-2933	220	18	emerging	emerge	VERB
easat-2933	220	19	threats	threat	NOUN
easat-2933	220	20	.	.	PUNCT
easat-2933	221	1	as	as	ADP
easat-2933	221	2	ai	ai	VERB
easat-2933	221	3	/	/	SYM
easat-2933	221	4	ml	ml	PROPN
easat-2933	221	5	technologies	technology	NOUN
easat-2933	221	6	advance	advance	NOUN
easat-2933	221	7	,	,	PUNCT
easat-2933	221	8	their	their	PRON
easat-2933	221	9	significance	significance	NOUN
easat-2933	221	10	in	in	ADP
easat-2933	221	11	siem	siem	NOUN
easat-2933	221	12	platforms	platform	NOUN
easat-2933	221	13	will	will	AUX
easat-2933	221	14	become	become	VERB
easat-2933	221	15	increasingly	increasingly	ADV
easat-2933	221	16	vital	vital	ADJ
easat-2933	221	17	for	for	ADP
easat-2933	221	18	sustaining	sustain	VERB
easat-2933	221	19	strong	strong	ADJ
easat-2933	221	20	cybersecurity	cybersecurity	NOUN
easat-2933	221	21	measures	measure	NOUN
easat-2933	221	22	in	in	ADP
easat-2933	221	23	complex	complex	ADJ
easat-2933	221	24	digital	digital	ADJ
easat-2933	221	25	landscapes	landscape	NOUN
easat-2933	221	26	.	.	PUNCT
easat-2933	222	1	4.3	4.3	NUM
easat-2933	222	2	.	.	PUNCT
easat-2933	222	3	ecosystem	ecosystem	NOUN
easat-2933	222	4	considerations	consideration	NOUN
easat-2933	222	5	the	the	DET
easat-2933	222	6	cybersecurity	cybersecurity	NOUN
easat-2933	222	7	environment	environment	NOUN
easat-2933	222	8	is	be	AUX
easat-2933	222	9	crucial	crucial	ADJ
easat-2933	222	10	in	in	ADP
easat-2933	222	11	assessing	assess	VERB
easat-2933	222	12	the	the	DET
easat-2933	222	13	efficacy	efficacy	NOUN
easat-2933	222	14	of	of	ADP
easat-2933	222	15	an	an	DET
easat-2933	222	16	siem	siem	NOUN
easat-2933	222	17	platform	platform	NOUN
easat-2933	222	18	.	.	PUNCT
easat-2933	223	1	microsoft	microsoft	PROPN
easat-2933	223	2	sentinel	sentinel	PROPN
easat-2933	223	3	is	be	AUX
easat-2933	223	4	intricately	intricately	ADV
easat-2933	223	5	embedded	embed	VERB
easat-2933	223	6	inside	inside	ADP
easat-2933	223	7	the	the	DET
easat-2933	223	8	microsoft	microsoft	PROPN
easat-2933	223	9	azure	azure	PROPN
easat-2933	223	10	environment	environment	PROPN
easat-2933	223	11	,	,	PUNCT
easat-2933	223	12	providing	provide	VERB
easat-2933	223	13	specific	specific	ADJ
easat-2933	223	14	advantages	advantage	NOUN
easat-2933	223	15	for	for	ADP
easat-2933	223	16	enterprises	enterprise	NOUN
easat-2933	223	17	that	that	PRON
easat-2933	223	18	predominantly	predominantly	ADV
easat-2933	223	19	utilize	utilize	VERB
easat-2933	223	20	microsoft	microsoft	PROPN
easat-2933	223	21	services	service	NOUN
easat-2933	223	22	.	.	PUNCT
easat-2933	224	1	the	the	DET
easat-2933	224	2	seamless	seamless	ADJ
easat-2933	224	3	connection	connection	NOUN
easat-2933	224	4	with	with	ADP
easat-2933	224	5	azure	azure	ADJ
easat-2933	224	6	active	active	ADJ
easat-2933	224	7	directory	directory	NOUN
easat-2933	224	8	,	,	PUNCT
easat-2933	224	9	microsoft	microsoft	PROPN
easat-2933	224	10	defender	defender	NOUN
easat-2933	224	11	,	,	PUNCT
easat-2933	224	12	and	and	CCONJ
easat-2933	224	13	office	office	NOUN
easat-2933	224	14	365	365	NUM
easat-2933	224	15	,	,	PUNCT
easat-2933	224	16	along	along	ADP
easat-2933	224	17	with	with	ADP
easat-2933	224	18	other	other	ADJ
easat-2933	224	19	azure	azure	ADJ
easat-2933	224	20	-	-	PUNCT
easat-2933	224	21	native	native	ADJ
easat-2933	224	22	services	service	NOUN
easat-2933	224	23	,	,	PUNCT
easat-2933	224	24	establishes	establish	VERB
easat-2933	224	25	a	a	DET
easat-2933	224	26	unified	unified	ADJ
easat-2933	224	27	security	security	NOUN
easat-2933	224	28	framework	framework	NOUN
easat-2933	224	29	that	that	PRON
easat-2933	224	30	can	can	AUX
easat-2933	224	31	effortlessly	effortlessly	ADV
easat-2933	224	32	expand	expand	VERB
easat-2933	224	33	across	across	ADP
easat-2933	224	34	large	large	ADJ
easat-2933	224	35	companies	company	NOUN
easat-2933	224	36	.	.	PUNCT
easat-2933	225	1	this	this	DET
easat-2933	225	2	seamless	seamless	ADJ
easat-2933	225	3	integration	integration	NOUN
easat-2933	225	4	enables	enable	VERB
easat-2933	225	5	sentinel	sentinel	NOUN
easat-2933	225	6	to	to	PART
easat-2933	225	7	deliver	deliver	VERB
easat-2933	225	8	comprehensive	comprehensive	ADJ
easat-2933	225	9	threat	threat	NOUN
easat-2933	225	10	detection	detection	NOUN
easat-2933	225	11	,	,	PUNCT
easat-2933	225	12	encompassing	encompass	VERB
easat-2933	225	13	identity	identity	NOUN
easat-2933	225	14	management	management	NOUN
easat-2933	225	15	,	,	PUNCT
easat-2933	225	16	device	device	NOUN
easat-2933	225	17	security	security	NOUN
easat-2933	225	18	,	,	PUNCT
easat-2933	225	19	and	and	CCONJ
easat-2933	225	20	network	network	NOUN
easat-2933	225	21	monitoring	monitoring	NOUN
easat-2933	225	22	inside	inside	ADP
easat-2933	225	23	a	a	DET
easat-2933	225	24	unified	unified	ADJ
easat-2933	225	25	ecosystem	ecosystem	NOUN
easat-2933	225	26	[	[	X
easat-2933	225	27	31	31	NUM
easat-2933	225	28	]	]	PUNCT
easat-2933	225	29	.	.	PUNCT
easat-2933	226	1	one	one	NUM
easat-2933	226	2	of	of	ADP
easat-2933	226	3	the	the	DET
easat-2933	226	4	prominent	prominent	ADJ
easat-2933	226	5	aspects	aspect	NOUN
easat-2933	226	6	of	of	ADP
easat-2933	226	7	sentinel	sentinel	NOUN
easat-2933	226	8	is	be	AUX
easat-2933	226	9	its	its	PRON
easat-2933	226	10	inherent	inherent	ADJ
easat-2933	226	11	integration	integration	NOUN
easat-2933	226	12	with	with	ADP
easat-2933	226	13	azure	azure	ADJ
easat-2933	226	14	services	service	NOUN
easat-2933	226	15	,	,	PUNCT
easat-2933	226	16	enabling	enable	VERB
easat-2933	226	17	real	real	ADJ
easat-2933	226	18	-	-	PUNCT
easat-2933	226	19	time	time	NOUN
easat-2933	226	20	monitoring	monitoring	NOUN
easat-2933	226	21	and	and	CCONJ
easat-2933	226	22	threat	threat	NOUN
easat-2933	226	23	detection	detection	NOUN
easat-2933	226	24	across	across	ADP
easat-2933	226	25	azure	azure	ADJ
easat-2933	226	26	workloads	workload	NOUN
easat-2933	226	27	.	.	PUNCT
easat-2933	227	1	this	this	DET
easat-2933	227	2	connection	connection	NOUN
easat-2933	227	3	encompasses	encompass	VERB
easat-2933	227	4	the	the	DET
easat-2933	227	5	azure	azure	ADJ
easat-2933	227	6	monitor	monitor	NOUN
easat-2933	227	7	and	and	CCONJ
easat-2933	227	8	azure	azure	ADJ
easat-2933	227	9	security	security	NOUN
easat-2933	227	10	center	center	NOUN
easat-2933	227	11	,	,	PUNCT
easat-2933	227	12	offering	offer	VERB
easat-2933	227	13	comprehensive	comprehensive	ADJ
easat-2933	227	14	insights	insight	NOUN
easat-2933	227	15	into	into	ADP
easat-2933	227	16	system	system	NOUN
easat-2933	227	17	health	health	NOUN
easat-2933	227	18	and	and	CCONJ
easat-2933	227	19	potential	potential	ADJ
easat-2933	227	20	security	security	NOUN
easat-2933	227	21	vulnerabilities	vulnerability	NOUN
easat-2933	227	22	.	.	PUNCT
easat-2933	228	1	the	the	DET
easat-2933	228	2	close	close	ADJ
easat-2933	228	3	integration	integration	NOUN
easat-2933	228	4	with	with	ADP
easat-2933	228	5	azure	azure	NOUN
easat-2933	228	6	services	service	NOUN
easat-2933	228	7	facilitates	facilitate	VERB
easat-2933	228	8	the	the	DET
easat-2933	228	9	swift	swift	ADJ
easat-2933	228	10	deployment	deployment	NOUN
easat-2933	228	11	of	of	ADP
easat-2933	228	12	automated	automate	VERB
easat-2933	228	13	playbooks	playbook	NOUN
easat-2933	228	14	using	use	VERB
easat-2933	228	15	logic	logic	NOUN
easat-2933	228	16	apps	app	NOUN
easat-2933	228	17	,	,	PUNCT
easat-2933	228	18	optimizing	optimize	VERB
easat-2933	228	19	responses	response	NOUN
easat-2933	228	20	to	to	ADP
easat-2933	228	21	threats	threat	NOUN
easat-2933	228	22	,	,	PUNCT
easat-2933	228	23	including	include	VERB
easat-2933	228	24	ransomware	ransomware	NOUN
easat-2933	228	25	assaults	assault	NOUN
easat-2933	228	26	,	,	PUNCT
easat-2933	228	27	ddos	ddos	NOUN
easat-2933	228	28	attempts	attempt	NOUN
easat-2933	228	29	,	,	PUNCT
easat-2933	228	30	and	and	CCONJ
easat-2933	228	31	insider	insider	NOUN
easat-2933	228	32	threats	threat	NOUN
easat-2933	228	33	.	.	PUNCT
easat-2933	229	1	organizations	organization	NOUN
easat-2933	229	2	utilizing	utilize	VERB
easat-2933	229	3	azure	azure	NOUN
easat-2933	229	4	's	's	PART
easat-2933	229	5	cloud	cloud	NOUN
easat-2933	229	6	services	service	NOUN
easat-2933	229	7	can	can	AUX
easat-2933	229	8	fully	fully	ADV
easat-2933	229	9	leverage	leverage	VERB
easat-2933	229	10	sentinel	sentinel	NOUN
easat-2933	229	11	's	's	PART
easat-2933	229	12	functionalities	functionality	NOUN
easat-2933	229	13	without	without	ADP
easat-2933	229	14	investing	invest	VERB
easat-2933	229	15	in	in	ADP
easat-2933	229	16	third	third	ADJ
easat-2933	229	17	-	-	PUNCT
easat-2933	229	18	party	party	NOUN
easat-2933	229	19	security	security	NOUN
easat-2933	229	20	solutions	solution	NOUN
easat-2933	229	21	[	[	X
easat-2933	229	22	32	32	NUM
easat-2933	229	23	]	]	PUNCT
easat-2933	229	24	.	.	PUNCT
easat-2933	230	1	nonetheless	nonetheless	ADV
easat-2933	230	2	,	,	PUNCT
easat-2933	230	3	sentinel	sentinel	PROPN
easat-2933	230	4	's	's	PART
easat-2933	230	5	pronounced	pronounce	VERB
easat-2933	230	6	emphasis	emphasis	NOUN
easat-2933	230	7	on	on	ADP
easat-2933	230	8	azure	azure	NOUN
easat-2933	230	9	may	may	AUX
easat-2933	230	10	provide	provide	VERB
easat-2933	230	11	a	a	DET
easat-2933	230	12	constraint	constraint	NOUN
easat-2933	230	13	for	for	ADP
easat-2933	230	14	enterprises	enterprise	NOUN
easat-2933	230	15	operating	operate	VERB
easat-2933	230	16	inside	inside	ADP
easat-2933	230	17	multi	multi	ADJ
easat-2933	230	18	-	-	ADJ
easat-2933	230	19	cloud	cloud	ADJ
easat-2933	230	20	or	or	CCONJ
easat-2933	230	21	hybrid	hybrid	ADJ
easat-2933	230	22	cloud	cloud	NOUN
easat-2933	230	23	frameworks	framework	NOUN
easat-2933	230	24	.	.	PUNCT
easat-2933	231	1	companies	company	NOUN
easat-2933	231	2	utilizing	utilize	VERB
easat-2933	231	3	aws	aw	NOUN
easat-2933	231	4	or	or	CCONJ
easat-2933	231	5	google	google	PROPN
easat-2933	231	6	cloud	cloud	PROPN
easat-2933	231	7	alongside	alongside	ADP
easat-2933	231	8	azure	azure	NOUN
easat-2933	231	9	may	may	AUX
easat-2933	231	10	perceive	perceive	VERB
easat-2933	231	11	sentinel	sentinel	NOUN
easat-2933	231	12	's	's	PART
easat-2933	231	13	close	close	ADJ
easat-2933	231	14	integration	integration	NOUN
easat-2933	231	15	as	as	ADP
easat-2933	231	16	a	a	DET
easat-2933	231	17	double	double	ADJ
easat-2933	231	18	-	-	PUNCT
easat-2933	231	19	edged	edge	VERB
easat-2933	231	20	sword	sword	NOUN
easat-2933	231	21	.	.	PUNCT
easat-2933	232	1	although	although	SCONJ
easat-2933	232	2	sentinel	sentinel	NOUN
easat-2933	232	3	may	may	AUX
easat-2933	232	4	assimilate	assimilate	VERB
easat-2933	232	5	data	datum	NOUN
easat-2933	232	6	from	from	ADP
easat-2933	232	7	aws	aw	NOUN
easat-2933	232	8	and	and	CCONJ
easat-2933	232	9	google	google	PROPN
easat-2933	232	10	cloud	cloud	PROPN
easat-2933	232	11	,	,	PUNCT
easat-2933	232	12	its	its	PRON
easat-2933	232	13	efficiency	efficiency	NOUN
easat-2933	232	14	may	may	AUX
easat-2933	232	15	not	not	PART
easat-2933	232	16	be	be	AUX
easat-2933	232	17	as	as	ADV
easat-2933	232	18	fluid	fluid	ADJ
easat-2933	232	19	as	as	SCONJ
easat-2933	232	20	its	its	PRON
easat-2933	232	21	operations	operation	NOUN
easat-2933	232	22	unique	unique	ADJ
easat-2933	232	23	to	to	PART
easat-2933	232	24	azure	azure	VERB
easat-2933	232	25	.	.	PUNCT
easat-2933	233	1	platforms	platform	NOUN
easat-2933	233	2	such	such	ADJ
easat-2933	233	3	as	as	ADP
easat-2933	233	4	splunk	splunk	NOUN
easat-2933	233	5	cloud	cloud	NOUN
easat-2933	233	6	or	or	CCONJ
easat-2933	233	7	ibm	ibm	PROPN
easat-2933	233	8	qradar	qradar	PROPN
easat-2933	233	9	may	may	AUX
easat-2933	233	10	provide	provide	VERB
easat-2933	233	11	greater	great	ADJ
easat-2933	233	12	flexibility	flexibility	NOUN
easat-2933	233	13	.	.	PUNCT
easat-2933	234	1	qradar	qradar	NOUN
easat-2933	234	2	and	and	CCONJ
easat-2933	234	3	splunk	splunk	NOUN
easat-2933	234	4	cloud	cloud	NOUN
easat-2933	234	5	are	be	AUX
easat-2933	234	6	engineered	engineer	VERB
easat-2933	234	7	to	to	PART
easat-2933	234	8	be	be	AUX
easat-2933	234	9	more	more	ADV
easat-2933	234	10	cloud	cloud	ADJ
easat-2933	234	11	-	-	PUNCT
easat-2933	234	12	agnostic	agnostic	ADJ
easat-2933	234	13	,	,	PUNCT
easat-2933	234	14	offering	offer	VERB
easat-2933	234	15	enhanced	enhance	VERB
easat-2933	234	16	support	support	NOUN
easat-2933	234	17	for	for	ADP
easat-2933	234	18	enterprises	enterprise	NOUN
easat-2933	234	19	with	with	ADP
easat-2933	234	20	varied	varied	ADJ
easat-2933	234	21	cloud	cloud	NOUN
easat-2933	234	22	infrastructures	infrastructure	NOUN
easat-2933	234	23	.	.	PUNCT
easat-2933	235	1	qradar	qradar	PROPN
easat-2933	235	2	provides	provide	VERB
easat-2933	235	3	extensive	extensive	ADJ
easat-2933	235	4	hybrid	hybrid	ADJ
easat-2933	235	5	cloud	cloud	NOUN
easat-2933	235	6	compatibility	compatibility	NOUN
easat-2933	235	7	,	,	PUNCT
easat-2933	235	8	rendering	render	VERB
easat-2933	235	9	it	it	PRON
easat-2933	235	10	appropriate	appropriate	ADJ
easat-2933	235	11	for	for	ADP
easat-2933	235	12	organizations	organization	NOUN
easat-2933	235	13	operating	operate	VERB
easat-2933	235	14	in	in	ADP
easat-2933	235	15	both	both	DET
easat-2933	235	16	on	on	ADP
easat-2933	235	17	-	-	PUNCT
easat-2933	235	18	premises	premise	NOUN
easat-2933	235	19	and	and	CCONJ
easat-2933	235	20	cloud	cloud	NOUN
easat-2933	235	21	settings	setting	NOUN
easat-2933	235	22	[	[	X
easat-2933	235	23	33	33	NUM
easat-2933	235	24	]	]	PUNCT
easat-2933	235	25	.	.	PUNCT
easat-2933	236	1	splunk	splunk	NOUN
easat-2933	236	2	cloud	cloud	NOUN
easat-2933	236	3	excels	excel	NOUN
easat-2933	236	4	in	in	ADP
easat-2933	236	5	multi	multi	ADJ
easat-2933	236	6	-	-	ADJ
easat-2933	236	7	cloud	cloud	ADJ
easat-2933	236	8	scenarios	scenario	NOUN
easat-2933	236	9	owing	owe	VERB
easat-2933	236	10	to	to	ADP
easat-2933	236	11	its	its	PRON
easat-2933	236	12	highly	highly	ADV
easat-2933	236	13	customizable	customizable	ADJ
easat-2933	236	14	data	data	NOUN
easat-2933	236	15	ingestion	ingestion	NOUN
easat-2933	236	16	functionalities	functionality	NOUN
easat-2933	236	17	.	.	PUNCT
easat-2933	237	1	it	it	PRON
easat-2933	237	2	can	can	AUX
easat-2933	237	3	interact	interact	VERB
easat-2933	237	4	with	with	ADP
easat-2933	237	5	several	several	ADJ
easat-2933	237	6	cloud	cloud	NOUN
easat-2933	237	7	providers	provider	NOUN
easat-2933	237	8	,	,	PUNCT
easat-2933	237	9	including	include	VERB
easat-2933	237	10	aws	aw	NOUN
easat-2933	237	11	,	,	PUNCT
easat-2933	237	12	google	google	PROPN
easat-2933	237	13	cloud	cloud	NOUN
easat-2933	237	14	,	,	PUNCT
easat-2933	237	15	and	and	CCONJ
easat-2933	237	16	azure	azure	NOUN
easat-2933	237	17	,	,	PUNCT
easat-2933	237	18	and	and	CCONJ
easat-2933	237	19	offer	offer	VERB
easat-2933	237	20	customizable	customizable	NOUN
easat-2933	237	21	dashboards	dashboard	NOUN
easat-2933	237	22	for	for	ADP
easat-2933	237	23	monitoring	monitor	VERB
easat-2933	237	24	multi	multi	ADJ
easat-2933	237	25	-	-	ADJ
easat-2933	237	26	cloud	cloud	ADJ
easat-2933	237	27	systems	system	NOUN
easat-2933	237	28	.	.	PUNCT
easat-2933	238	1	the	the	DET
easat-2933	238	2	splunk	splunk	NOUN
easat-2933	238	3	phantom	phantom	NOUN
easat-2933	238	4	solution	solution	NOUN
easat-2933	238	5	augments	augment	VERB
easat-2933	238	6	this	this	DET
easat-2933	238	7	capability	capability	NOUN
easat-2933	238	8	by	by	ADP
easat-2933	238	9	providing	provide	VERB
easat-2933	238	10	soar	soar	NOUN
easat-2933	238	11	functions	function	NOUN
easat-2933	238	12	across	across	ADP
easat-2933	238	13	many	many	ADJ
easat-2933	238	14	cloud	cloud	NOUN
easat-2933	238	15	platforms	platform	NOUN
easat-2933	238	16	,	,	PUNCT
easat-2933	238	17	facilitating	facilitate	VERB
easat-2933	238	18	real	real	ADJ
easat-2933	238	19	-	-	PUNCT
easat-2933	238	20	time	time	NOUN
easat-2933	238	21	threat	threat	NOUN
easat-2933	238	22	hunting	hunting	NOUN
easat-2933	238	23	and	and	CCONJ
easat-2933	238	24	response	response	NOUN
easat-2933	238	25	in	in	ADP
easat-2933	238	26	multi	multi	ADJ
easat-2933	238	27	-	-	ADJ
easat-2933	238	28	cloud	cloud	ADJ
easat-2933	238	29	environments	environment	NOUN
easat-2933	238	30	[	[	X
easat-2933	238	31	34	34	NUM
easat-2933	238	32	]	]	PUNCT
easat-2933	238	33	.	.	PUNCT
easat-2933	239	1	conversely	conversely	ADV
easat-2933	239	2	,	,	PUNCT
easat-2933	239	3	aws	aw	NOUN
easat-2933	239	4	offers	offer	VERB
easat-2933	239	5	its	its	PRON
easat-2933	239	6	proprietary	proprietary	ADJ
easat-2933	239	7	security	security	NOUN
easat-2933	239	8	ecosystem	ecosystem	NOUN
easat-2933	239	9	,	,	PUNCT
easat-2933	239	10	featuring	feature	VERB
easat-2933	239	11	services	service	NOUN
easat-2933	239	12	such	such	ADJ
easat-2933	239	13	as	as	ADP
easat-2933	239	14	aws	aws	PROPN
easat-2933	239	15	guardduty	guardduty	NOUN
easat-2933	239	16	,	,	PUNCT
easat-2933	239	17	aws	aws	NOUN
easat-2933	239	18	security	security	NOUN
easat-2933	239	19	hub	hub	NOUN
easat-2933	239	20	,	,	PUNCT
easat-2933	239	21	and	and	CCONJ
easat-2933	239	22	aws	aw	NOUN
easat-2933	239	23	cloudtrail	cloudtrail	VERB
easat-2933	239	24	.	.	PUNCT
easat-2933	240	1	although	although	SCONJ
easat-2933	240	2	these	these	DET
easat-2933	240	3	services	service	NOUN
easat-2933	240	4	provide	provide	VERB
easat-2933	240	5	numerous	numerous	ADJ
easat-2933	240	6	features	feature	NOUN
easat-2933	240	7	like	like	ADP
easat-2933	240	8	azure	azure	ADJ
easat-2933	240	9	sentinel	sentinel	NOUN
easat-2933	240	10	,	,	PUNCT
easat-2933	240	11	they	they	PRON
easat-2933	240	12	are	be	AUX
easat-2933	240	13	primarily	primarily	ADV
easat-2933	240	14	intended	intend	VERB
easat-2933	240	15	for	for	ADP
easat-2933	240	16	operation	operation	NOUN
easat-2933	240	17	within	within	ADP
easat-2933	240	18	the	the	DET
easat-2933	240	19	4330	4330	NUM
easat-2933	240	20	edelweiss	edelweiss	PROPN
easat-2933	240	21	applied	apply	VERB
easat-2933	240	22	science	science	NOUN
easat-2933	240	23	and	and	CCONJ
easat-2933	240	24	technology	technology	NOUN
easat-2933	240	25	issn	issn	PROPN
easat-2933	240	26	:	:	PUNCT
easat-2933	240	27	2576	2576	NUM
easat-2933	240	28	-	-	SYM
easat-2933	240	29	8484	8484	NUM
easat-2933	240	30	vol	vol	NOUN
easat-2933	240	31	.	.	PROPN
easat-2933	241	1	8	8	NUM
easat-2933	241	2	,	,	PUNCT
easat-2933	241	3	no	no	INTJ
easat-2933	241	4	.	.	NOUN
easat-2933	242	1	6	6	NUM
easat-2933	242	2	:	:	SYM
easat-2933	242	3	4319	4319	NUM
easat-2933	242	4	-	-	SYM
easat-2933	242	5	4348	4348	NUM
easat-2933	242	6	,	,	PUNCT
easat-2933	242	7	2024	2024	NUM
easat-2933	242	8	doi	doi	NOUN
easat-2933	242	9	:	:	PUNCT
easat-2933	242	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	242	11	©	©	ADP
easat-2933	242	12	2024	2024	NUM
easat-2933	242	13	by	by	ADP
easat-2933	242	14	the	the	DET
easat-2933	242	15	authors	author	NOUN
easat-2933	242	16	;	;	PUNCT
easat-2933	242	17	licensee	licensee	PROPN
easat-2933	242	18	learning	learning	NOUN
easat-2933	242	19	gate	gate	PROPN
easat-2933	242	20	aws	aws	PROPN
easat-2933	242	21	ecosystem	ecosystem	PROPN
easat-2933	242	22	.	.	PUNCT
easat-2933	243	1	aws	aw	NOUN
easat-2933	243	2	guardduty	guardduty	PROPN
easat-2933	243	3	offers	offer	VERB
easat-2933	243	4	continuous	continuous	ADJ
easat-2933	243	5	threat	threat	NOUN
easat-2933	243	6	detection	detection	NOUN
easat-2933	243	7	by	by	ADP
easat-2933	243	8	analyzing	analyze	VERB
easat-2933	243	9	network	network	NOUN
easat-2933	243	10	traffic	traffic	NOUN
easat-2933	243	11	,	,	PUNCT
easat-2933	243	12	account	account	NOUN
easat-2933	243	13	activity	activity	NOUN
easat-2933	243	14	,	,	PUNCT
easat-2933	243	15	and	and	CCONJ
easat-2933	243	16	log	log	VERB
easat-2933	243	17	data	datum	NOUN
easat-2933	243	18	;	;	PUNCT
easat-2933	243	19	however	however	ADV
easat-2933	243	20	,	,	PUNCT
easat-2933	243	21	its	its	PRON
easat-2933	243	22	seamless	seamless	ADJ
easat-2933	243	23	interaction	interaction	NOUN
easat-2933	243	24	with	with	ADP
easat-2933	243	25	other	other	ADJ
easat-2933	243	26	aws	aws	NOUN
easat-2933	243	27	services	service	NOUN
easat-2933	243	28	limits	limit	VERB
easat-2933	243	29	its	its	PRON
easat-2933	243	30	flexibility	flexibility	NOUN
easat-2933	243	31	in	in	ADP
easat-2933	243	32	hybrid	hybrid	NOUN
easat-2933	243	33	or	or	CCONJ
easat-2933	243	34	multi	multi	ADJ
easat-2933	243	35	-	-	ADJ
easat-2933	243	36	cloud	cloud	ADJ
easat-2933	243	37	setups	setup	NOUN
easat-2933	243	38	[	[	X
easat-2933	243	39	35	35	NUM
easat-2933	243	40	]	]	PUNCT
easat-2933	243	41	.	.	PUNCT
easat-2933	244	1	although	although	SCONJ
easat-2933	244	2	microsoft	microsoft	PROPN
easat-2933	244	3	sentinel	sentinel	NOUN
easat-2933	244	4	performs	perform	VERB
easat-2933	244	5	exceptionally	exceptionally	ADV
easat-2933	244	6	well	well	ADV
easat-2933	244	7	in	in	ADP
easat-2933	244	8	azure	azure	ADJ
easat-2933	244	9	-	-	PUNCT
easat-2933	244	10	native	native	ADJ
easat-2933	244	11	environments	environment	NOUN
easat-2933	244	12	owing	owe	VERB
easat-2933	244	13	to	to	ADP
easat-2933	244	14	its	its	PRON
easat-2933	244	15	extensive	extensive	ADJ
easat-2933	244	16	integration	integration	NOUN
easat-2933	244	17	with	with	ADP
easat-2933	244	18	azure	azure	NOUN
easat-2933	244	19	's	's	PART
easat-2933	244	20	service	service	NOUN
easat-2933	244	21	suite	suite	NOUN
easat-2933	244	22	,	,	PUNCT
easat-2933	244	23	there	there	PRON
easat-2933	244	24	may	may	AUX
easat-2933	244	25	be	be	AUX
easat-2933	244	26	a	a	DET
easat-2933	244	27	better	well	ADJ
easat-2933	244	28	selection	selection	NOUN
easat-2933	244	29	for	for	ADP
easat-2933	244	30	enterprises	enterprise	NOUN
easat-2933	244	31	operating	operate	VERB
easat-2933	244	32	in	in	ADP
easat-2933	244	33	multi	multi	ADJ
easat-2933	244	34	-	-	ADJ
easat-2933	244	35	cloud	cloud	ADJ
easat-2933	244	36	or	or	CCONJ
easat-2933	244	37	hybrid	hybrid	ADJ
easat-2933	244	38	infrastructures	infrastructure	NOUN
easat-2933	244	39	.	.	PUNCT
easat-2933	245	1	in	in	ADP
easat-2933	245	2	such	such	ADJ
easat-2933	245	3	instances	instance	NOUN
easat-2933	245	4	,	,	PUNCT
easat-2933	245	5	platforms	platform	NOUN
easat-2933	245	6	such	such	ADJ
easat-2933	245	7	as	as	ADP
easat-2933	245	8	ibm	ibm	PROPN
easat-2933	245	9	qradar	qradar	NOUN
easat-2933	245	10	,	,	PUNCT
easat-2933	245	11	splunk	splunk	NOUN
easat-2933	245	12	cloud	cloud	NOUN
easat-2933	245	13	,	,	PUNCT
easat-2933	245	14	or	or	CCONJ
easat-2933	245	15	google	google	PROPN
easat-2933	245	16	chronicle	chronicle	PROPN
easat-2933	245	17	provide	provide	VERB
easat-2933	245	18	enhanced	enhance	VERB
easat-2933	245	19	flexibility	flexibility	NOUN
easat-2933	245	20	and	and	CCONJ
easat-2933	245	21	compatibility	compatibility	NOUN
easat-2933	245	22	with	with	ADP
easat-2933	245	23	various	various	ADJ
easat-2933	245	24	cloud	cloud	NOUN
easat-2933	245	25	ecosystems	ecosystem	NOUN
easat-2933	245	26	.	.	PUNCT
easat-2933	246	1	every	every	DET
easat-2933	246	2	platform	platform	NOUN
easat-2933	246	3	possesses	possess	VERB
easat-2933	246	4	distinct	distinct	ADJ
easat-2933	246	5	advantages	advantage	NOUN
easat-2933	246	6	,	,	PUNCT
easat-2933	246	7	and	and	CCONJ
easat-2933	246	8	the	the	DET
easat-2933	246	9	selection	selection	NOUN
easat-2933	246	10	of	of	ADP
easat-2933	246	11	an	an	DET
easat-2933	246	12	siem	siem	NOUN
easat-2933	246	13	should	should	AUX
easat-2933	246	14	be	be	AUX
easat-2933	246	15	contingent	contingent	ADJ
easat-2933	246	16	upon	upon	SCONJ
easat-2933	246	17	the	the	DET
easat-2933	246	18	needs	need	NOUN
easat-2933	246	19	of	of	ADP
easat-2933	246	20	the	the	DET
easat-2933	246	21	organization	organization	NOUN
easat-2933	246	22	’s	’s	PART
easat-2933	246	23	cybersecurity	cybersecurity	NOUN
easat-2933	246	24	framework	framework	NOUN
easat-2933	246	25	.	.	PUNCT
easat-2933	247	1	4.4	4.4	NUM
easat-2933	247	2	.	.	PUNCT
easat-2933	248	1	privacy	privacy	NOUN
easat-2933	248	2	considerations	consideration	NOUN
easat-2933	248	3	siem	siem	NOUN
easat-2933	248	4	products	product	NOUN
easat-2933	248	5	like	like	ADP
easat-2933	248	6	microsoft	microsoft	PROPN
easat-2933	248	7	sentinel	sentinel	PROPN
easat-2933	248	8	,	,	PUNCT
easat-2933	248	9	qradar	qradar	ADV
easat-2933	248	10	,	,	PUNCT
easat-2933	248	11	and	and	CCONJ
easat-2933	248	12	splunk	splunk	NOUN
easat-2933	248	13	cloud	cloud	NOUN
easat-2933	248	14	provide	provide	VERB
easat-2933	248	15	comprehensive	comprehensive	ADJ
easat-2933	248	16	security	security	NOUN
easat-2933	248	17	monitoring	monitor	VERB
easat-2933	248	18	functionalities	functionality	NOUN
easat-2933	248	19	;	;	PUNCT
easat-2933	248	20	nevertheless	nevertheless	ADV
easat-2933	248	21	,	,	PUNCT
easat-2933	248	22	they	they	PRON
easat-2933	248	23	can	can	AUX
easat-2933	248	24	elicit	elicit	VERB
easat-2933	248	25	privacy	privacy	NOUN
easat-2933	248	26	issues	issue	NOUN
easat-2933	248	27	,	,	PUNCT
easat-2933	248	28	particularly	particularly	ADV
easat-2933	248	29	in	in	ADP
easat-2933	248	30	cloud	cloud	ADJ
easat-2933	248	31	deployments	deployment	NOUN
easat-2933	248	32	.	.	PUNCT
easat-2933	249	1	cloud	cloud	NOUN
easat-2933	249	2	siems	siem	NOUN
easat-2933	249	3	are	be	AUX
easat-2933	249	4	required	require	VERB
easat-2933	249	5	to	to	PART
easat-2933	249	6	manage	manage	VERB
easat-2933	249	7	substantial	substantial	ADJ
easat-2933	249	8	quantities	quantity	NOUN
easat-2933	249	9	of	of	ADP
easat-2933	249	10	sensitive	sensitive	ADJ
easat-2933	249	11	information	information	NOUN
easat-2933	249	12	,	,	PUNCT
easat-2933	249	13	rendering	render	VERB
easat-2933	249	14	them	they	PRON
easat-2933	249	15	susceptible	susceptible	ADJ
easat-2933	249	16	to	to	ADP
easat-2933	249	17	threats	threat	NOUN
easat-2933	249	18	like	like	ADP
easat-2933	249	19	illegal	illegal	ADJ
easat-2933	249	20	access	access	NOUN
easat-2933	249	21	and	and	CCONJ
easat-2933	249	22	data	data	NOUN
easat-2933	249	23	breaches	breach	NOUN
easat-2933	249	24	.	.	PUNCT
easat-2933	250	1	serckumecka	serckumecka	NOUN
easat-2933	250	2	et	et	PROPN
easat-2933	250	3	al	al	PROPN
easat-2933	250	4	.	.	PROPN
easat-2933	250	5	have	have	AUX
easat-2933	250	6	shown	show	VERB
easat-2933	250	7	that	that	PRON
easat-2933	250	8	serverless	serverless	NOUN
easat-2933	250	9	siem	siem	NOUN
easat-2933	250	10	methods	method	NOUN
easat-2933	250	11	can	can	AUX
easat-2933	250	12	save	save	VERB
easat-2933	250	13	expenses	expense	NOUN
easat-2933	250	14	while	while	SCONJ
easat-2933	250	15	heightening	heighten	VERB
easat-2933	250	16	privacy	privacy	NOUN
easat-2933	250	17	threats	threat	NOUN
easat-2933	250	18	due	due	ADJ
easat-2933	250	19	to	to	ADP
easat-2933	250	20	restricted	restrict	VERB
easat-2933	250	21	control	control	NOUN
easat-2933	250	22	over	over	ADP
easat-2933	250	23	event	event	NOUN
easat-2933	250	24	storage	storage	NOUN
easat-2933	250	25	periods	period	NOUN
easat-2933	250	26	[	[	X
easat-2933	250	27	36	36	NUM
easat-2933	250	28	]	]	PUNCT
easat-2933	250	29	.	.	PUNCT
easat-2933	251	1	gunder	gunder	PROPN
easat-2933	251	2	emphasizes	emphasize	VERB
easat-2933	251	3	that	that	DET
easat-2933	251	4	qradar	qradar	NOUN
easat-2933	251	5	's	's	PART
easat-2933	251	6	regulatory	regulatory	ADJ
easat-2933	251	7	compliance	compliance	NOUN
easat-2933	251	8	capabilities	capability	NOUN
easat-2933	251	9	require	require	VERB
easat-2933	251	10	rigorous	rigorous	ADJ
easat-2933	251	11	privacy	privacy	NOUN
easat-2933	251	12	measures	measure	NOUN
easat-2933	251	13	[	[	X
easat-2933	251	14	37	37	NUM
easat-2933	251	15	]	]	PUNCT
easat-2933	251	16	.	.	PUNCT
easat-2933	252	1	moreover	moreover	ADV
easat-2933	252	2	,	,	PUNCT
easat-2933	252	3	cloud	cloud	NOUN
easat-2933	252	4	-	-	PUNCT
easat-2933	252	5	based	base	VERB
easat-2933	252	6	siems	siem	NOUN
easat-2933	252	7	may	may	AUX
easat-2933	252	8	unintentionally	unintentionally	ADV
easat-2933	252	9	disclose	disclose	VERB
easat-2933	252	10	data	datum	NOUN
easat-2933	252	11	to	to	ADP
easat-2933	252	12	other	other	ADJ
easat-2933	252	13	parties	party	NOUN
easat-2933	252	14	,	,	PUNCT
easat-2933	252	15	as	as	SCONJ
easat-2933	252	16	shown	show	VERB
easat-2933	252	17	in	in	ADP
easat-2933	252	18	tuyishime	tuyishime	NOUN
easat-2933	252	19	et	et	PROPN
easat-2933	252	20	al	al	PROPN
easat-2933	252	21	.	.	PROPN
easat-2933	252	22	's	's	PART
easat-2933	252	23	study	study	NOUN
easat-2933	252	24	on	on	ADP
easat-2933	252	25	proactive	proactive	ADJ
easat-2933	252	26	threat	threat	NOUN
easat-2933	252	27	detection	detection	NOUN
easat-2933	252	28	with	with	ADP
easat-2933	252	29	siem	siem	NOUN
easat-2933	252	30	,	,	PUNCT
easat-2933	252	31	underscoring	underscore	VERB
easat-2933	252	32	the	the	DET
easat-2933	252	33	necessity	necessity	NOUN
easat-2933	252	34	for	for	ADP
easat-2933	252	35	ongoing	ongoing	ADJ
easat-2933	252	36	compliance	compliance	NOUN
easat-2933	252	37	monitoring	monitoring	NOUN
easat-2933	252	38	in	in	ADP
easat-2933	252	39	cloud	cloud	ADJ
easat-2933	252	40	settings	setting	NOUN
easat-2933	252	41	[	[	X
easat-2933	252	42	38	38	NUM
easat-2933	252	43	]	]	PUNCT
easat-2933	252	44	.	.	PUNCT
easat-2933	253	1	splunk	splunk	NOUN
easat-2933	253	2	cloud	cloud	NOUN
easat-2933	253	3	's	's	PART
easat-2933	253	4	integration	integration	NOUN
easat-2933	253	5	for	for	ADP
easat-2933	253	6	ddos	ddos	NOUN
easat-2933	253	7	detection	detection	NOUN
easat-2933	253	8	exposes	expose	VERB
easat-2933	253	9	the	the	DET
easat-2933	253	10	same	same	ADJ
easat-2933	253	11	dangers	danger	NOUN
easat-2933	253	12	,	,	PUNCT
easat-2933	253	13	as	as	SCONJ
easat-2933	253	14	data	data	NOUN
easat-2933	253	15	aggregation	aggregation	NOUN
easat-2933	253	16	may	may	AUX
easat-2933	253	17	introduce	introduce	VERB
easat-2933	253	18	weaknesses	weakness	NOUN
easat-2933	253	19	,	,	PUNCT
easat-2933	253	20	especially	especially	ADV
easat-2933	253	21	with	with	ADP
easat-2933	253	22	iot	iot	ADJ
easat-2933	253	23	devices	device	NOUN
easat-2933	253	24	[	[	X
easat-2933	253	25	39	39	NUM
easat-2933	253	26	]	]	PUNCT
easat-2933	253	27	.	.	PUNCT
easat-2933	254	1	pearson	pearson	PROPN
easat-2933	254	2	examined	examine	VERB
easat-2933	254	3	the	the	DET
easat-2933	254	4	mitigation	mitigation	NOUN
easat-2933	254	5	of	of	ADP
easat-2933	254	6	cloud	cloud	NOUN
easat-2933	254	7	privacy	privacy	NOUN
easat-2933	254	8	concerns	concern	NOUN
easat-2933	254	9	by	by	ADP
easat-2933	254	10	the	the	DET
easat-2933	254	11	integration	integration	NOUN
easat-2933	254	12	of	of	ADP
easat-2933	254	13	privacy	privacy	NOUN
easat-2933	254	14	into	into	ADP
easat-2933	254	15	the	the	DET
easat-2933	254	16	design	design	NOUN
easat-2933	254	17	of	of	ADP
easat-2933	254	18	siem	siem	NOUN
easat-2933	254	19	tools	tool	NOUN
easat-2933	254	20	[	[	X
easat-2933	254	21	40	40	NUM
easat-2933	254	22	]	]	PUNCT
easat-2933	254	23	.	.	PUNCT
easat-2933	255	1	siem	siem	NOUN
easat-2933	255	2	tools	tool	NOUN
easat-2933	255	3	guarantee	guarantee	VERB
easat-2933	255	4	transparency	transparency	NOUN
easat-2933	255	5	and	and	CCONJ
easat-2933	255	6	accountability	accountability	NOUN
easat-2933	255	7	mandated	mandate	VERB
easat-2933	255	8	by	by	ADP
easat-2933	255	9	the	the	DET
easat-2933	255	10	gdpr	gdpr	PROPN
easat-2933	255	11	and	and	CCONJ
easat-2933	255	12	the	the	DET
easat-2933	255	13	nis	nis	NOUN
easat-2933	255	14	directive	directive	NOUN
easat-2933	255	15	.	.	PUNCT
easat-2933	256	1	singh	singh	PROPN
easat-2933	256	2	et	et	PROPN
easat-2933	256	3	al	al	PROPN
easat-2933	256	4	.	.	PROPN
easat-2933	256	5	observed	observe	VERB
easat-2933	256	6	that	that	SCONJ
easat-2933	256	7	cloud	cloud	NOUN
easat-2933	256	8	siems	siem	NOUN
easat-2933	256	9	must	must	AUX
easat-2933	256	10	integrate	integrate	VERB
easat-2933	256	11	privacy	privacy	NOUN
easat-2933	256	12	-	-	PUNCT
easat-2933	256	13	preserving	preserve	VERB
easat-2933	256	14	methodologies	methodology	NOUN
easat-2933	256	15	to	to	PART
easat-2933	256	16	comply	comply	VERB
easat-2933	256	17	with	with	ADP
easat-2933	256	18	gdpr	gdpr	NOUN
easat-2933	256	19	on	on	ADP
easat-2933	256	20	data	datum	NOUN
easat-2933	256	21	protection	protection	NOUN
easat-2933	256	22	[	[	X
easat-2933	256	23	41	41	NUM
easat-2933	256	24	]	]	PUNCT
easat-2933	256	25	.	.	PUNCT
easat-2933	257	1	furthermore	furthermore	ADV
easat-2933	257	2	,	,	PUNCT
easat-2933	257	3	the	the	DET
easat-2933	257	4	nis	nis	PROPN
easat-2933	257	5	directive	directive	NOUN
easat-2933	257	6	underscores	underscore	VERB
easat-2933	257	7	the	the	DET
easat-2933	257	8	necessity	necessity	NOUN
easat-2933	257	9	of	of	ADP
easat-2933	257	10	real	real	ADJ
easat-2933	257	11	-	-	PUNCT
easat-2933	257	12	time	time	NOUN
easat-2933	257	13	threat	threat	NOUN
easat-2933	257	14	detection	detection	NOUN
easat-2933	257	15	,	,	PUNCT
easat-2933	257	16	rendering	render	VERB
easat-2933	257	17	siems	siem	NOUN
easat-2933	257	18	essential	essential	ADJ
easat-2933	257	19	for	for	ADP
easat-2933	257	20	national	national	ADJ
easat-2933	257	21	infrastructure	infrastructure	NOUN
easat-2933	257	22	security	security	NOUN
easat-2933	257	23	[	[	X
easat-2933	257	24	42	42	NUM
easat-2933	257	25	]	]	PUNCT
easat-2933	257	26	.	.	PUNCT
easat-2933	258	1	4.5	4.5	NUM
easat-2933	258	2	.	.	PUNCT
easat-2933	259	1	ethical	ethical	ADJ
easat-2933	259	2	considerations	consideration	NOUN
easat-2933	259	3	in	in	ADP
easat-2933	259	4	the	the	DET
easat-2933	259	5	use	use	NOUN
easat-2933	259	6	of	of	ADP
easat-2933	259	7	ai	ai	ADJ
easat-2933	259	8	-	-	PUNCT
easat-2933	259	9	driven	drive	VERB
easat-2933	259	10	siem	siem	NOUN
easat-2933	259	11	systems	system	NOUN
easat-2933	259	12	the	the	DET
easat-2933	259	13	integration	integration	NOUN
easat-2933	259	14	of	of	ADP
easat-2933	259	15	artificial	artificial	ADJ
easat-2933	259	16	intelligence	intelligence	NOUN
easat-2933	259	17	(	(	PUNCT
easat-2933	259	18	ai	ai	NOUN
easat-2933	259	19	)	)	PUNCT
easat-2933	259	20	and	and	CCONJ
easat-2933	259	21	machine	machine	NOUN
easat-2933	259	22	learning	learning	NOUN
easat-2933	259	23	(	(	PUNCT
easat-2933	259	24	ml	ml	NOUN
easat-2933	259	25	)	)	PUNCT
easat-2933	259	26	in	in	ADP
easat-2933	259	27	security	security	NOUN
easat-2933	259	28	information	information	NOUN
easat-2933	259	29	and	and	CCONJ
easat-2933	259	30	event	event	NOUN
easat-2933	259	31	management	management	NOUN
easat-2933	259	32	(	(	PUNCT
easat-2933	259	33	siem	siem	NOUN
easat-2933	259	34	)	)	PUNCT
easat-2933	259	35	systems	system	NOUN
easat-2933	259	36	is	be	AUX
easat-2933	259	37	associated	associate	VERB
easat-2933	259	38	with	with	ADP
easat-2933	259	39	significant	significant	ADJ
easat-2933	259	40	benefits	benefit	NOUN
easat-2933	259	41	to	to	ADP
easat-2933	259	42	cybersecurity	cybersecurity	NOUN
easat-2933	259	43	operations	operation	NOUN
easat-2933	259	44	;	;	PUNCT
easat-2933	259	45	however	however	ADV
easat-2933	259	46	,	,	PUNCT
easat-2933	259	47	critical	critical	ADJ
easat-2933	259	48	ethical	ethical	ADJ
easat-2933	259	49	concerns	concern	NOUN
easat-2933	259	50	are	be	AUX
easat-2933	259	51	also	also	ADV
easat-2933	259	52	introduced	introduce	VERB
easat-2933	259	53	.	.	PUNCT
easat-2933	260	1	the	the	DET
easat-2933	260	2	use	use	NOUN
easat-2933	260	3	of	of	ADP
easat-2933	260	4	ai	ai	NOUN
easat-2933	260	5	in	in	ADP
easat-2933	260	6	siem	siem	NOUN
easat-2933	260	7	systems	system	NOUN
easat-2933	260	8	such	such	ADJ
easat-2933	260	9	as	as	ADP
easat-2933	260	10	microsoft	microsoft	PROPN
easat-2933	260	11	azure	azure	PROPN
easat-2933	260	12	sentinel	sentinel	NOUN
easat-2933	260	13	,	,	PUNCT
easat-2933	260	14	ibm	ibm	PROPN
easat-2933	260	15	qradar	qradar	NOUN
easat-2933	260	16	,	,	PUNCT
easat-2933	260	17	splunk	splunk	NOUN
easat-2933	260	18	cloud	cloud	NOUN
easat-2933	260	19	,	,	PUNCT
easat-2933	260	20	and	and	CCONJ
easat-2933	260	21	google	google	PROPN
easat-2933	260	22	chronicle	chronicle	PROPN
easat-2933	260	23	is	be	AUX
easat-2933	260	24	associated	associate	VERB
easat-2933	260	25	with	with	ADP
easat-2933	260	26	concerns	concern	NOUN
easat-2933	260	27	related	relate	VERB
easat-2933	260	28	to	to	ADP
easat-2933	260	29	privacy	privacy	NOUN
easat-2933	260	30	,	,	PUNCT
easat-2933	260	31	transparency	transparency	NOUN
easat-2933	260	32	,	,	PUNCT
easat-2933	260	33	and	and	CCONJ
easat-2933	260	34	fairness	fairness	NOUN
easat-2933	260	35	,	,	PUNCT
easat-2933	260	36	particularly	particularly	ADV
easat-2933	260	37	given	give	VERB
easat-2933	260	38	that	that	SCONJ
easat-2933	260	39	sensitive	sensitive	ADJ
easat-2933	260	40	data	datum	NOUN
easat-2933	260	41	is	be	AUX
easat-2933	260	42	handled	handle	VERB
easat-2933	260	43	,	,	PUNCT
easat-2933	260	44	and	and	CCONJ
easat-2933	260	45	semi	semi	ADJ
easat-2933	260	46	-	-	ADJ
easat-2933	260	47	autonomous	autonomous	ADJ
easat-2933	260	48	decisions	decision	NOUN
easat-2933	260	49	are	be	AUX
easat-2933	260	50	made	make	VERB
easat-2933	260	51	by	by	ADP
easat-2933	260	52	these	these	DET
easat-2933	260	53	systems	system	NOUN
easat-2933	260	54	.	.	PUNCT
easat-2933	261	1	the	the	DET
easat-2933	261	2	primary	primary	ADJ
easat-2933	261	3	ethical	ethical	ADJ
easat-2933	261	4	concern	concern	NOUN
easat-2933	261	5	identified	identify	VERB
easat-2933	261	6	is	be	AUX
easat-2933	261	7	data	datum	NOUN
easat-2933	261	8	privacy	privacy	NOUN
easat-2933	261	9	.	.	PUNCT
easat-2933	262	1	vast	vast	ADJ
easat-2933	262	2	amounts	amount	NOUN
easat-2933	262	3	of	of	ADP
easat-2933	262	4	log	log	NOUN
easat-2933	262	5	data	datum	NOUN
easat-2933	262	6	are	be	AUX
easat-2933	262	7	aggregated	aggregate	VERB
easat-2933	262	8	and	and	CCONJ
easat-2933	262	9	analyzed	analyze	VERB
easat-2933	262	10	by	by	ADP
easat-2933	262	11	siem	siem	NOUN
easat-2933	262	12	systems	system	NOUN
easat-2933	262	13	,	,	PUNCT
easat-2933	262	14	which	which	PRON
easat-2933	262	15	often	often	ADV
easat-2933	262	16	include	include	VERB
easat-2933	262	17	personal	personal	ADJ
easat-2933	262	18	and	and	CCONJ
easat-2933	262	19	potentially	potentially	ADV
easat-2933	262	20	sensitive	sensitive	ADJ
easat-2933	262	21	information	information	NOUN
easat-2933	262	22	,	,	PUNCT
easat-2933	262	23	such	such	ADJ
easat-2933	262	24	as	as	ADP
easat-2933	262	25	user	user	NOUN
easat-2933	262	26	behavior	behavior	NOUN
easat-2933	262	27	patterns	pattern	NOUN
easat-2933	262	28	,	,	PUNCT
easat-2933	262	29	location	location	NOUN
easat-2933	262	30	data	datum	NOUN
easat-2933	262	31	,	,	PUNCT
easat-2933	262	32	and	and	CCONJ
easat-2933	262	33	access	access	NOUN
easat-2933	262	34	details	detail	NOUN
easat-2933	262	35	.	.	PUNCT
easat-2933	263	1	the	the	DET
easat-2933	263	2	essential	essential	ADJ
easat-2933	263	3	nature	nature	NOUN
easat-2933	263	4	of	of	ADP
easat-2933	263	5	this	this	DET
easat-2933	263	6	data	datum	NOUN
easat-2933	263	7	for	for	ADP
easat-2933	263	8	threat	threat	NOUN
easat-2933	263	9	detection	detection	NOUN
easat-2933	263	10	is	be	AUX
easat-2933	263	11	acknowledged	acknowledge	VERB
easat-2933	263	12	;	;	PUNCT
easat-2933	263	13	however	however	ADV
easat-2933	263	14	,	,	PUNCT
easat-2933	263	15	it	it	PRON
easat-2933	263	16	is	be	AUX
easat-2933	263	17	noted	note	VERB
easat-2933	263	18	that	that	SCONJ
easat-2933	263	19	a	a	DET
easat-2933	263	20	risk	risk	NOUN
easat-2933	263	21	exists	exist	VERB
easat-2933	263	22	regarding	regard	VERB
easat-2933	263	23	the	the	DET
easat-2933	263	24	potential	potential	ADJ
easat-2933	263	25	infringement	infringement	NOUN
easat-2933	263	26	on	on	ADP
easat-2933	263	27	user	user	NOUN
easat-2933	263	28	privacy	privacy	NOUN
easat-2933	263	29	if	if	SCONJ
easat-2933	263	30	the	the	DET
easat-2933	263	31	analysis	analysis	NOUN
easat-2933	263	32	is	be	AUX
easat-2933	263	33	not	not	PART
easat-2933	263	34	managed	manage	VERB
easat-2933	263	35	properly	properly	ADV
easat-2933	263	36	.	.	PUNCT
easat-2933	264	1	in	in	ADP
easat-2933	264	2	regulated	regulated	ADJ
easat-2933	264	3	industries	industry	NOUN
easat-2933	264	4	,	,	PUNCT
easat-2933	264	5	such	such	ADJ
easat-2933	264	6	as	as	ADP
easat-2933	264	7	finance	finance	NOUN
easat-2933	264	8	and	and	CCONJ
easat-2933	264	9	healthcare	healthcare	PROPN
easat-2933	264	10	,	,	PUNCT
easat-2933	264	11	the	the	DET
easat-2933	264	12	imposition	imposition	NOUN
easat-2933	264	13	of	of	ADP
easat-2933	264	14	strict	strict	ADJ
easat-2933	264	15	controls	control	NOUN
easat-2933	264	16	on	on	ADP
easat-2933	264	17	data	datum	NOUN
easat-2933	264	18	handling	handling	NOUN
easat-2933	264	19	and	and	CCONJ
easat-2933	264	20	storage	storage	NOUN
easat-2933	264	21	by	by	ADP
easat-2933	264	22	data	datum	NOUN
easat-2933	264	23	privacy	privacy	NOUN
easat-2933	264	24	laws	law	NOUN
easat-2933	264	25	,	,	PUNCT
easat-2933	264	26	including	include	VERB
easat-2933	264	27	the	the	DET
easat-2933	264	28	gdpr	gdpr	NOUN
easat-2933	264	29	and	and	CCONJ
easat-2933	264	30	hipaa	hipaa	NOUN
easat-2933	264	31	,	,	PUNCT
easat-2933	264	32	is	be	AUX
easat-2933	264	33	considered	consider	VERB
easat-2933	264	34	especially	especially	ADV
easat-2933	264	35	critical	critical	ADJ
easat-2933	264	36	.	.	PUNCT
easat-2933	265	1	it	it	PRON
easat-2933	265	2	is	be	AUX
easat-2933	265	3	essential	essential	ADJ
easat-2933	265	4	that	that	SCONJ
easat-2933	265	5	robust	robust	ADJ
easat-2933	265	6	data	datum	NOUN
easat-2933	265	7	anonymization	anonymization	NOUN
easat-2933	265	8	,	,	PUNCT
easat-2933	265	9	encryption	encryption	NOUN
easat-2933	265	10	,	,	PUNCT
easat-2933	265	11	and	and	CCONJ
easat-2933	265	12	access	access	NOUN
easat-2933	265	13	control	control	NOUN
easat-2933	265	14	measures	measure	NOUN
easat-2933	265	15	be	be	AUX
easat-2933	265	16	implemented	implement	VERB
easat-2933	265	17	to	to	PART
easat-2933	265	18	mitigate	mitigate	VERB
easat-2933	265	19	the	the	DET
easat-2933	265	20	risks	risk	NOUN
easat-2933	265	21	of	of	ADP
easat-2933	265	22	privacy	privacy	NOUN
easat-2933	265	23	breaches	breach	NOUN
easat-2933	265	24	.	.	PUNCT
easat-2933	266	1	4331	4331	NUM
easat-2933	266	2	edelweiss	edelweiss	PROPN
easat-2933	266	3	applied	apply	VERB
easat-2933	266	4	science	science	NOUN
easat-2933	266	5	and	and	CCONJ
easat-2933	266	6	technology	technology	NOUN
easat-2933	266	7	issn	issn	PROPN
easat-2933	266	8	:	:	PUNCT
easat-2933	266	9	2576	2576	NUM
easat-2933	266	10	-	-	SYM
easat-2933	266	11	8484	8484	NUM
easat-2933	266	12	vol	vol	NOUN
easat-2933	266	13	.	.	PROPN
easat-2933	266	14	8	8	NUM
easat-2933	266	15	,	,	PUNCT
easat-2933	266	16	no	no	INTJ
easat-2933	266	17	.	.	NOUN
easat-2933	267	1	6	6	NUM
easat-2933	267	2	:	:	SYM
easat-2933	267	3	4319	4319	NUM
easat-2933	267	4	-	-	SYM
easat-2933	267	5	4348	4348	NUM
easat-2933	267	6	,	,	PUNCT
easat-2933	267	7	2024	2024	NUM
easat-2933	267	8	doi	doi	NOUN
easat-2933	267	9	:	:	PUNCT
easat-2933	267	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	267	11	©	©	ADP
easat-2933	267	12	2024	2024	NUM
easat-2933	267	13	by	by	ADP
easat-2933	267	14	the	the	DET
easat-2933	267	15	authors	author	NOUN
easat-2933	267	16	;	;	PUNCT
easat-2933	267	17	licensee	licensee	PROPN
easat-2933	267	18	learning	learning	NOUN
easat-2933	267	19	gate	gate	VERB
easat-2933	267	20	the	the	DET
easat-2933	267	21	potential	potential	NOUN
easat-2933	267	22	for	for	ADP
easat-2933	267	23	bias	bias	NOUN
easat-2933	267	24	within	within	ADP
easat-2933	267	25	ai	ai	ADJ
easat-2933	267	26	-	-	PUNCT
easat-2933	267	27	driven	drive	VERB
easat-2933	267	28	threat	threat	NOUN
easat-2933	267	29	detection	detection	NOUN
easat-2933	267	30	algorithms	algorithm	NOUN
easat-2933	267	31	is	be	AUX
easat-2933	267	32	identified	identify	VERB
easat-2933	267	33	as	as	ADP
easat-2933	267	34	another	another	DET
easat-2933	267	35	ethical	ethical	ADJ
easat-2933	267	36	issue	issue	NOUN
easat-2933	267	37	.	.	PUNCT
easat-2933	268	1	if	if	SCONJ
easat-2933	268	2	not	not	PART
easat-2933	268	3	carefully	carefully	ADV
easat-2933	268	4	managed	manage	VERB
easat-2933	268	5	,	,	PUNCT
easat-2933	268	6	biases	bias	NOUN
easat-2933	268	7	can	can	AUX
easat-2933	268	8	be	be	AUX
easat-2933	268	9	introduced	introduce	VERB
easat-2933	268	10	or	or	CCONJ
easat-2933	268	11	perpetuated	perpetuate	VERB
easat-2933	268	12	by	by	ADP
easat-2933	268	13	the	the	DET
easat-2933	268	14	ml	ml	PROPN
easat-2933	268	15	models	model	NOUN
easat-2933	268	16	utilized	utilize	VERB
easat-2933	268	17	in	in	ADP
easat-2933	268	18	siem	siem	NOUN
easat-2933	268	19	systems	system	NOUN
easat-2933	268	20	,	,	PUNCT
easat-2933	268	21	particularly	particularly	ADV
easat-2933	268	22	when	when	SCONJ
easat-2933	268	23	training	training	NOUN
easat-2933	268	24	occurs	occur	VERB
easat-2933	268	25	on	on	ADP
easat-2933	268	26	imbalanced	imbalanced	ADJ
easat-2933	268	27	datasets	dataset	NOUN
easat-2933	268	28	that	that	PRON
easat-2933	268	29	overrepresent	overrepresent	VERB
easat-2933	268	30	certain	certain	ADJ
easat-2933	268	31	behaviors	behavior	NOUN
easat-2933	268	32	or	or	CCONJ
easat-2933	268	33	user	user	NOUN
easat-2933	268	34	groups	group	NOUN
easat-2933	268	35	.	.	PUNCT
easat-2933	269	1	disproportionate	disproportionate	ADJ
easat-2933	269	2	targeting	target	VERB
easat-2933	269	3	or	or	CCONJ
easat-2933	269	4	increased	increase	VERB
easat-2933	269	5	false	false	ADJ
easat-2933	269	6	positive	positive	ADJ
easat-2933	269	7	rates	rate	NOUN
easat-2933	269	8	for	for	ADP
easat-2933	269	9	specific	specific	ADJ
easat-2933	269	10	groups	group	NOUN
easat-2933	269	11	could	could	AUX
easat-2933	269	12	be	be	AUX
easat-2933	269	13	led	lead	VERB
easat-2933	269	14	to	to	ADP
easat-2933	269	15	by	by	ADP
easat-2933	269	16	such	such	ADJ
easat-2933	269	17	biases	bias	NOUN
easat-2933	269	18	,	,	PUNCT
easat-2933	269	19	raising	raise	VERB
easat-2933	269	20	concerns	concern	NOUN
easat-2933	269	21	about	about	ADP
easat-2933	269	22	fairness	fairness	NOUN
easat-2933	269	23	and	and	CCONJ
easat-2933	269	24	discrimination	discrimination	NOUN
easat-2933	269	25	.	.	PUNCT
easat-2933	270	1	it	it	PRON
easat-2933	270	2	is	be	AUX
easat-2933	270	3	necessary	necessary	ADJ
easat-2933	270	4	for	for	ADP
easat-2933	270	5	regular	regular	ADJ
easat-2933	270	6	audits	audits	NOUN
easat-2933	270	7	of	of	ADP
easat-2933	270	8	ai	ai	PROPN
easat-2933	270	9	models	model	NOUN
easat-2933	270	10	and	and	CCONJ
easat-2933	270	11	careful	careful	ADJ
easat-2933	270	12	selection	selection	NOUN
easat-2933	270	13	of	of	ADP
easat-2933	270	14	training	training	NOUN
easat-2933	270	15	data	datum	NOUN
easat-2933	270	16	to	to	PART
easat-2933	270	17	be	be	AUX
easat-2933	270	18	conducted	conduct	VERB
easat-2933	270	19	to	to	PART
easat-2933	270	20	ensure	ensure	VERB
easat-2933	270	21	that	that	SCONJ
easat-2933	270	22	these	these	DET
easat-2933	270	23	algorithms	algorithm	NOUN
easat-2933	270	24	operate	operate	VERB
easat-2933	270	25	equitably	equitably	ADV
easat-2933	270	26	across	across	ADP
easat-2933	270	27	diverse	diverse	ADJ
easat-2933	270	28	user	user	NOUN
easat-2933	270	29	populations	population	NOUN
easat-2933	270	30	.	.	PUNCT
easat-2933	271	1	lastly	lastly	ADV
easat-2933	271	2	,	,	PUNCT
easat-2933	271	3	challenges	challenge	NOUN
easat-2933	271	4	related	relate	VERB
easat-2933	271	5	to	to	ADP
easat-2933	271	6	accountability	accountability	NOUN
easat-2933	271	7	and	and	CCONJ
easat-2933	271	8	transparency	transparency	NOUN
easat-2933	271	9	can	can	AUX
easat-2933	271	10	be	be	AUX
easat-2933	271	11	created	create	VERB
easat-2933	271	12	by	by	ADP
easat-2933	271	13	the	the	DET
easat-2933	271	14	opacity	opacity	NOUN
easat-2933	271	15	of	of	ADP
easat-2933	271	16	ai	ai	PROPN
easat-2933	271	17	models	model	NOUN
easat-2933	271	18	in	in	ADP
easat-2933	271	19	siem	siem	NOUN
easat-2933	271	20	systems	system	NOUN
easat-2933	271	21	.	.	PUNCT
easat-2933	272	1	it	it	PRON
easat-2933	272	2	has	have	AUX
easat-2933	272	3	been	be	AUX
easat-2933	272	4	observed	observe	VERB
easat-2933	272	5	that	that	SCONJ
easat-2933	272	6	many	many	ADJ
easat-2933	272	7	ai	ai	ADJ
easat-2933	272	8	-	-	PUNCT
easat-2933	272	9	based	base	VERB
easat-2933	272	10	siem	siem	NOUN
easat-2933	272	11	tools	tool	NOUN
easat-2933	272	12	function	function	VERB
easat-2933	272	13	as	as	ADP
easat-2933	272	14	“	"	PUNCT
easat-2933	272	15	black	black	ADJ
easat-2933	272	16	boxes	box	NOUN
easat-2933	272	17	,	,	PUNCT
easat-2933	272	18	”	"	PUNCT
easat-2933	272	19	which	which	PRON
easat-2933	272	20	results	result	VERB
easat-2933	272	21	in	in	ADP
easat-2933	272	22	challenges	challenge	NOUN
easat-2933	272	23	for	for	ADP
easat-2933	272	24	users	user	NOUN
easat-2933	272	25	in	in	ADP
easat-2933	272	26	comprehending	comprehend	VERB
easat-2933	272	27	the	the	DET
easat-2933	272	28	processes	process	NOUN
easat-2933	272	29	through	through	ADP
easat-2933	272	30	which	which	PRON
easat-2933	272	31	specific	specific	ADJ
easat-2933	272	32	decisions	decision	NOUN
easat-2933	272	33	or	or	CCONJ
easat-2933	272	34	alerts	alert	NOUN
easat-2933	272	35	are	be	AUX
easat-2933	272	36	generated	generate	VERB
easat-2933	272	37	.	.	PUNCT
easat-2933	273	1	the	the	DET
easat-2933	273	2	ability	ability	NOUN
easat-2933	273	3	of	of	ADP
easat-2933	273	4	security	security	NOUN
easat-2933	273	5	teams	team	NOUN
easat-2933	273	6	to	to	PART
easat-2933	273	7	audit	audit	VERB
easat-2933	273	8	and	and	CCONJ
easat-2933	273	9	explain	explain	VERB
easat-2933	273	10	system	system	NOUN
easat-2933	273	11	actions	action	NOUN
easat-2933	273	12	is	be	AUX
easat-2933	273	13	complicated	complicate	VERB
easat-2933	273	14	by	by	ADP
easat-2933	273	15	this	this	DET
easat-2933	273	16	lack	lack	NOUN
easat-2933	273	17	of	of	ADP
easat-2933	273	18	transparency	transparency	NOUN
easat-2933	273	19	,	,	PUNCT
easat-2933	273	20	which	which	PRON
easat-2933	273	21	is	be	AUX
easat-2933	273	22	particularly	particularly	ADV
easat-2933	273	23	problematic	problematic	ADJ
easat-2933	273	24	in	in	ADP
easat-2933	273	25	regulatory	regulatory	ADJ
easat-2933	273	26	contexts	context	NOUN
easat-2933	273	27	where	where	SCONJ
easat-2933	273	28	accountability	accountability	NOUN
easat-2933	273	29	is	be	AUX
easat-2933	273	30	deemed	deem	VERB
easat-2933	273	31	critical	critical	ADJ
easat-2933	273	32	.	.	PUNCT
easat-2933	274	1	to	to	PART
easat-2933	274	2	address	address	VERB
easat-2933	274	3	this	this	PRON
easat-2933	274	4	,	,	PUNCT
easat-2933	274	5	it	it	PRON
easat-2933	274	6	is	be	AUX
easat-2933	274	7	suggested	suggest	VERB
easat-2933	274	8	that	that	SCONJ
easat-2933	274	9	explainable	explainable	ADJ
easat-2933	274	10	ai	ai	VERB
easat-2933	274	11	techniques	technique	NOUN
easat-2933	274	12	be	be	AUX
easat-2933	274	13	implemented	implement	VERB
easat-2933	274	14	by	by	ADP
easat-2933	274	15	developers	developer	NOUN
easat-2933	274	16	of	of	ADP
easat-2933	274	17	ai	ai	ADJ
easat-2933	274	18	-	-	PUNCT
easat-2933	274	19	driven	drive	VERB
easat-2933	274	20	siem	siem	NOUN
easat-2933	274	21	systems	system	NOUN
easat-2933	274	22	,	,	PUNCT
easat-2933	274	23	with	with	ADP
easat-2933	274	24	the	the	DET
easat-2933	274	25	aim	aim	NOUN
easat-2933	274	26	of	of	ADP
easat-2933	274	27	providing	provide	VERB
easat-2933	274	28	interpretable	interpretable	ADJ
easat-2933	274	29	insights	insight	NOUN
easat-2933	274	30	into	into	ADP
easat-2933	274	31	the	the	DET
easat-2933	274	32	decision	decision	NOUN
easat-2933	274	33	-	-	PUNCT
easat-2933	274	34	making	make	VERB
easat-2933	274	35	process	process	NOUN
easat-2933	274	36	of	of	ADP
easat-2933	274	37	these	these	DET
easat-2933	274	38	systems	system	NOUN
easat-2933	274	39	to	to	PART
easat-2933	274	40	facilitate	facilitate	VERB
easat-2933	274	41	trust	trust	NOUN
easat-2933	274	42	and	and	CCONJ
easat-2933	274	43	compliance	compliance	NOUN
easat-2933	274	44	.	.	PUNCT
easat-2933	275	1	5	5	X
easat-2933	275	2	.	.	X
easat-2933	275	3	experimental	experimental	ADJ
easat-2933	275	4	setup	setup	NOUN
easat-2933	275	5	and	and	CCONJ
easat-2933	275	6	study	study	NOUN
easat-2933	275	7	methodology	methodology	NOUN
easat-2933	275	8	because	because	SCONJ
easat-2933	275	9	of	of	ADP
easat-2933	275	10	the	the	DET
easat-2933	275	11	time	time	NOUN
easat-2933	275	12	constraint	constraint	NOUN
easat-2933	275	13	on	on	ADP
easat-2933	275	14	one	one	NUM
easat-2933	275	15	of	of	ADP
easat-2933	275	16	the	the	DET
easat-2933	275	17	azure	azure	ADJ
easat-2933	275	18	subscriptions	subscription	NOUN
easat-2933	275	19	and	and	CCONJ
easat-2933	275	20	the	the	DET
easat-2933	275	21	limited	limited	ADJ
easat-2933	275	22	duration	duration	NOUN
easat-2933	275	23	of	of	ADP
easat-2933	275	24	the	the	DET
easat-2933	275	25	free	free	ADJ
easat-2933	275	26	trial	trial	NOUN
easat-2933	275	27	licenses	license	NOUN
easat-2933	275	28	,	,	PUNCT
easat-2933	275	29	it	it	PRON
easat-2933	275	30	was	be	AUX
easat-2933	275	31	required	require	VERB
easat-2933	275	32	to	to	PART
easat-2933	275	33	operate	operate	VERB
easat-2933	275	34	in	in	ADP
easat-2933	275	35	two	two	NUM
easat-2933	275	36	separate	separate	ADJ
easat-2933	275	37	microsoft	microsoft	PROPN
easat-2933	275	38	azure	azure	NOUN
easat-2933	275	39	tenants	tenant	NOUN
easat-2933	275	40	.	.	PUNCT
easat-2933	276	1	the	the	DET
easat-2933	276	2	initial	initial	ADJ
easat-2933	276	3	tenant	tenant	NOUN
easat-2933	276	4	,	,	PUNCT
easat-2933	276	5	microsoft	microsoft	PROPN
easat-2933	276	6	's	's	PART
easat-2933	276	7	pre	pre	ADJ
easat-2933	276	8	-	-	ADJ
easat-2933	276	9	configured	configure	VERB
easat-2933	276	10	evaluation	evaluation	NOUN
easat-2933	276	11	environment	environment	NOUN
easat-2933	276	12	,	,	PUNCT
easat-2933	276	13	will	will	AUX
easat-2933	276	14	be	be	AUX
easat-2933	276	15	utilized	utilize	VERB
easat-2933	276	16	for	for	ADP
easat-2933	276	17	one	one	NUM
easat-2933	276	18	of	of	ADP
easat-2933	276	19	three	three	NUM
easat-2933	276	20	automated	automate	VERB
easat-2933	276	21	threat	threat	NOUN
easat-2933	276	22	response	response	NOUN
easat-2933	276	23	scenarios	scenario	NOUN
easat-2933	276	24	.	.	PUNCT
easat-2933	277	1	in	in	ADP
easat-2933	277	2	comparison	comparison	NOUN
easat-2933	277	3	,	,	PUNCT
easat-2933	277	4	the	the	DET
easat-2933	277	5	second	second	ADJ
easat-2933	277	6	tenant	tenant	NOUN
easat-2933	277	7	will	will	AUX
easat-2933	277	8	be	be	AUX
easat-2933	277	9	utilized	utilize	VERB
easat-2933	277	10	for	for	ADP
easat-2933	277	11	the	the	DET
easat-2933	277	12	remaining	remain	VERB
easat-2933	277	13	two	two	NUM
easat-2933	277	14	scenarios	scenario	NOUN
easat-2933	277	15	.	.	PUNCT
easat-2933	278	1	the	the	DET
easat-2933	278	2	environmental	environmental	ADJ
easat-2933	278	3	topology	topology	NOUN
easat-2933	278	4	used	use	VERB
easat-2933	278	5	is	be	AUX
easat-2933	278	6	shown	show	VERB
easat-2933	278	7	in	in	ADP
easat-2933	278	8	figure	figure	NOUN
easat-2933	278	9	2	2	NUM
easat-2933	278	10	:	:	PUNCT
easat-2933	278	11	figure	figure	NOUN
easat-2933	278	12	2	2	NUM
easat-2933	278	13	.	.	X
easat-2933	278	14	4332	4332	NUM
easat-2933	278	15	edelweiss	edelweiss	PROPN
easat-2933	278	16	applied	apply	VERB
easat-2933	278	17	science	science	NOUN
easat-2933	278	18	and	and	CCONJ
easat-2933	278	19	technology	technology	NOUN
easat-2933	278	20	issn	issn	PROPN
easat-2933	278	21	:	:	PUNCT
easat-2933	278	22	2576	2576	NUM
easat-2933	278	23	-	-	SYM
easat-2933	278	24	8484	8484	NUM
easat-2933	278	25	vol	vol	NOUN
easat-2933	278	26	.	.	PROPN
easat-2933	279	1	8	8	NUM
easat-2933	279	2	,	,	PUNCT
easat-2933	279	3	no	no	INTJ
easat-2933	279	4	.	.	NOUN
easat-2933	280	1	6	6	NUM
easat-2933	280	2	:	:	SYM
easat-2933	280	3	4319	4319	NUM
easat-2933	280	4	-	-	SYM
easat-2933	280	5	4348	4348	NUM
easat-2933	280	6	,	,	PUNCT
easat-2933	280	7	2024	2024	NUM
easat-2933	280	8	doi	doi	NOUN
easat-2933	280	9	:	:	PUNCT
easat-2933	280	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	280	11	©	©	ADP
easat-2933	280	12	2024	2024	NUM
easat-2933	280	13	by	by	ADP
easat-2933	280	14	the	the	DET
easat-2933	280	15	authors	author	NOUN
easat-2933	280	16	;	;	PUNCT
easat-2933	280	17	licensee	licensee	PROPN
easat-2933	280	18	learning	learn	VERB
easat-2933	280	19	gate	gate	PROPN
easat-2933	280	20	azure	azure	PROPN
easat-2933	280	21	environment	environment	NOUN
easat-2933	280	22	topology	topology	NOUN
easat-2933	280	23	used	use	VERB
easat-2933	280	24	for	for	ADP
easat-2933	280	25	evaluation	evaluation	NOUN
easat-2933	280	26	.	.	PUNCT
easat-2933	281	1	the	the	DET
easat-2933	281	2	central	central	ADJ
easat-2933	281	3	repository	repository	NOUN
easat-2933	281	4	of	of	ADP
easat-2933	281	5	crucial	crucial	ADJ
easat-2933	281	6	data	datum	NOUN
easat-2933	281	7	is	be	AUX
easat-2933	281	8	the	the	DET
easat-2933	281	9	log	log	PROPN
easat-2933	281	10	analytics	analytic	NOUN
easat-2933	281	11	workspace	workspace	NOUN
easat-2933	281	12	,	,	PUNCT
easat-2933	281	13	which	which	PRON
easat-2933	281	14	is	be	AUX
easat-2933	281	15	now	now	ADV
easat-2933	281	16	being	be	AUX
easat-2933	281	17	established	establish	VERB
easat-2933	281	18	for	for	ADP
easat-2933	281	19	microsoft	microsoft	PROPN
easat-2933	281	20	sentinel	sentinel	PROPN
easat-2933	281	21	.	.	PUNCT
easat-2933	282	1	the	the	DET
easat-2933	282	2	log	log	PROPN
easat-2933	282	3	analytics	analytic	NOUN
easat-2933	282	4	workspace	workspace	NOUN
easat-2933	282	5	can	can	AUX
easat-2933	282	6	gather	gather	VERB
easat-2933	282	7	data	datum	NOUN
easat-2933	282	8	from	from	ADP
easat-2933	282	9	a	a	DET
easat-2933	282	10	wide	wide	ADJ
easat-2933	282	11	range	range	NOUN
easat-2933	282	12	of	of	ADP
easat-2933	282	13	sources	source	NOUN
easat-2933	282	14	.	.	PUNCT
easat-2933	283	1	data	datum	NOUN
easat-2933	283	2	connectors	connector	NOUN
easat-2933	283	3	or	or	CCONJ
easat-2933	283	4	virtual	virtual	ADJ
easat-2933	283	5	machine	machine	NOUN
easat-2933	283	6	agents	agent	NOUN
easat-2933	283	7	play	play	VERB
easat-2933	283	8	a	a	DET
easat-2933	283	9	crucial	crucial	ADJ
easat-2933	283	10	role	role	NOUN
easat-2933	283	11	in	in	ADP
easat-2933	283	12	this	this	DET
easat-2933	283	13	process	process	NOUN
easat-2933	283	14	.	.	PUNCT
easat-2933	284	1	to	to	PART
easat-2933	284	2	complete	complete	VERB
easat-2933	284	3	this	this	DET
easat-2933	284	4	task	task	NOUN
easat-2933	284	5	,	,	PUNCT
easat-2933	284	6	utilizing	utilize	VERB
easat-2933	284	7	the	the	DET
easat-2933	284	8	microsoft	microsoft	PROPN
easat-2933	284	9	defender	defender	NOUN
easat-2933	284	10	for	for	ADP
easat-2933	284	11	cloud	cloud	NOUN
easat-2933	284	12	connectors	connector	NOUN
easat-2933	284	13	,	,	PUNCT
easat-2933	284	14	which	which	PRON
easat-2933	284	15	safeguards	safeguard	VERB
easat-2933	284	16	azure	azure	ADJ
easat-2933	284	17	subscriptions	subscription	NOUN
easat-2933	284	18	and	and	CCONJ
easat-2933	284	19	the	the	DET
easat-2933	284	20	associated	associated	ADJ
easat-2933	284	21	resources	resource	NOUN
easat-2933	284	22	,	,	PUNCT
easat-2933	284	23	was	be	AUX
easat-2933	284	24	imperative	imperative	ADJ
easat-2933	284	25	.	.	PUNCT
easat-2933	285	1	due	due	ADP
easat-2933	285	2	to	to	ADP
easat-2933	285	3	the	the	DET
easat-2933	285	4	absence	absence	NOUN
easat-2933	285	5	of	of	ADP
easat-2933	285	6	antivirus	antivirus	NOUN
easat-2933	285	7	capabilities	capability	NOUN
easat-2933	285	8	in	in	ADP
easat-2933	285	9	microsoft	microsoft	PROPN
easat-2933	285	10	defender	defender	NOUN
easat-2933	285	11	for	for	ADP
easat-2933	285	12	cloud	cloud	NOUN
easat-2933	285	13	,	,	PUNCT
easat-2933	285	14	it	it	PRON
easat-2933	285	15	was	be	AUX
easat-2933	285	16	imperative	imperative	ADJ
easat-2933	285	17	to	to	PART
easat-2933	285	18	utilize	utilize	VERB
easat-2933	285	19	microsoft	microsoft	PROPN
easat-2933	285	20	defender	defender	NOUN
easat-2933	285	21	for	for	ADP
easat-2933	285	22	endpoint	endpoint	NOUN
easat-2933	285	23	,	,	PUNCT
easat-2933	285	24	which	which	PRON
easat-2933	285	25	is	be	AUX
easat-2933	285	26	situated	situate	VERB
easat-2933	285	27	as	as	ADP
easat-2933	285	28	a	a	DET
easat-2933	285	29	constituent	constituent	NOUN
easat-2933	285	30	within	within	ADP
easat-2933	285	31	the	the	DET
easat-2933	285	32	microsoft	microsoft	PROPN
easat-2933	285	33	365	365	NUM
easat-2933	285	34	defender	defender	NOUN
easat-2933	285	35	data	datum	NOUN
easat-2933	285	36	connection	connection	NOUN
easat-2933	285	37	.	.	PUNCT
easat-2933	286	1	microsoft	microsoft	PROPN
easat-2933	286	2	defender	defender	NOUN
easat-2933	286	3	for	for	ADP
easat-2933	286	4	endpoint	endpoint	NOUN
easat-2933	286	5	surveils	surveil	NOUN
easat-2933	286	6	internal	internal	ADJ
easat-2933	286	7	device	device	NOUN
easat-2933	286	8	/	/	SYM
easat-2933	286	9	server	server	NOUN
easat-2933	286	10	activities	activity	NOUN
easat-2933	286	11	on	on	ADP
easat-2933	286	12	azure	azure	NOUN
easat-2933	286	13	rather	rather	ADV
easat-2933	286	14	than	than	ADP
easat-2933	286	15	examining	examine	VERB
easat-2933	286	16	external	external	ADJ
easat-2933	286	17	access	access	NOUN
easat-2933	286	18	methods	method	NOUN
easat-2933	286	19	like	like	ADP
easat-2933	286	20	microsoft	microsoft	PROPN
easat-2933	286	21	defender	defender	NOUN
easat-2933	286	22	for	for	ADP
easat-2933	286	23	cloud	cloud	NOUN
easat-2933	286	24	.	.	PUNCT
easat-2933	287	1	subsequently	subsequently	ADV
easat-2933	287	2	,	,	PUNCT
easat-2933	287	3	it	it	PRON
easat-2933	287	4	was	be	AUX
easat-2933	287	5	imperative	imperative	ADJ
easat-2933	287	6	to	to	PART
easat-2933	287	7	incorporate	incorporate	VERB
easat-2933	287	8	the	the	DET
easat-2933	287	9	azure	azure	ADJ
easat-2933	287	10	activity	activity	NOUN
easat-2933	287	11	data	datum	NOUN
easat-2933	287	12	connector	connector	NOUN
easat-2933	287	13	to	to	PART
easat-2933	287	14	provide	provide	VERB
easat-2933	287	15	comprehensive	comprehensive	ADJ
easat-2933	287	16	monitoring	monitoring	NOUN
easat-2933	287	17	of	of	ADP
easat-2933	287	18	all	all	DET
easat-2933	287	19	events	event	NOUN
easat-2933	287	20	in	in	ADP
easat-2933	287	21	azure	azure	NOUN
easat-2933	287	22	,	,	PUNCT
easat-2933	287	23	including	include	VERB
easat-2933	287	24	events	event	NOUN
easat-2933	287	25	from	from	ADP
easat-2933	287	26	azure	azure	ADJ
easat-2933	287	27	resource	resource	NOUN
easat-2933	287	28	manager	manager	NOUN
easat-2933	287	29	and	and	CCONJ
easat-2933	287	30	information	information	NOUN
easat-2933	287	31	about	about	ADP
easat-2933	287	32	the	the	DET
easat-2933	287	33	status	status	NOUN
easat-2933	287	34	of	of	ADP
easat-2933	287	35	operations	operation	NOUN
easat-2933	287	36	carried	carry	VERB
easat-2933	287	37	out	out	ADP
easat-2933	287	38	.	.	PUNCT
easat-2933	288	1	additionally	additionally	ADV
easat-2933	288	2	,	,	PUNCT
easat-2933	288	3	an	an	DET
easat-2933	288	4	azure	azure	ADJ
easat-2933	288	5	active	active	ADJ
easat-2933	288	6	directory	directory	NOUN
easat-2933	288	7	connector	connector	NOUN
easat-2933	288	8	is	be	AUX
easat-2933	288	9	necessary	necessary	ADJ
easat-2933	288	10	to	to	PART
easat-2933	288	11	facilitate	facilitate	VERB
easat-2933	288	12	monitoring	monitoring	NOUN
easat-2933	288	13	user	user	NOUN
easat-2933	288	14	accounts	account	NOUN
easat-2933	288	15	within	within	ADP
easat-2933	288	16	azure	azure	ADJ
easat-2933	288	17	active	active	ADJ
easat-2933	288	18	directory	directory	NOUN
easat-2933	288	19	using	use	VERB
easat-2933	288	20	audit	audit	NOUN
easat-2933	288	21	and	and	CCONJ
easat-2933	288	22	sign	sign	NOUN
easat-2933	288	23	-	-	PUNCT
easat-2933	288	24	in	in	ADP
easat-2933	288	25	logs	log	NOUN
easat-2933	288	26	.	.	PUNCT
easat-2933	289	1	as	as	SCONJ
easat-2933	289	2	detailed	detailed	ADJ
easat-2933	289	3	in	in	ADP
easat-2933	289	4	the	the	DET
easat-2933	289	5	third	third	ADJ
easat-2933	289	6	chapter	chapter	NOUN
easat-2933	289	7	,	,	PUNCT
easat-2933	289	8	the	the	DET
easat-2933	289	9	taxii	taxii	NOUN
easat-2933	289	10	connector	connector	NOUN
easat-2933	289	11	has	have	AUX
easat-2933	289	12	been	be	AUX
easat-2933	289	13	implemented	implement	VERB
easat-2933	289	14	to	to	PART
easat-2933	289	15	retrieve	retrieve	VERB
easat-2933	289	16	external	external	ADJ
easat-2933	289	17	threat	threat	NOUN
easat-2933	289	18	intelligence	intelligence	NOUN
easat-2933	289	19	data	data	PROPN
easat-2933	289	20	.	.	PUNCT
easat-2933	290	1	microsoft	microsoft	PROPN
easat-2933	290	2	sentinel	sentinel	PROPN
easat-2933	290	3	utilizes	utilize	VERB
easat-2933	290	4	the	the	DET
easat-2933	290	5	logic	logic	NOUN
easat-2933	290	6	apps	app	NOUN
easat-2933	290	7	connector	connector	NOUN
easat-2933	290	8	,	,	PUNCT
easat-2933	290	9	a	a	DET
easat-2933	290	10	critical	critical	ADJ
easat-2933	290	11	component	component	NOUN
easat-2933	290	12	that	that	PRON
easat-2933	290	13	facilitates	facilitate	VERB
easat-2933	290	14	data	data	NOUN
easat-2933	290	15	manipulation	manipulation	NOUN
easat-2933	290	16	and	and	CCONJ
easat-2933	290	17	events	event	NOUN
easat-2933	290	18	in	in	ADP
easat-2933	290	19	many	many	ADJ
easat-2933	290	20	applications	application	NOUN
easat-2933	290	21	,	,	PUNCT
easat-2933	290	22	to	to	PART
easat-2933	290	23	ensure	ensure	VERB
easat-2933	290	24	comprehensive	comprehensive	ADJ
easat-2933	290	25	monitoring	monitoring	NOUN
easat-2933	290	26	.	.	PUNCT
easat-2933	291	1	the	the	DET
easat-2933	291	2	logic	logic	ADJ
easat-2933	291	3	app	app	NOUN
easat-2933	291	4	must	must	AUX
easat-2933	291	5	be	be	AUX
easat-2933	291	6	granted	grant	VERB
easat-2933	291	7	the	the	DET
easat-2933	291	8	necessary	necessary	ADJ
easat-2933	291	9	permissions	permission	NOUN
easat-2933	291	10	to	to	PART
easat-2933	291	11	execute	execute	VERB
easat-2933	291	12	specific	specific	ADJ
easat-2933	291	13	actions	action	NOUN
easat-2933	291	14	within	within	ADP
easat-2933	291	15	its	its	PRON
easat-2933	291	16	resource	resource	NOUN
easat-2933	291	17	group	group	NOUN
easat-2933	291	18	,	,	PUNCT
easat-2933	291	19	such	such	ADJ
easat-2933	291	20	as	as	ADP
easat-2933	291	21	automatically	automatically	ADV
easat-2933	291	22	responding	respond	VERB
easat-2933	291	23	to	to	ADP
easat-2933	291	24	threats	threat	NOUN
easat-2933	291	25	.	.	PUNCT
easat-2933	292	1	also	also	ADV
easat-2933	292	2	,	,	PUNCT
easat-2933	292	3	microsoft	microsoft	PROPN
easat-2933	292	4	sentinel	sentinel	NOUN
easat-2933	292	5	must	must	AUX
easat-2933	292	6	be	be	AUX
easat-2933	292	7	permitted	permit	VERB
easat-2933	292	8	to	to	PART
easat-2933	292	9	execute	execute	VERB
easat-2933	292	10	playbooks	playbook	NOUN
easat-2933	292	11	within	within	ADP
easat-2933	292	12	the	the	DET
easat-2933	292	13	exact	exact	ADJ
easat-2933	292	14	location	location	NOUN
easat-2933	292	15	of	of	ADP
easat-2933	292	16	the	the	DET
easat-2933	292	17	logic	logic	ADJ
easat-2933	292	18	app	app	NOUN
easat-2933	292	19	.	.	PUNCT
easat-2933	293	1	the	the	DET
easat-2933	293	2	individual	individual	NOUN
easat-2933	293	3	operating	operate	VERB
easat-2933	293	4	a	a	DET
easat-2933	293	5	specific	specific	ADJ
easat-2933	293	6	logic	logic	NOUN
easat-2933	293	7	app	app	NOUN
easat-2933	293	8	must	must	AUX
easat-2933	293	9	also	also	ADV
easat-2933	293	10	possess	possess	VERB
easat-2933	293	11	the	the	DET
easat-2933	293	12	requisite	requisite	ADJ
easat-2933	293	13	permissions	permission	NOUN
easat-2933	293	14	.	.	PUNCT
easat-2933	294	1	the	the	DET
easat-2933	294	2	paper	paper	NOUN
easat-2933	294	3	uses	use	VERB
easat-2933	294	4	three	three	NUM
easat-2933	294	5	virtual	virtual	ADJ
easat-2933	294	6	machines	machine	NOUN
easat-2933	294	7	;	;	PUNCT
easat-2933	294	8	however	however	ADV
easat-2933	294	9	,	,	PUNCT
easat-2933	294	10	only	only	ADV
easat-2933	294	11	one	one	NUM
easat-2933	294	12	was	be	AUX
easat-2933	294	13	necessary	necessary	ADJ
easat-2933	294	14	to	to	PART
easat-2933	294	15	evaluate	evaluate	VERB
easat-2933	294	16	the	the	DET
easat-2933	294	17	last	last	ADJ
easat-2933	294	18	two	two	NUM
easat-2933	294	19	scenarios	scenario	NOUN
easat-2933	294	20	of	of	ADP
easat-2933	294	21	autonomous	autonomous	ADJ
easat-2933	294	22	threat	threat	NOUN
easat-2933	294	23	response	response	NOUN
easat-2933	294	24	.	.	PUNCT
easat-2933	295	1	it	it	PRON
easat-2933	295	2	was	be	AUX
easat-2933	295	3	essential	essential	ADJ
easat-2933	295	4	to	to	PART
easat-2933	295	5	set	set	VERB
easat-2933	295	6	up	up	ADP
easat-2933	295	7	onboarding	onboarde	VERB
easat-2933	295	8	to	to	PART
easat-2933	295	9	enable	enable	VERB
easat-2933	295	10	the	the	DET
easat-2933	295	11	microsoft	microsoft	PROPN
easat-2933	295	12	defender	defender	NOUN
easat-2933	295	13	for	for	ADP
easat-2933	295	14	endpoint	endpoint	NOUN
easat-2933	295	15	service	service	NOUN
easat-2933	295	16	on	on	ADP
easat-2933	295	17	the	the	DET
easat-2933	295	18	vms	vms	PROPN
easat-2933	295	19	.	.	PUNCT
easat-2933	296	1	additionally	additionally	ADV
easat-2933	296	2	,	,	PUNCT
easat-2933	296	3	security	security	NOUN
easat-2933	296	4	data	datum	NOUN
easat-2933	296	5	was	be	AUX
easat-2933	296	6	collected	collect	VERB
easat-2933	296	7	via	via	ADP
easat-2933	296	8	the	the	DET
easat-2933	296	9	azure	azure	ADJ
easat-2933	296	10	monitor	monitor	NOUN
easat-2933	296	11	agent	agent	NOUN
easat-2933	296	12	and	and	CCONJ
easat-2933	296	13	then	then	ADV
easat-2933	296	14	forwarded	forward	VERB
easat-2933	296	15	to	to	ADP
easat-2933	296	16	the	the	DET
easat-2933	296	17	log	log	NOUN
easat-2933	296	18	analytics	analytic	NOUN
easat-2933	296	19	workspace	workspace	NOUN
easat-2933	296	20	.	.	PUNCT
easat-2933	297	1	in	in	ADP
easat-2933	297	2	terms	term	NOUN
easat-2933	297	3	of	of	ADP
easat-2933	297	4	data	datum	NOUN
easat-2933	297	5	connectors	connector	NOUN
easat-2933	297	6	used	use	VERB
easat-2933	297	7	for	for	ADP
easat-2933	297	8	this	this	DET
easat-2933	297	9	paper	paper	NOUN
easat-2933	297	10	,	,	PUNCT
easat-2933	297	11	here	here	ADV
easat-2933	297	12	’s	’	VERB
easat-2933	297	13	the	the	DET
easat-2933	297	14	breakdown	breakdown	NOUN
easat-2933	297	15	:	:	PUNCT
easat-2933	297	16	•	•	NUM
easat-2933	297	17	microsoft	microsoft	PROPN
easat-2933	297	18	defender	defender	NOUN
easat-2933	297	19	for	for	ADP
easat-2933	297	20	cloud	cloud	NOUN
easat-2933	297	21	:	:	PUNCT
easat-2933	297	22	protects	protect	VERB
easat-2933	297	23	azure	azure	ADJ
easat-2933	297	24	subscriptions	subscription	NOUN
easat-2933	297	25	and	and	CCONJ
easat-2933	297	26	resources	resource	NOUN
easat-2933	297	27	;	;	PUNCT
easat-2933	297	28	lacks	lack	VERB
easat-2933	297	29	antivirus	antivirus	NOUN
easat-2933	297	30	capabilities	capability	NOUN
easat-2933	297	31	.	.	PUNCT
easat-2933	298	1	•	•	NUM
easat-2933	298	2	microsoft	microsoft	PROPN
easat-2933	298	3	defender	defender	NOUN
easat-2933	298	4	for	for	ADP
easat-2933	298	5	endpoint	endpoint	NOUN
easat-2933	298	6	:	:	PUNCT
easat-2933	298	7	this	this	DET
easat-2933	298	8	component	component	NOUN
easat-2933	298	9	monitors	monitor	NOUN
easat-2933	298	10	activities	activity	NOUN
easat-2933	298	11	within	within	ADP
easat-2933	298	12	azure	azure	ADJ
easat-2933	298	13	devices	device	NOUN
easat-2933	298	14	/	/	SYM
easat-2933	298	15	servers	server	NOUN
easat-2933	298	16	and	and	CCONJ
easat-2933	298	17	is	be	AUX
easat-2933	298	18	part	part	NOUN
easat-2933	298	19	of	of	ADP
easat-2933	298	20	the	the	DET
easat-2933	298	21	microsoft	microsoft	PROPN
easat-2933	298	22	365	365	NUM
easat-2933	298	23	defender	defender	PROPN
easat-2933	298	24	data	datum	NOUN
easat-2933	298	25	connector	connector	NOUN
easat-2933	298	26	.	.	PUNCT
easat-2933	299	1	•	•	NUM
easat-2933	299	2	azure	azure	NOUN
easat-2933	299	3	activity	activity	NOUN
easat-2933	299	4	data	datum	NOUN
easat-2933	299	5	connector	connector	NOUN
easat-2933	299	6	:	:	PUNCT
easat-2933	299	7	monitors	monitor	VERB
easat-2933	299	8	subscription	subscription	NOUN
easat-2933	299	9	-	-	PUNCT
easat-2933	299	10	level	level	NOUN
easat-2933	299	11	events	event	NOUN
easat-2933	299	12	like	like	ADP
easat-2933	299	13	those	those	PRON
easat-2933	299	14	from	from	ADP
easat-2933	299	15	azure	azure	ADJ
easat-2933	299	16	resource	resource	NOUN
easat-2933	299	17	manager	manager	NOUN
easat-2933	299	18	and	and	CCONJ
easat-2933	299	19	activity	activity	NOUN
easat-2933	299	20	status	status	NOUN
easat-2933	299	21	.	.	PUNCT
easat-2933	300	1	•	•	NUM
easat-2933	300	2	azure	azure	VERB
easat-2933	300	3	active	active	ADJ
easat-2933	300	4	directory	directory	NOUN
easat-2933	300	5	connector	connector	NOUN
easat-2933	300	6	:	:	PUNCT
easat-2933	300	7	provides	provide	VERB
easat-2933	300	8	audit	audit	NOUN
easat-2933	300	9	and	and	CCONJ
easat-2933	300	10	sign	sign	NOUN
easat-2933	300	11	-	-	PUNCT
easat-2933	300	12	in	in	ADP
easat-2933	300	13	logs	log	NOUN
easat-2933	300	14	for	for	ADP
easat-2933	300	15	monitoring	monitor	VERB
easat-2933	300	16	user	user	NOUN
easat-2933	300	17	accounts	account	NOUN
easat-2933	300	18	.	.	PUNCT
easat-2933	301	1	•	•	NUM
easat-2933	301	2	taxii	taxii	NOUN
easat-2933	301	3	connector	connector	NOUN
easat-2933	301	4	:	:	PUNCT
easat-2933	301	5	accesses	access	VERB
easat-2933	301	6	external	external	ADJ
easat-2933	301	7	threat	threat	NOUN
easat-2933	301	8	intelligence	intelligence	NOUN
easat-2933	301	9	data	datum	NOUN
easat-2933	301	10	.	.	PUNCT
easat-2933	302	1	•	•	NUM
easat-2933	302	2	logic	logic	NOUN
easat-2933	302	3	apps	app	NOUN
easat-2933	302	4	connector	connector	NOUN
easat-2933	302	5	:	:	PUNCT
easat-2933	302	6	this	this	PRON
easat-2933	302	7	allows	allow	VERB
easat-2933	302	8	interaction	interaction	NOUN
easat-2933	302	9	with	with	ADP
easat-2933	302	10	data	datum	NOUN
easat-2933	302	11	and	and	CCONJ
easat-2933	302	12	events	event	NOUN
easat-2933	302	13	in	in	ADP
easat-2933	302	14	other	other	ADJ
easat-2933	302	15	applications	application	NOUN
easat-2933	302	16	.	.	PUNCT
easat-2933	303	1	it	it	PRON
easat-2933	303	2	requires	require	VERB
easat-2933	303	3	proper	proper	ADJ
easat-2933	303	4	permissions	permission	NOUN
easat-2933	303	5	for	for	ADP
easat-2933	303	6	execution	execution	NOUN
easat-2933	303	7	.	.	PUNCT
easat-2933	304	1	•	•	NUM
easat-2933	304	2	in	in	ADP
easat-2933	304	3	terms	term	NOUN
easat-2933	304	4	of	of	ADP
easat-2933	304	5	virtual	virtual	ADJ
easat-2933	304	6	machines	machine	NOUN
easat-2933	304	7	,	,	PUNCT
easat-2933	304	8	the	the	DET
easat-2933	304	9	following	follow	VERB
easat-2933	304	10	setup	setup	NOUN
easat-2933	304	11	was	be	AUX
easat-2933	304	12	used	use	VERB
easat-2933	304	13	:	:	PUNCT
easat-2933	304	14	•	•	NUM
easat-2933	304	15	three	three	NUM
easat-2933	304	16	virtual	virtual	ADJ
easat-2933	304	17	machines	machine	NOUN
easat-2933	304	18	were	be	AUX
easat-2933	304	19	used	use	VERB
easat-2933	304	20	;	;	PUNCT
easat-2933	304	21	one	one	NUM
easat-2933	304	22	was	be	AUX
easat-2933	304	23	sufficient	sufficient	ADJ
easat-2933	304	24	to	to	PART
easat-2933	304	25	evaluate	evaluate	VERB
easat-2933	304	26	the	the	DET
easat-2933	304	27	last	last	ADJ
easat-2933	304	28	two	two	NUM
easat-2933	304	29	automated	automate	VERB
easat-2933	304	30	threat	threat	NOUN
easat-2933	304	31	response	response	NOUN
easat-2933	304	32	scenarios	scenario	NOUN
easat-2933	304	33	.	.	PUNCT
easat-2933	305	1	•	•	NUM
easat-2933	305	2	configured	configure	VERB
easat-2933	305	3	onboarding	onboarding	NOUN
easat-2933	305	4	for	for	ADP
easat-2933	305	5	microsoft	microsoft	PROPN
easat-2933	305	6	defender	defender	NOUN
easat-2933	305	7	for	for	ADP
easat-2933	305	8	endpoint	endpoint	NOUN
easat-2933	305	9	service	service	NOUN
easat-2933	305	10	.	.	PUNCT
easat-2933	306	1	•	•	NUM
easat-2933	306	2	security	security	NOUN
easat-2933	306	3	data	datum	NOUN
easat-2933	306	4	collection	collection	NOUN
easat-2933	306	5	via	via	ADP
easat-2933	306	6	azure	azure	ADJ
easat-2933	306	7	monitor	monitor	NOUN
easat-2933	306	8	agent	agent	NOUN
easat-2933	306	9	,	,	PUNCT
easat-2933	306	10	forwarded	forward	VERB
easat-2933	306	11	to	to	PART
easat-2933	306	12	log	log	VERB
easat-2933	306	13	analytics	analytic	NOUN
easat-2933	306	14	workspace	workspace	NOUN
easat-2933	306	15	.	.	PUNCT
easat-2933	307	1	4333	4333	NUM
easat-2933	307	2	edelweiss	edelweiss	PROPN
easat-2933	307	3	applied	apply	VERB
easat-2933	307	4	science	science	NOUN
easat-2933	307	5	and	and	CCONJ
easat-2933	307	6	technology	technology	NOUN
easat-2933	307	7	issn	issn	PROPN
easat-2933	307	8	:	:	PUNCT
easat-2933	307	9	2576	2576	NUM
easat-2933	307	10	-	-	SYM
easat-2933	307	11	8484	8484	NUM
easat-2933	307	12	vol	vol	NOUN
easat-2933	307	13	.	.	PROPN
easat-2933	307	14	8	8	NUM
easat-2933	307	15	,	,	PUNCT
easat-2933	307	16	no	no	INTJ
easat-2933	307	17	.	.	NOUN
easat-2933	308	1	6	6	NUM
easat-2933	308	2	:	:	SYM
easat-2933	308	3	4319	4319	NUM
easat-2933	308	4	-	-	SYM
easat-2933	308	5	4348	4348	NUM
easat-2933	308	6	,	,	PUNCT
easat-2933	308	7	2024	2024	NUM
easat-2933	308	8	doi	doi	NOUN
easat-2933	308	9	:	:	PUNCT
easat-2933	308	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	308	11	©	©	ADP
easat-2933	308	12	2024	2024	NUM
easat-2933	308	13	by	by	ADP
easat-2933	308	14	the	the	DET
easat-2933	308	15	authors	author	NOUN
easat-2933	308	16	;	;	PUNCT
easat-2933	308	17	licensee	licensee	PROPN
easat-2933	308	18	learning	learning	NOUN
easat-2933	308	19	gate	gate	NOUN
easat-2933	308	20	•	•	ADP
easat-2933	308	21	to	to	PART
easat-2933	308	22	be	be	AUX
easat-2933	308	23	able	able	ADJ
easat-2933	308	24	to	to	PART
easat-2933	308	25	do	do	VERB
easat-2933	308	26	the	the	DET
easat-2933	308	27	sort	sort	NOUN
easat-2933	308	28	of	of	ADP
easat-2933	308	29	cyber	cyber	NOUN
easat-2933	308	30	threat	threat	NOUN
easat-2933	308	31	evaluations	evaluation	NOUN
easat-2933	308	32	in	in	ADP
easat-2933	308	33	this	this	DET
easat-2933	308	34	paper	paper	NOUN
easat-2933	308	35	,	,	PUNCT
easat-2933	308	36	the	the	DET
easat-2933	308	37	following	follow	VERB
easat-2933	308	38	additional	additional	ADJ
easat-2933	308	39	licenses	license	NOUN
easat-2933	308	40	and	and	CCONJ
easat-2933	308	41	subscriptions	subscription	NOUN
easat-2933	308	42	are	be	AUX
easat-2933	308	43	needed	need	VERB
easat-2933	308	44	:	:	PUNCT
easat-2933	308	45	•	•	NUM
easat-2933	308	46	appropriate	appropriate	ADJ
easat-2933	308	47	subscriptions	subscription	NOUN
easat-2933	308	48	and	and	CCONJ
easat-2933	308	49	licenses	license	NOUN
easat-2933	308	50	are	be	AUX
easat-2933	308	51	required	require	VERB
easat-2933	308	52	for	for	ADP
easat-2933	308	53	configuring	configure	VERB
easat-2933	308	54	automated	automate	VERB
easat-2933	308	55	threat	threat	NOUN
easat-2933	308	56	response	response	NOUN
easat-2933	308	57	scenarios	scenario	NOUN
easat-2933	308	58	in	in	ADP
easat-2933	308	59	microsoft	microsoft	PROPN
easat-2933	308	60	sentinel	sentinel	PROPN
easat-2933	308	61	.	.	PUNCT
easat-2933	309	1	•	•	NUM
easat-2933	309	2	two	two	NUM
easat-2933	309	3	subscriptions	subscription	NOUN
easat-2933	309	4	assigned	assign	VERB
easat-2933	309	5	:	:	PUNCT
easat-2933	309	6	azure	azure	NOUN
easat-2933	309	7	pass	pass	NOUN
easat-2933	309	8	–	–	PUNCT
easat-2933	309	9	sponsorship	sponsorship	NOUN
easat-2933	309	10	:	:	PUNCT
easat-2933	309	11	contoso	contoso	NOUN
easat-2933	309	12	(	(	PUNCT
easat-2933	309	13	m365x42123187	m365x42123187	ADJ
easat-2933	309	14	)	)	PUNCT
easat-2933	309	15	time	time	NOUN
easat-2933	309	16	-	-	PUNCT
easat-2933	309	17	limited	limit	VERB
easat-2933	309	18	lab	lab	NOUN
easat-2933	309	19	environment	environment	NOUN
easat-2933	309	20	,	,	PUNCT
easat-2933	309	21	and	and	CCONJ
easat-2933	309	22	mvp	mvp	PROPN
easat-2933	309	23	visual	visual	ADJ
easat-2933	309	24	studio	studio	NOUN
easat-2933	309	25	enterprise	enterprise	NOUN
easat-2933	309	26	:	:	PUNCT
easat-2933	309	27	tklabs	tklab	VERB
easat-2933	309	28	renewable	renewable	ADJ
easat-2933	309	29	every	every	DET
easat-2933	309	30	month	month	NOUN
easat-2933	309	31	with	with	ADP
easat-2933	309	32	limited	limited	ADJ
easat-2933	309	33	rights	right	NOUN
easat-2933	309	34	.	.	PUNCT
easat-2933	310	1	the	the	DET
easat-2933	310	2	free	free	ADJ
easat-2933	310	3	trial	trial	NOUN
easat-2933	310	4	duration	duration	NOUN
easat-2933	310	5	varies	vary	VERB
easat-2933	310	6	by	by	ADP
easat-2933	310	7	product	product	NOUN
easat-2933	310	8	,	,	PUNCT
easat-2933	310	9	so	so	CCONJ
easat-2933	310	10	time	time	NOUN
easat-2933	310	11	planning	planning	NOUN
easat-2933	310	12	is	be	AUX
easat-2933	310	13	essential	essential	ADJ
easat-2933	310	14	when	when	SCONJ
easat-2933	310	15	conducting	conduct	VERB
easat-2933	310	16	these	these	DET
easat-2933	310	17	evaluations	evaluation	NOUN
easat-2933	310	18	.	.	PUNCT
easat-2933	311	1	now	now	ADV
easat-2933	311	2	that	that	SCONJ
easat-2933	311	3	the	the	DET
easat-2933	311	4	evaluation	evaluation	NOUN
easat-2933	311	5	setup	setup	NOUN
easat-2933	311	6	has	have	AUX
easat-2933	311	7	been	be	AUX
easat-2933	311	8	described	describe	VERB
easat-2933	311	9	,	,	PUNCT
easat-2933	311	10	the	the	DET
easat-2933	311	11	cyber	cyber	NOUN
easat-2933	311	12	threat	threat	NOUN
easat-2933	311	13	scenarios	scenario	NOUN
easat-2933	311	14	used	use	VERB
easat-2933	311	15	in	in	ADP
easat-2933	311	16	this	this	DET
easat-2933	311	17	paper	paper	NOUN
easat-2933	311	18	will	will	AUX
easat-2933	311	19	be	be	AUX
easat-2933	311	20	discussed	discuss	VERB
easat-2933	311	21	.	.	PUNCT
easat-2933	312	1	6	6	X
easat-2933	312	2	.	.	X
easat-2933	312	3	cyber	cyber	NOUN
easat-2933	312	4	threat	threat	NOUN
easat-2933	312	5	scenarios	scenario	NOUN
easat-2933	312	6	this	this	DET
easat-2933	312	7	section	section	NOUN
easat-2933	312	8	will	will	AUX
easat-2933	312	9	define	define	VERB
easat-2933	312	10	the	the	DET
easat-2933	312	11	cyber	cyber	NOUN
easat-2933	312	12	threat	threat	NOUN
easat-2933	312	13	scenarios	scenario	NOUN
easat-2933	312	14	and	and	CCONJ
easat-2933	312	15	analytical	analytical	ADJ
easat-2933	312	16	rules	rule	NOUN
easat-2933	312	17	that	that	PRON
easat-2933	312	18	meet	meet	VERB
easat-2933	312	19	them	they	PRON
easat-2933	312	20	.	.	PUNCT
easat-2933	313	1	then	then	ADV
easat-2933	313	2	,	,	PUNCT
easat-2933	313	3	an	an	DET
easat-2933	313	4	evaluation	evaluation	NOUN
easat-2933	313	5	of	of	ADP
easat-2933	313	6	how	how	SCONJ
easat-2933	313	7	these	these	DET
easat-2933	313	8	analytical	analytical	ADJ
easat-2933	313	9	rules	rule	NOUN
easat-2933	313	10	work	work	VERB
easat-2933	313	11	before	before	ADP
easat-2933	313	12	defining	define	VERB
easat-2933	313	13	automatic	automatic	ADJ
easat-2933	313	14	response	response	NOUN
easat-2933	313	15	rules	rule	NOUN
easat-2933	313	16	to	to	ADP
easat-2933	313	17	threats	threat	NOUN
easat-2933	313	18	and	and	CCONJ
easat-2933	313	19	the	the	DET
easat-2933	313	20	logic	logic	ADJ
easat-2933	313	21	app	app	NOUN
easat-2933	313	22	will	will	AUX
easat-2933	313	23	be	be	AUX
easat-2933	313	24	done	do	VERB
easat-2933	313	25	.	.	PUNCT
easat-2933	314	1	6.1	6.1	NUM
easat-2933	314	2	.	.	PUNCT
easat-2933	314	3	defining	define	VERB
easat-2933	314	4	cyber	cyber	NOUN
easat-2933	314	5	threat	threat	NOUN
easat-2933	314	6	scenarios	scenario	NOUN
easat-2933	314	7	in	in	ADP
easat-2933	314	8	this	this	DET
easat-2933	314	9	article	article	NOUN
easat-2933	314	10	,	,	PUNCT
easat-2933	314	11	three	three	NUM
easat-2933	314	12	automated	automate	VERB
easat-2933	314	13	cyber	cyber	NOUN
easat-2933	314	14	threat	threat	NOUN
easat-2933	314	15	response	response	NOUN
easat-2933	314	16	scenarios	scenario	NOUN
easat-2933	314	17	are	be	AUX
easat-2933	314	18	presented	present	VERB
easat-2933	314	19	.	.	PUNCT
easat-2933	315	1	the	the	DET
easat-2933	315	2	first	first	ADJ
easat-2933	315	3	scenario	scenario	NOUN
easat-2933	315	4	helps	help	VERB
easat-2933	315	5	soc	soc	NOUN
easat-2933	315	6	teams	team	NOUN
easat-2933	315	7	view	view	VERB
easat-2933	315	8	and	and	CCONJ
easat-2933	315	9	group	group	NOUN
easat-2933	315	10	warnings	warning	NOUN
easat-2933	315	11	by	by	ADP
easat-2933	315	12	location	location	NOUN
easat-2933	315	13	.	.	PUNCT
easat-2933	316	1	if	if	SCONJ
easat-2933	316	2	you	you	PRON
easat-2933	316	3	try	try	VERB
easat-2933	316	4	to	to	PART
easat-2933	316	5	log	log	VERB
easat-2933	316	6	in	in	ADP
easat-2933	316	7	to	to	ADP
easat-2933	316	8	disabled	disabled	ADJ
easat-2933	316	9	accounts	account	NOUN
easat-2933	316	10	,	,	PUNCT
easat-2933	316	11	alerts	alert	NOUN
easat-2933	316	12	and	and	CCONJ
easat-2933	316	13	incidents	incident	NOUN
easat-2933	316	14	will	will	AUX
easat-2933	316	15	be	be	AUX
easat-2933	316	16	issued	issue	VERB
easat-2933	316	17	,	,	PUNCT
easat-2933	316	18	and	and	CCONJ
easat-2933	316	19	the	the	DET
easat-2933	316	20	location	location	NOUN
easat-2933	316	21	from	from	ADP
easat-2933	316	22	which	which	PRON
easat-2933	316	23	you	you	PRON
easat-2933	316	24	attempted	attempt	VERB
easat-2933	316	25	to	to	PART
easat-2933	316	26	connect	connect	VERB
easat-2933	316	27	will	will	AUX
easat-2933	316	28	be	be	AUX
easat-2933	316	29	identified	identify	VERB
easat-2933	316	30	as	as	ADP
easat-2933	316	31	a	a	DET
easat-2933	316	32	reaction	reaction	NOUN
easat-2933	316	33	to	to	ADP
easat-2933	316	34	the	the	DET
easat-2933	316	35	threat	threat	NOUN
easat-2933	316	36	.	.	PUNCT
easat-2933	317	1	the	the	DET
easat-2933	317	2	second	second	ADJ
easat-2933	317	3	scenario	scenario	NOUN
easat-2933	317	4	deactivates	deactivate	VERB
easat-2933	317	5	accounts	account	NOUN
easat-2933	317	6	if	if	SCONJ
easat-2933	317	7	they	they	PRON
easat-2933	317	8	log	log	VERB
easat-2933	317	9	in	in	ADP
easat-2933	317	10	from	from	ADP
easat-2933	317	11	microsoft	microsoft	PROPN
easat-2933	317	12	sentinel	sentinel	PROPN
easat-2933	317	13	's	's	PART
easat-2933	317	14	blocklist	blocklist	NOUN
easat-2933	317	15	of	of	ADP
easat-2933	317	16	ip	ip	DET
easat-2933	317	17	addresses	address	NOUN
easat-2933	317	18	.	.	PUNCT
easat-2933	318	1	famous	famous	ADJ
easat-2933	318	2	tor	tor	NOUN
easat-2933	318	3	output	output	NOUN
easat-2933	318	4	nodes	node	NOUN
easat-2933	318	5	were	be	AUX
easat-2933	318	6	used	use	VERB
easat-2933	318	7	for	for	ADP
easat-2933	318	8	ip	ip	DET
easat-2933	318	9	addresses	address	NOUN
easat-2933	318	10	.	.	PUNCT
easat-2933	319	1	tor	tor	NOUN
easat-2933	319	2	's	's	PART
easat-2933	319	3	ip	ip	ADJ
easat-2933	319	4	address	address	NOUN
easat-2933	319	5	anonymization	anonymization	NOUN
easat-2933	319	6	makes	make	VERB
easat-2933	319	7	tracking	track	VERB
easat-2933	319	8	users	user	NOUN
easat-2933	319	9	harder	hard	ADV
easat-2933	319	10	.	.	PUNCT
easat-2933	320	1	exit	exit	NOUN
easat-2933	320	2	nodes	node	NOUN
easat-2933	320	3	are	be	AUX
easat-2933	320	4	the	the	DET
easat-2933	320	5	last	last	ADJ
easat-2933	320	6	nodes	node	NOUN
easat-2933	320	7	before	before	SCONJ
easat-2933	320	8	the	the	DET
easat-2933	320	9	user	user	NOUN
easat-2933	320	10	reaches	reach	VERB
easat-2933	320	11	the	the	DET
easat-2933	320	12	destination	destination	NOUN
easat-2933	320	13	.	.	PUNCT
easat-2933	321	1	hence	hence	ADV
easat-2933	321	2	,	,	PUNCT
easat-2933	321	3	they	they	PRON
easat-2933	321	4	can	can	AUX
easat-2933	321	5	be	be	AUX
easat-2933	321	6	blocked	block	VERB
easat-2933	321	7	.	.	PUNCT
easat-2933	322	1	after	after	ADP
easat-2933	322	2	the	the	DET
easat-2933	322	3	analytics	analytic	NOUN
easat-2933	322	4	rule	rule	NOUN
easat-2933	322	5	detects	detect	NOUN
easat-2933	322	6	the	the	DET
easat-2933	322	7	user	user	NOUN
easat-2933	322	8	login	login	NOUN
easat-2933	322	9	from	from	ADP
easat-2933	322	10	the	the	DET
easat-2933	322	11	ip	ip	ADJ
easat-2933	322	12	address	address	NOUN
easat-2933	322	13	on	on	ADP
easat-2933	322	14	the	the	DET
easat-2933	322	15	watchlist	watchlist	NOUN
easat-2933	322	16	,	,	PUNCT
easat-2933	322	17	the	the	DET
easat-2933	322	18	account	account	NOUN
easat-2933	322	19	will	will	AUX
easat-2933	322	20	be	be	AUX
easat-2933	322	21	blocked	block	VERB
easat-2933	322	22	and	and	CCONJ
easat-2933	322	23	must	must	AUX
easat-2933	322	24	be	be	AUX
easat-2933	322	25	manually	manually	ADV
easat-2933	322	26	activated	activate	VERB
easat-2933	322	27	.	.	PUNCT
easat-2933	323	1	this	this	DET
easat-2933	323	2	reaction	reaction	NOUN
easat-2933	323	3	compromises	compromise	VERB
easat-2933	323	4	the	the	DET
easat-2933	323	5	account	account	NOUN
easat-2933	323	6	,	,	PUNCT
easat-2933	323	7	preventing	prevent	VERB
easat-2933	323	8	the	the	DET
easat-2933	323	9	attack	attack	NOUN
easat-2933	323	10	from	from	ADP
easat-2933	323	11	escalating	escalate	VERB
easat-2933	323	12	and	and	CCONJ
easat-2933	323	13	causing	cause	VERB
easat-2933	323	14	more	more	ADJ
easat-2933	323	15	damage	damage	NOUN
easat-2933	323	16	.	.	PUNCT
easat-2933	324	1	last	last	ADJ
easat-2933	324	2	,	,	PUNCT
easat-2933	324	3	a	a	DET
easat-2933	324	4	single	single	ADJ
easat-2933	324	5	azure	azure	NOUN
easat-2933	324	6	-	-	PUNCT
easat-2933	324	7	created	create	VERB
easat-2933	324	8	and	and	CCONJ
easat-2933	324	9	configured	configure	VERB
easat-2933	324	10	vm	vm	PROPN
easat-2933	324	11	will	will	AUX
easat-2933	324	12	be	be	AUX
easat-2933	324	13	used	use	VERB
easat-2933	324	14	.	.	PUNCT
easat-2933	325	1	the	the	DET
easat-2933	325	2	preceding	precede	VERB
easat-2933	325	3	chapter	chapter	NOUN
easat-2933	325	4	showed	show	VERB
easat-2933	325	5	the	the	DET
easat-2933	325	6	configuration	configuration	NOUN
easat-2933	325	7	.	.	PUNCT
easat-2933	326	1	eicar	eicar	ADJ
easat-2933	326	2	,	,	PUNCT
easat-2933	326	3	a	a	DET
easat-2933	326	4	test	test	NOUN
easat-2933	326	5	malware	malware	NOUN
easat-2933	326	6	,	,	PUNCT
easat-2933	326	7	will	will	AUX
easat-2933	326	8	be	be	AUX
easat-2933	326	9	downloaded	download	VERB
easat-2933	326	10	on	on	ADP
easat-2933	326	11	this	this	DET
easat-2933	326	12	virtual	virtual	ADJ
easat-2933	326	13	system	system	NOUN
easat-2933	326	14	.	.	PUNCT
easat-2933	327	1	the	the	DET
easat-2933	327	2	european	european	PROPN
easat-2933	327	3	institute	institute	PROPN
easat-2933	327	4	for	for	ADP
easat-2933	327	5	pc	pc	NOUN
easat-2933	327	6	antivirus	antivirus	NOUN
easat-2933	327	7	research	research	NOUN
easat-2933	327	8	created	create	VERB
easat-2933	327	9	eicar	eicar	ADJ
easat-2933	327	10	to	to	PART
easat-2933	327	11	evaluate	evaluate	VERB
easat-2933	327	12	antivirus	antivirus	NOUN
easat-2933	327	13	software	software	NOUN
easat-2933	327	14	without	without	ADP
easat-2933	327	15	damaging	damage	VERB
easat-2933	327	16	the	the	DET
easat-2933	327	17	pc	pc	NOUN
easat-2933	327	18	or	or	CCONJ
easat-2933	327	19	network	network	NOUN
easat-2933	327	20	.	.	PUNCT
easat-2933	328	1	the	the	DET
easat-2933	328	2	antivirus	antivirus	NOUN
easat-2933	328	3	component	component	NOUN
easat-2933	328	4	should	should	AUX
easat-2933	328	5	block	block	VERB
easat-2933	328	6	downloading	download	VERB
easat-2933	328	7	a	a	DET
easat-2933	328	8	file	file	NOUN
easat-2933	328	9	,	,	PUNCT
easat-2933	328	10	but	but	CCONJ
easat-2933	328	11	the	the	DET
easat-2933	328	12	user	user	NOUN
easat-2933	328	13	can	can	AUX
easat-2933	328	14	specify	specify	VERB
easat-2933	328	15	an	an	DET
easat-2933	328	16	exemption	exemption	NOUN
easat-2933	328	17	for	for	ADP
easat-2933	328	18	downloading	download	VERB
easat-2933	328	19	a	a	DET
easat-2933	328	20	harmful	harmful	ADJ
easat-2933	328	21	file	file	NOUN
easat-2933	328	22	,	,	PUNCT
easat-2933	328	23	which	which	PRON
easat-2933	328	24	puts	put	VERB
easat-2933	328	25	the	the	DET
easat-2933	328	26	entire	entire	ADJ
easat-2933	328	27	network	network	NOUN
easat-2933	328	28	at	at	ADP
easat-2933	328	29	risk	risk	NOUN
easat-2933	328	30	.	.	PUNCT
easat-2933	329	1	therefore	therefore	ADV
easat-2933	329	2	,	,	PUNCT
easat-2933	329	3	it	it	PRON
easat-2933	329	4	is	be	AUX
easat-2933	329	5	essential	essential	ADJ
easat-2933	329	6	to	to	PART
easat-2933	329	7	act	act	VERB
easat-2933	329	8	quickly	quickly	ADV
easat-2933	329	9	and	and	CCONJ
easat-2933	329	10	separate	separate	VERB
easat-2933	329	11	the	the	DET
easat-2933	329	12	computer	computer	NOUN
easat-2933	329	13	from	from	ADP
easat-2933	329	14	the	the	DET
easat-2933	329	15	network	network	NOUN
easat-2933	329	16	after	after	ADP
easat-2933	329	17	downloading	download	VERB
easat-2933	329	18	a	a	DET
easat-2933	329	19	malicious	malicious	ADJ
easat-2933	329	20	file	file	NOUN
easat-2933	329	21	to	to	PART
easat-2933	329	22	analyze	analyze	VERB
easat-2933	329	23	it	it	PRON
easat-2933	329	24	.	.	PUNCT
easat-2933	330	1	analytical	analytical	ADJ
easat-2933	330	2	rules	rule	NOUN
easat-2933	330	3	are	be	AUX
easat-2933	330	4	created	create	VERB
easat-2933	330	5	and	and	CCONJ
easat-2933	330	6	analyzed	analyze	VERB
easat-2933	330	7	for	for	ADP
easat-2933	330	8	defined	define	VERB
easat-2933	330	9	instances	instance	NOUN
easat-2933	330	10	.	.	PUNCT
easat-2933	331	1	6.2	6.2	NUM
easat-2933	331	2	.	.	PUNCT
easat-2933	332	1	creating	create	VERB
easat-2933	332	2	and	and	CCONJ
easat-2933	332	3	analyzing	analyze	VERB
easat-2933	332	4	analytical	analytical	ADJ
easat-2933	332	5	rules	rule	NOUN
easat-2933	332	6	for	for	ADP
easat-2933	332	7	the	the	DET
easat-2933	332	8	first	first	ADJ
easat-2933	332	9	scenario	scenario	NOUN
easat-2933	332	10	,	,	PUNCT
easat-2933	332	11	the	the	DET
easat-2933	332	12	analytical	analytical	ADJ
easat-2933	332	13	rule	rule	NOUN
easat-2933	332	14	will	will	AUX
easat-2933	332	15	use	use	VERB
easat-2933	332	16	the	the	DET
easat-2933	332	17	kql	kql	NOUN
easat-2933	332	18	query	query	NOUN
easat-2933	332	19	in	in	ADP
easat-2933	332	20	the	the	DET
easat-2933	332	21	microsoft	microsoft	PROPN
easat-2933	332	22	sentinel	sentinel	PROPN
easat-2933	332	23	training	train	VERB
easat-2933	332	24	lab	lab	NOUN
easat-2933	332	25	on	on	ADP
easat-2933	332	26	github	github	NOUN
easat-2933	333	1	[	[	X
easat-2933	333	2	43	43	NUM
easat-2933	333	3	]	]	PUNCT
easat-2933	333	4	.	.	PUNCT
easat-2933	334	1	after	after	ADP
easat-2933	334	2	creating	create	VERB
easat-2933	334	3	a	a	DET
easat-2933	334	4	scheduled	schedule	VERB
easat-2933	334	5	analytics	analytic	NOUN
easat-2933	334	6	rule	rule	NOUN
easat-2933	334	7	,	,	PUNCT
easat-2933	334	8	where	where	SCONJ
easat-2933	334	9	the	the	DET
easat-2933	334	10	mapped	map	VERB
easat-2933	334	11	entity	entity	NOUN
easat-2933	334	12	is	be	AUX
easat-2933	334	13	an	an	DET
easat-2933	334	14	ip	ip	ADJ
easat-2933	334	15	address	address	NOUN
easat-2933	334	16	and	and	CCONJ
easat-2933	334	17	contains	contain	VERB
easat-2933	334	18	the	the	DET
easat-2933	334	19	previous	previous	ADJ
easat-2933	334	20	query	query	NOUN
easat-2933	334	21	,	,	PUNCT
easat-2933	334	22	the	the	DET
easat-2933	334	23	incident	incident	NOUN
easat-2933	334	24	is	be	AUX
easat-2933	334	25	shown	show	VERB
easat-2933	334	26	in	in	ADP
easat-2933	334	27	figure	figure	NOUN
easat-2933	334	28	3	3	NUM
easat-2933	334	29	:	:	SYM
easat-2933	334	30	4334	4334	NUM
easat-2933	334	31	edelweiss	edelweiss	PROPN
easat-2933	334	32	applied	apply	VERB
easat-2933	334	33	science	science	NOUN
easat-2933	334	34	and	and	CCONJ
easat-2933	334	35	technology	technology	NOUN
easat-2933	334	36	issn	issn	PROPN
easat-2933	334	37	:	:	PUNCT
easat-2933	334	38	2576	2576	NUM
easat-2933	334	39	-	-	SYM
easat-2933	334	40	8484	8484	NUM
easat-2933	334	41	vol	vol	NOUN
easat-2933	334	42	.	.	PROPN
easat-2933	334	43	8	8	NUM
easat-2933	334	44	,	,	PUNCT
easat-2933	334	45	no	no	INTJ
easat-2933	334	46	.	.	NOUN
easat-2933	335	1	6	6	NUM
easat-2933	335	2	:	:	SYM
easat-2933	335	3	4319	4319	NUM
easat-2933	335	4	-	-	SYM
easat-2933	335	5	4348	4348	NUM
easat-2933	335	6	,	,	PUNCT
easat-2933	335	7	2024	2024	NUM
easat-2933	335	8	doi	doi	NOUN
easat-2933	335	9	:	:	PUNCT
easat-2933	335	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	335	11	©	©	ADP
easat-2933	335	12	2024	2024	NUM
easat-2933	335	13	by	by	ADP
easat-2933	335	14	the	the	DET
easat-2933	335	15	authors	author	NOUN
easat-2933	335	16	;	;	PUNCT
easat-2933	335	17	licensee	licensee	PROPN
easat-2933	335	18	learning	learn	VERB
easat-2933	335	19	gate	gate	PROPN
easat-2933	335	20	figure	figure	NOUN
easat-2933	335	21	3	3	NUM
easat-2933	335	22	.	.	PUNCT
easat-2933	335	23	scenario	scenario	NOUN
easat-2933	335	24	1	1	NUM
easat-2933	335	25	–	–	PUNCT
easat-2933	335	26	incident	incident	NOUN
easat-2933	335	27	where	where	SCONJ
easat-2933	335	28	a	a	DET
easat-2933	335	29	login	login	NOUN
easat-2933	335	30	attempt	attempt	NOUN
easat-2933	335	31	was	be	AUX
easat-2933	335	32	made	make	VERB
easat-2933	335	33	for	for	ADP
easat-2933	335	34	a	a	DET
easat-2933	335	35	disabled	disabled	ADJ
easat-2933	335	36	user	user	NOUN
easat-2933	335	37	account	account	NOUN
easat-2933	335	38	.	.	PUNCT
easat-2933	336	1	the	the	DET
easat-2933	336	2	identified	identify	VERB
easat-2933	336	3	ip	ip	PRON
easat-2933	336	4	address	address	NOUN
easat-2933	336	5	(	(	PUNCT
easat-2933	336	6	175.45.176.99	175.45.176.99	NUM
easat-2933	336	7	)	)	PUNCT
easat-2933	336	8	,	,	PUNCT
easat-2933	336	9	the	the	DET
easat-2933	336	10	location	location	NOUN
easat-2933	336	11	details	detail	NOUN
easat-2933	336	12	of	of	ADP
easat-2933	336	13	which	which	PRON
easat-2933	336	14	will	will	AUX
easat-2933	336	15	be	be	AUX
easat-2933	336	16	known	know	VERB
easat-2933	336	17	during	during	ADP
easat-2933	336	18	the	the	DET
easat-2933	336	19	automatic	automatic	ADJ
easat-2933	336	20	threat	threat	NOUN
easat-2933	336	21	response	response	NOUN
easat-2933	336	22	.	.	PUNCT
easat-2933	337	1	let	let	VERB
easat-2933	337	2	’s	’s	PRON
easat-2933	337	3	now	now	ADV
easat-2933	337	4	extend	extend	VERB
easat-2933	337	5	that	that	DET
easat-2933	337	6	scenario	scenario	NOUN
easat-2933	337	7	by	by	ADP
easat-2933	337	8	creating	create	VERB
easat-2933	337	9	a	a	DET
easat-2933	337	10	watchlist	watchlist	NOUN
easat-2933	337	11	by	by	ADP
easat-2933	337	12	using	use	VERB
easat-2933	337	13	a	a	DET
easat-2933	337	14	.csv	.csv	ADJ
easat-2933	337	15	file	file	NOUN
easat-2933	337	16	containing	contain	VERB
easat-2933	337	17	a	a	DET
easat-2933	337	18	list	list	NOUN
easat-2933	337	19	of	of	ADP
easat-2933	337	20	all	all	DET
easat-2933	337	21	currently	currently	ADV
easat-2933	337	22	known	know	VERB
easat-2933	337	23	tor	tor	NOUN
easat-2933	337	24	exit	exit	NOUN
easat-2933	337	25	nodes	node	NOUN
easat-2933	337	26	,	,	PUNCT
easat-2933	337	27	as	as	SCONJ
easat-2933	337	28	is	be	AUX
easat-2933	337	29	shown	show	VERB
easat-2933	337	30	in	in	ADP
easat-2933	337	31	figure	figure	NOUN
easat-2933	337	32	4	4	NUM
easat-2933	337	33	:	:	PUNCT
easat-2933	337	34	figure	figure	NOUN
easat-2933	337	35	4	4	NUM
easat-2933	337	36	.	.	PUNCT
easat-2933	337	37	scenario	scenario	NOUN
easat-2933	337	38	2	2	NUM
easat-2933	337	39	–	–	PUNCT
easat-2933	337	40	watchlist	watchlist	NOUN
easat-2933	337	41	for	for	ADP
easat-2933	337	42	tor	tor	NOUN
easat-2933	337	43	output	output	NOUN
easat-2933	337	44	nodes	node	NOUN
easat-2933	337	45	.	.	PUNCT
easat-2933	338	1	after	after	ADP
easat-2933	338	2	this	this	DET
easat-2933	338	3	step	step	NOUN
easat-2933	338	4	,	,	PUNCT
easat-2933	338	5	we	we	PRON
easat-2933	338	6	’ll	’ll	AUX
easat-2933	338	7	create	create	VERB
easat-2933	338	8	a	a	DET
easat-2933	338	9	kql	kql	NOUN
easat-2933	338	10	query	query	NOUN
easat-2933	338	11	which	which	PRON
easat-2933	338	12	is	be	AUX
easat-2933	338	13	going	go	VERB
easat-2933	338	14	to	to	PART
easat-2933	338	15	use	use	VERB
easat-2933	338	16	addresses	address	NOUN
easat-2933	338	17	from	from	ADP
easat-2933	338	18	the	the	DET
easat-2933	338	19	watchlist	watchlist	NOUN
easat-2933	338	20	and	and	CCONJ
easat-2933	338	21	collate	collate	VERB
easat-2933	338	22	them	they	PRON
easat-2933	338	23	with	with	ADP
easat-2933	338	24	those	those	PRON
easat-2933	338	25	from	from	ADP
easat-2933	338	26	which	which	PRON
easat-2933	338	27	the	the	DET
easat-2933	338	28	login	login	NOUN
easat-2933	338	29	attempt	attempt	NOUN
easat-2933	338	30	was	be	AUX
easat-2933	338	31	made	make	VERB
easat-2933	338	32	:	:	PUNCT
easat-2933	338	33	4335	4335	NUM
easat-2933	338	34	edelweiss	edelweiss	PROPN
easat-2933	338	35	applied	apply	VERB
easat-2933	338	36	science	science	NOUN
easat-2933	338	37	and	and	CCONJ
easat-2933	338	38	technology	technology	NOUN
easat-2933	338	39	issn	issn	PROPN
easat-2933	338	40	:	:	PUNCT
easat-2933	338	41	2576	2576	NUM
easat-2933	338	42	-	-	SYM
easat-2933	338	43	8484	8484	NUM
easat-2933	338	44	vol	vol	NOUN
easat-2933	338	45	.	.	PROPN
easat-2933	338	46	8	8	NUM
easat-2933	338	47	,	,	PUNCT
easat-2933	338	48	no	no	INTJ
easat-2933	338	49	.	.	NOUN
easat-2933	339	1	6	6	NUM
easat-2933	339	2	:	:	SYM
easat-2933	339	3	4319	4319	NUM
easat-2933	339	4	-	-	SYM
easat-2933	339	5	4348	4348	NUM
easat-2933	339	6	,	,	PUNCT
easat-2933	339	7	2024	2024	NUM
easat-2933	339	8	doi	doi	NOUN
easat-2933	339	9	:	:	PUNCT
easat-2933	339	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	339	11	©	©	ADP
easat-2933	339	12	2024	2024	NUM
easat-2933	339	13	by	by	ADP
easat-2933	339	14	the	the	DET
easat-2933	339	15	authors	author	NOUN
easat-2933	339	16	;	;	PUNCT
easat-2933	339	17	licensee	licensee	PROPN
easat-2933	339	18	learning	learning	NOUN
easat-2933	339	19	gate	gate	PROPN
easat-2933	339	20	address	address	NOUN
easat-2933	339	21	flight	flight	NOUN
easat-2933	339	22	=	=	SYM
easat-2933	339	23	(	(	PUNCT
easat-2933	339	24	_	_	PUNCT
easat-2933	339	25	getwatchlist('ip	getwatchlist('ip	NOUN
easat-2933	339	26	address	address	NOUN
easat-2933	339	27	)	)	PUNCT
easat-2933	340	1	|	|	ADV
easat-2933	340	2	project	project	NOUN
easat-2933	340	3	address	address	NOUN
easat-2933	340	4	)	)	PUNCT
easat-2933	340	5	;	;	PUNCT
easat-2933	340	6	signinlogs	signinlog	NOUN
easat-2933	340	7	|	|	ADV
easat-2933	340	8	where	where	SCONJ
easat-2933	340	9	ipaddress	ipaddress	PROPN
easat-2933	340	10	in	in	ADP
easat-2933	340	11	(	(	PUNCT
easat-2933	340	12	addresses	address	NOUN
easat-2933	340	13	)	)	PUNCT
easat-2933	340	14	;	;	PUNCT
easat-2933	340	15	code	code	NOUN
easat-2933	340	16	2	2	NUM
easat-2933	340	17	:	:	PUNCT
easat-2933	340	18	kql	kql	X
easat-2933	340	19	query	query	NOUN
easat-2933	340	20	that	that	PRON
easat-2933	340	21	correlates	correlate	VERB
easat-2933	340	22	ip	ip	DET
easat-2933	340	23	addresses	address	NOUN
easat-2933	340	24	from	from	ADP
easat-2933	340	25	the	the	DET
easat-2933	340	26	watchlist	watchlist	NOUN
easat-2933	340	27	with	with	ADP
easat-2933	340	28	addresses	address	NOUN
easat-2933	340	29	from	from	ADP
easat-2933	340	30	which	which	DET
easat-2933	340	31	login	login	NOUN
easat-2933	340	32	was	be	AUX
easat-2933	340	33	attempted	attempt	VERB
easat-2933	340	34	.	.	PUNCT
easat-2933	341	1	the	the	DET
easat-2933	341	2	query	query	NOUN
easat-2933	341	3	begins	begin	VERB
easat-2933	341	4	by	by	ADP
easat-2933	341	5	defining	define	VERB
easat-2933	341	6	a	a	DET
easat-2933	341	7	variable	variable	NOUN
easat-2933	341	8	under	under	ADP
easat-2933	341	9	the	the	DET
easat-2933	341	10	address	address	NOUN
easat-2933	341	11	name	name	NOUN
easat-2933	341	12	using	use	VERB
easat-2933	341	13	the	the	DET
easat-2933	341	14	flight	flight	NOUN
easat-2933	341	15	keyword	keyword	NOUN
easat-2933	341	16	.	.	PUNCT
easat-2933	342	1	a	a	DET
easat-2933	342	2	variable	variable	NOUN
easat-2933	342	3	is	be	AUX
easat-2933	342	4	assigned	assign	VERB
easat-2933	342	5	as	as	ADP
easat-2933	342	6	the	the	DET
easat-2933	342	7	result	result	NOUN
easat-2933	342	8	of	of	ADP
easat-2933	342	9	a	a	DET
easat-2933	342	10	call	call	NOUN
easat-2933	342	11	to	to	ADP
easat-2933	342	12	the	the	DET
easat-2933	342	13	function	function	NOUN
easat-2933	342	14	_	_	PUNCT
easat-2933	342	15	getwatchlist('ip	getwatchlist('ip	NOUN
easat-2933	342	16	address	address	NOUN
easat-2933	342	17	)	)	PUNCT
easat-2933	342	18	,	,	PUNCT
easat-2933	342	19	which	which	PRON
easat-2933	342	20	retrieves	retrieve	VERB
easat-2933	342	21	a	a	DET
easat-2933	342	22	watchlist	watchlist	NOUN
easat-2933	342	23	containing	contain	VERB
easat-2933	342	24	ip	ip	DET
easat-2933	342	25	addresses	address	NOUN
easat-2933	342	26	.	.	PUNCT
easat-2933	343	1	„	„	PUNCT
easat-2933	343	2	|	|	ADV
easat-2933	343	3	the	the	DET
easat-2933	343	4	project	project	NOUN
easat-2933	343	5	address	address	NOUN
easat-2933	343	6	part	part	NOUN
easat-2933	343	7	only	only	ADV
easat-2933	343	8	processes	process	VERB
easat-2933	343	9	the	the	DET
easat-2933	343	10	ip	ip	ADJ
easat-2933	343	11	address	address	NOUN
easat-2933	343	12	column	column	NOUN
easat-2933	343	13	from	from	ADP
easat-2933	343	14	the	the	DET
easat-2933	343	15	watchlist	watchlist	NOUN
easat-2933	343	16	(	(	PUNCT
easat-2933	343	17	the	the	DET
easat-2933	343	18	only	only	ADJ
easat-2933	343	19	column	column	NOUN
easat-2933	343	20	in	in	ADP
easat-2933	343	21	the	the	DET
easat-2933	343	22	.csv	.csv	ADJ
easat-2933	343	23	file	file	NOUN
easat-2933	343	24	)	)	PUNCT
easat-2933	343	25	.	.	PUNCT
easat-2933	344	1	the	the	DET
easat-2933	344	2	"	"	PUNCT
easat-2933	344	3	signinlogs	signinlog	NOUN
easat-2933	344	4	"	"	PUNCT
easat-2933	344	5	table	table	NOUN
easat-2933	344	6	is	be	AUX
easat-2933	344	7	prompted	prompt	VERB
easat-2933	344	8	"	"	PUNCT
easat-2933	344	9	|	|	ADV
easat-2933	344	10	where	where	SCONJ
easat-2933	344	11	ipaddress	ipaddress	NOUN
easat-2933	344	12	in	in	ADP
easat-2933	344	13	(	(	PUNCT
easat-2933	344	14	addresses	address	NOUN
easat-2933	344	15	)	)	PUNCT
easat-2933	344	16	.	.	PUNCT
easat-2933	344	17	"	"	PUNCT
easat-2933	345	1	this	this	DET
easat-2933	345	2	filter	filter	NOUN
easat-2933	345	3	limits	limit	VERB
easat-2933	345	4	the	the	DET
easat-2933	345	5	results	result	NOUN
easat-2933	345	6	to	to	PART
easat-2933	345	7	include	include	VERB
easat-2933	345	8	only	only	ADV
easat-2933	345	9	records	record	NOUN
easat-2933	345	10	in	in	ADP
easat-2933	345	11	which	which	PRON
easat-2933	345	12	the	the	DET
easat-2933	345	13	"	"	PUNCT
easat-2933	345	14	ipaddress	ipaddress	NOUN
easat-2933	345	15	"	"	PUNCT
easat-2933	345	16	field	field	NOUN
easat-2933	345	17	matches	match	VERB
easat-2933	345	18	one	one	NUM
easat-2933	345	19	of	of	ADP
easat-2933	345	20	the	the	DET
easat-2933	345	21	ip	ip	NOUN
easat-2933	345	22	addresses	address	NOUN
easat-2933	345	23	in	in	ADP
easat-2933	345	24	the	the	DET
easat-2933	345	25	"	"	PUNCT
easat-2933	345	26	address	address	NOUN
easat-2933	345	27	"	"	PUNCT
easat-2933	345	28	variable	variable	NOUN
easat-2933	345	29	in	in	ADP
easat-2933	345	30	the	the	DET
easat-2933	345	31	watchlist	watchlist	NOUN
easat-2933	345	32	.	.	PUNCT
easat-2933	346	1	an	an	DET
easat-2933	346	2	evaluation	evaluation	NOUN
easat-2933	346	3	account	account	NOUN
easat-2933	346	4	has	have	AUX
easat-2933	346	5	been	be	AUX
easat-2933	346	6	created	create	VERB
easat-2933	346	7	,	,	PUNCT
easat-2933	346	8	and	and	CCONJ
easat-2933	346	9	login	login	NOUN
easat-2933	346	10	attempts	attempt	NOUN
easat-2933	346	11	will	will	AUX
easat-2933	346	12	be	be	AUX
easat-2933	346	13	made	make	VERB
easat-2933	346	14	.	.	PUNCT
easat-2933	347	1	namely	namely	ADV
easat-2933	347	2	,	,	PUNCT
easat-2933	347	3	in	in	ADP
easat-2933	347	4	the	the	DET
easat-2933	347	5	tklabs	tklab	NOUN
easat-2933	347	6	tenant	tenant	PROPN
easat-2933	347	7	,	,	PUNCT
easat-2933	347	8	the	the	DET
easat-2933	347	9	"	"	PUNCT
easat-2933	347	10	security	security	NOUN
easat-2933	347	11	defaults	default	NOUN
easat-2933	347	12	"	"	PUNCT
easat-2933	347	13	parameter	parameter	NOUN
easat-2933	347	14	is	be	AUX
easat-2933	347	15	set	set	VERB
easat-2933	347	16	to	to	PART
easat-2933	347	17	"	"	PUNCT
easat-2933	347	18	yes	yes	INTJ
easat-2933	347	19	,	,	PUNCT
easat-2933	347	20	"	"	PUNCT
easat-2933	347	21	which	which	PRON
easat-2933	347	22	turns	turn	VERB
easat-2933	347	23	off	off	ADP
easat-2933	347	24	login	login	NOUN
easat-2933	347	25	if	if	SCONJ
easat-2933	347	26	microsoft	microsoft	PROPN
easat-2933	347	27	is	be	AUX
easat-2933	347	28	not	not	PART
easat-2933	347	29	able	able	ADJ
easat-2933	347	30	to	to	PART
easat-2933	347	31	collect	collect	VERB
easat-2933	347	32	more	more	ADJ
easat-2933	347	33	information	information	NOUN
easat-2933	347	34	about	about	ADP
easat-2933	347	35	the	the	DET
easat-2933	347	36	location	location	NOUN
easat-2933	347	37	or	or	CCONJ
easat-2933	347	38	device	device	NOUN
easat-2933	347	39	from	from	ADP
easat-2933	347	40	which	which	PRON
easat-2933	347	41	the	the	DET
easat-2933	347	42	login	login	NOUN
easat-2933	347	43	was	be	AUX
easat-2933	347	44	made	make	VERB
easat-2933	347	45	,	,	PUNCT
easat-2933	347	46	which	which	PRON
easat-2933	347	47	happens	happen	VERB
easat-2933	347	48	if	if	SCONJ
easat-2933	347	49	someone	someone	PRON
easat-2933	347	50	tries	try	VERB
easat-2933	347	51	to	to	PART
easat-2933	347	52	log	log	VERB
easat-2933	347	53	in	in	ADP
easat-2933	347	54	from	from	ADP
easat-2933	347	55	the	the	DET
easat-2933	347	56	tor	tor	NOUN
easat-2933	347	57	exit	exit	NOUN
easat-2933	347	58	nodes	nod	VERB
easat-2933	347	59	.	.	PUNCT
easat-2933	348	1	otherwise	otherwise	ADV
easat-2933	348	2	,	,	PUNCT
easat-2933	348	3	if	if	SCONJ
easat-2933	348	4	this	this	DET
easat-2933	348	5	option	option	NOUN
easat-2933	348	6	were	be	AUX
easat-2933	348	7	turned	turn	VERB
easat-2933	348	8	off	off	ADP
easat-2933	348	9	,	,	PUNCT
easat-2933	348	10	it	it	PRON
easat-2933	348	11	would	would	AUX
easat-2933	348	12	be	be	AUX
easat-2933	348	13	possible	possible	ADJ
easat-2933	348	14	to	to	PART
easat-2933	348	15	log	log	VERB
easat-2933	348	16	in	in	ADP
easat-2933	348	17	successfully	successfully	ADV
easat-2933	348	18	,	,	PUNCT
easat-2933	348	19	but	but	CCONJ
easat-2933	348	20	because	because	SCONJ
easat-2933	348	21	it	it	PRON
easat-2933	348	22	is	be	AUX
easat-2933	348	23	a	a	DET
easat-2933	348	24	tenant	tenant	NOUN
easat-2933	348	25	owned	own	VERB
easat-2933	348	26	by	by	ADP
easat-2933	348	27	another	another	DET
easat-2933	348	28	person	person	NOUN
easat-2933	348	29	,	,	PUNCT
easat-2933	348	30	this	this	DET
easat-2933	348	31	option	option	NOUN
easat-2933	348	32	is	be	AUX
easat-2933	348	33	not	not	PART
easat-2933	348	34	excluded	exclude	VERB
easat-2933	348	35	.	.	PUNCT
easat-2933	349	1	this	this	PRON
easat-2933	349	2	did	do	AUX
easat-2933	349	3	not	not	PART
easat-2933	349	4	prevent	prevent	VERB
easat-2933	349	5	the	the	DET
easat-2933	349	6	automatic	automatic	ADJ
easat-2933	349	7	response	response	NOUN
easat-2933	349	8	to	to	ADP
easat-2933	349	9	threats	threat	NOUN
easat-2933	349	10	from	from	ADP
easat-2933	349	11	being	be	AUX
easat-2933	349	12	evaluated	evaluate	VERB
easat-2933	349	13	,	,	PUNCT
easat-2933	349	14	and	and	CCONJ
easat-2933	349	15	incidents	incident	NOUN
easat-2933	349	16	were	be	AUX
easat-2933	349	17	generated	generate	VERB
easat-2933	349	18	anyway	anyway	ADV
easat-2933	349	19	because	because	SCONJ
easat-2933	349	20	it	it	PRON
easat-2933	349	21	records	record	VERB
easat-2933	349	22	successful	successful	ADJ
easat-2933	349	23	logins	login	NOUN
easat-2933	349	24	from	from	ADP
easat-2933	349	25	specific	specific	ADJ
easat-2933	349	26	ip	ip	NOUN
easat-2933	349	27	addresses	address	NOUN
easat-2933	349	28	and	and	CCONJ
easat-2933	349	29	all	all	DET
easat-2933	349	30	attempts	attempt	NOUN
easat-2933	349	31	.	.	PUNCT
easat-2933	350	1	after	after	SCONJ
easat-2933	350	2	a	a	DET
easat-2933	350	3	scheduled	schedule	VERB
easat-2933	350	4	analytical	analytical	ADJ
easat-2933	350	5	rule	rule	NOUN
easat-2933	350	6	is	be	AUX
easat-2933	350	7	created	create	VERB
easat-2933	350	8	and	and	CCONJ
easat-2933	350	9	entities	entity	NOUN
easat-2933	350	10	are	be	AUX
easat-2933	350	11	mapped	map	VERB
easat-2933	350	12	correctly	correctly	ADV
easat-2933	350	13	,	,	PUNCT
easat-2933	350	14	the	the	DET
easat-2933	350	15	whole	whole	ADJ
easat-2933	350	16	incident	incident	NOUN
easat-2933	350	17	can	can	AUX
easat-2933	350	18	be	be	AUX
easat-2933	350	19	seen	see	VERB
easat-2933	350	20	in	in	ADP
easat-2933	350	21	sentinel	sentinel	ADJ
easat-2933	350	22	ui	ui	PROPN
easat-2933	350	23	,	,	PUNCT
easat-2933	350	24	as	as	SCONJ
easat-2933	350	25	shown	show	VERB
easat-2933	350	26	in	in	ADP
easat-2933	350	27	figure	figure	NOUN
easat-2933	350	28	5	5	NUM
easat-2933	350	29	:	:	PUNCT
easat-2933	350	30	figure	figure	NOUN
easat-2933	350	31	5	5	NUM
easat-2933	350	32	.	.	PUNCT
easat-2933	350	33	suspicious	suspicious	ADJ
easat-2933	350	34	login	login	NOUN
easat-2933	350	35	to	to	ADP
easat-2933	350	36	a	a	DET
easat-2933	350	37	user	user	NOUN
easat-2933	350	38	account	account	NOUN
easat-2933	350	39	incident	incident	NOUN
easat-2933	350	40	for	for	ADP
easat-2933	350	41	the	the	DET
easat-2933	350	42	third	third	ADJ
easat-2933	350	43	scenario	scenario	NOUN
easat-2933	350	44	,	,	PUNCT
easat-2933	350	45	microsoft	microsoft	PROPN
easat-2933	350	46	’s	’s	PART
easat-2933	350	47	predefined	predefine	VERB
easat-2933	350	48	analytics	analytic	NOUN
easat-2933	350	49	policy	policy	NOUN
easat-2933	350	50	for	for	ADP
easat-2933	350	51	microsoft	microsoft	PROPN
easat-2933	350	52	defender	defender	NOUN
easat-2933	350	53	for	for	ADP
easat-2933	350	54	endpoint	endpoint	NOUN
easat-2933	350	55	incidents	incident	NOUN
easat-2933	350	56	was	be	AUX
easat-2933	350	57	used	use	VERB
easat-2933	350	58	,	,	PUNCT
easat-2933	350	59	as	as	SCONJ
easat-2933	350	60	shown	show	VERB
easat-2933	350	61	in	in	ADP
easat-2933	350	62	figure	figure	NOUN
easat-2933	350	63	6	6	NUM
easat-2933	350	64	:	:	SYM
easat-2933	350	65	4336	4336	NUM
easat-2933	350	66	edelweiss	edelweiss	PROPN
easat-2933	350	67	applied	apply	VERB
easat-2933	350	68	science	science	NOUN
easat-2933	350	69	and	and	CCONJ
easat-2933	350	70	technology	technology	NOUN
easat-2933	350	71	issn	issn	PROPN
easat-2933	350	72	:	:	PUNCT
easat-2933	350	73	2576	2576	NUM
easat-2933	350	74	-	-	SYM
easat-2933	350	75	8484	8484	NUM
easat-2933	350	76	vol	vol	NOUN
easat-2933	350	77	.	.	PROPN
easat-2933	351	1	8	8	NUM
easat-2933	351	2	,	,	PUNCT
easat-2933	351	3	no	no	INTJ
easat-2933	351	4	.	.	NOUN
easat-2933	352	1	6	6	NUM
easat-2933	352	2	:	:	SYM
easat-2933	352	3	4319	4319	NUM
easat-2933	352	4	-	-	SYM
easat-2933	352	5	4348	4348	NUM
easat-2933	352	6	,	,	PUNCT
easat-2933	352	7	2024	2024	NUM
easat-2933	352	8	doi	doi	NOUN
easat-2933	352	9	:	:	PUNCT
easat-2933	352	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	352	11	©	©	ADP
easat-2933	352	12	2024	2024	NUM
easat-2933	352	13	by	by	ADP
easat-2933	352	14	the	the	DET
easat-2933	352	15	authors	author	NOUN
easat-2933	352	16	;	;	PUNCT
easat-2933	352	17	licensee	licensee	PROPN
easat-2933	352	18	learning	learn	VERB
easat-2933	352	19	gate	gate	PROPN
easat-2933	352	20	figure	figure	NOUN
easat-2933	352	21	6	6	NUM
easat-2933	352	22	.	.	PUNCT
easat-2933	353	1	an	an	DET
easat-2933	353	2	analytics	analytic	NOUN
easat-2933	353	3	rule	rule	NOUN
easat-2933	353	4	that	that	PRON
easat-2933	353	5	uses	use	VERB
easat-2933	353	6	microsoft	microsoft	PROPN
easat-2933	353	7	defender	defender	NOUN
easat-2933	353	8	for	for	ADP
easat-2933	353	9	the	the	DET
easat-2933	353	10	built	build	VERB
easat-2933	353	11	-	-	PUNCT
easat-2933	353	12	in	in	ADP
easat-2933	353	13	endpoints	endpoint	NOUN
easat-2933	353	14	rule	rule	NOUN
easat-2933	353	15	.	.	PUNCT
easat-2933	354	1	when	when	SCONJ
easat-2933	354	2	formulating	formulate	VERB
easat-2933	354	3	rules	rule	NOUN
easat-2933	354	4	for	for	ADP
easat-2933	354	5	automated	automate	VERB
easat-2933	354	6	threat	threat	NOUN
easat-2933	354	7	response	response	NOUN
easat-2933	354	8	,	,	PUNCT
easat-2933	354	9	the	the	DET
easat-2933	354	10	scope	scope	NOUN
easat-2933	354	11	of	of	ADP
easat-2933	354	12	incidents	incident	NOUN
easat-2933	354	13	triggering	trigger	VERB
easat-2933	354	14	the	the	DET
easat-2933	354	15	threat	threat	NOUN
easat-2933	354	16	response	response	NOUN
easat-2933	354	17	will	will	AUX
easat-2933	354	18	be	be	AUX
easat-2933	354	19	restricted	restrict	VERB
easat-2933	354	20	.	.	PUNCT
easat-2933	355	1	this	this	DET
easat-2933	355	2	analytics	analytic	NOUN
easat-2933	355	3	rule	rule	NOUN
easat-2933	355	4	will	will	AUX
easat-2933	355	5	display	display	VERB
easat-2933	355	6	all	all	DET
easat-2933	355	7	events	event	NOUN
easat-2933	355	8	associated	associate	VERB
easat-2933	355	9	with	with	ADP
easat-2933	355	10	microsoft	microsoft	PROPN
easat-2933	355	11	defender	defender	NOUN
easat-2933	355	12	for	for	ADP
easat-2933	355	13	endpoint	endpoint	NOUN
easat-2933	355	14	in	in	ADP
easat-2933	355	15	microsoft	microsoft	PROPN
easat-2933	355	16	sentinel	sentinel	PROPN
easat-2933	355	17	.	.	PUNCT
easat-2933	356	1	however	however	ADV
easat-2933	356	2	,	,	PUNCT
easat-2933	356	3	we	we	PRON
easat-2933	356	4	do	do	AUX
easat-2933	356	5	not	not	PART
easat-2933	356	6	want	want	VERB
easat-2933	356	7	automatic	automatic	ADJ
easat-2933	356	8	threat	threat	NOUN
easat-2933	356	9	response	response	NOUN
easat-2933	356	10	to	to	PART
easat-2933	356	11	occur	occur	VERB
easat-2933	356	12	for	for	ADP
easat-2933	356	13	incidents	incident	NOUN
easat-2933	356	14	irrelevant	irrelevant	ADJ
easat-2933	356	15	to	to	ADP
easat-2933	356	16	the	the	DET
easat-2933	356	17	specified	specified	ADJ
easat-2933	356	18	scenario	scenario	NOUN
easat-2933	356	19	.	.	PUNCT
easat-2933	357	1	during	during	ADP
easat-2933	357	2	the	the	DET
easat-2933	357	3	evaluation	evaluation	NOUN
easat-2933	357	4	,	,	PUNCT
easat-2933	357	5	an	an	DET
easat-2933	357	6	effort	effort	NOUN
easat-2933	357	7	was	be	AUX
easat-2933	357	8	made	make	VERB
easat-2933	357	9	to	to	PART
easat-2933	357	10	download	download	VERB
easat-2933	357	11	the	the	DET
easat-2933	357	12	eicar	eicar	ADJ
easat-2933	357	13	file	file	NOUN
easat-2933	357	14	onto	onto	ADP
easat-2933	357	15	a	a	DET
easat-2933	357	16	virtual	virtual	ADJ
easat-2933	357	17	system	system	NOUN
easat-2933	357	18	.	.	PUNCT
easat-2933	358	1	as	as	SCONJ
easat-2933	358	2	mentioned	mention	VERB
easat-2933	358	3	earlier	early	ADV
easat-2933	358	4	in	in	ADP
easat-2933	358	5	the	the	DET
easat-2933	358	6	paper	paper	NOUN
easat-2933	358	7	,	,	PUNCT
easat-2933	358	8	despite	despite	SCONJ
easat-2933	358	9	the	the	DET
easat-2933	358	10	antivirus	antivirus	NOUN
easat-2933	358	11	software	software	NOUN
easat-2933	358	12	's	's	PART
easat-2933	358	13	ability	ability	NOUN
easat-2933	358	14	to	to	PART
easat-2933	358	15	prevent	prevent	VERB
easat-2933	358	16	the	the	DET
easat-2933	358	17	download	download	NOUN
easat-2933	358	18	,	,	PUNCT
easat-2933	358	19	it	it	PRON
easat-2933	358	20	is	be	AUX
easat-2933	358	21	still	still	ADV
easat-2933	358	22	feasible	feasible	ADJ
easat-2933	358	23	to	to	PART
easat-2933	358	24	download	download	VERB
easat-2933	358	25	it	it	PRON
easat-2933	358	26	successfully	successfully	ADV
easat-2933	358	27	by	by	ADP
easat-2933	358	28	making	make	VERB
easat-2933	358	29	an	an	DET
easat-2933	358	30	exception	exception	NOUN
easat-2933	358	31	.	.	PUNCT
easat-2933	359	1	therefore	therefore	ADV
easat-2933	359	2	,	,	PUNCT
easat-2933	359	3	it	it	PRON
easat-2933	359	4	is	be	AUX
easat-2933	359	5	crucial	crucial	ADJ
easat-2933	359	6	to	to	PART
easat-2933	359	7	respond	respond	VERB
easat-2933	359	8	promptly	promptly	ADV
easat-2933	359	9	to	to	ADP
easat-2933	359	10	this	this	DET
easat-2933	359	11	threat	threat	NOUN
easat-2933	359	12	.	.	PUNCT
easat-2933	360	1	after	after	ADP
easat-2933	360	2	downloading	download	VERB
easat-2933	360	3	the	the	DET
easat-2933	360	4	file	file	NOUN
easat-2933	360	5	,	,	PUNCT
easat-2933	360	6	an	an	DET
easat-2933	360	7	incident	incident	NOUN
easat-2933	360	8	will	will	AUX
easat-2933	360	9	occur	occur	VERB
easat-2933	360	10	.	.	PUNCT
easat-2933	361	1	incidents	incident	NOUN
easat-2933	361	2	can	can	AUX
easat-2933	361	3	either	either	CCONJ
easat-2933	361	4	have	have	VERB
easat-2933	361	5	“	"	PUNCT
easat-2933	361	6	malware	malware	NOUN
easat-2933	361	7	”	"	PUNCT
easat-2933	361	8	in	in	ADP
easat-2933	361	9	the	the	DET
easat-2933	361	10	name	name	NOUN
easat-2933	361	11	or	or	CCONJ
easat-2933	361	12	the	the	DET
easat-2933	361	13	name	name	NOUN
easat-2933	361	14	of	of	ADP
easat-2933	361	15	the	the	DET
easat-2933	361	16	file	file	NOUN
easat-2933	361	17	that	that	PRON
easat-2933	361	18	was	be	AUX
easat-2933	361	19	downloaded	download	VERB
easat-2933	361	20	,	,	PUNCT
easat-2933	361	21	as	as	SCONJ
easat-2933	361	22	shown	show	VERB
easat-2933	361	23	in	in	ADP
easat-2933	361	24	figure	figure	NOUN
easat-2933	361	25	7	7	NUM
easat-2933	361	26	:	:	SYM
easat-2933	361	27	4337	4337	NUM
easat-2933	361	28	edelweiss	edelweiss	PROPN
easat-2933	361	29	applied	apply	VERB
easat-2933	361	30	science	science	NOUN
easat-2933	361	31	and	and	CCONJ
easat-2933	361	32	technology	technology	NOUN
easat-2933	361	33	issn	issn	PROPN
easat-2933	361	34	:	:	PUNCT
easat-2933	361	35	2576	2576	NUM
easat-2933	361	36	-	-	SYM
easat-2933	361	37	8484	8484	NUM
easat-2933	361	38	vol	vol	NOUN
easat-2933	361	39	.	.	PROPN
easat-2933	362	1	8	8	NUM
easat-2933	362	2	,	,	PUNCT
easat-2933	362	3	no	no	INTJ
easat-2933	362	4	.	.	NOUN
easat-2933	363	1	6	6	NUM
easat-2933	363	2	:	:	SYM
easat-2933	363	3	4319	4319	NUM
easat-2933	363	4	-	-	SYM
easat-2933	363	5	4348	4348	NUM
easat-2933	363	6	,	,	PUNCT
easat-2933	363	7	2024	2024	NUM
easat-2933	363	8	doi	doi	NOUN
easat-2933	363	9	:	:	PUNCT
easat-2933	363	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	363	11	©	©	ADP
easat-2933	363	12	2024	2024	NUM
easat-2933	363	13	by	by	ADP
easat-2933	363	14	the	the	DET
easat-2933	363	15	authors	author	NOUN
easat-2933	363	16	;	;	PUNCT
easat-2933	363	17	licensee	licensee	PROPN
easat-2933	363	18	learning	learn	VERB
easat-2933	363	19	gate	gate	NOUN
easat-2933	363	20	figure	figure	NOUN
easat-2933	363	21	7	7	NUM
easat-2933	363	22	.	.	PUNCT
easat-2933	363	23	malware	malware	NOUN
easat-2933	363	24	incident	incident	NOUN
easat-2933	363	25	from	from	ADP
easat-2933	363	26	scenario	scenario	NOUN
easat-2933	363	27	3	3	NUM
easat-2933	363	28	.	.	PUNCT
easat-2933	364	1	the	the	DET
easat-2933	364	2	mapped	map	VERB
easat-2933	364	3	entities	entity	NOUN
easat-2933	364	4	include	include	VERB
easat-2933	364	5	the	the	DET
easat-2933	364	6	computer	computer	NOUN
easat-2933	364	7	that	that	PRON
easat-2933	364	8	may	may	AUX
easat-2933	364	9	be	be	AUX
easat-2933	364	10	infected	infect	VERB
easat-2933	364	11	,	,	PUNCT
easat-2933	364	12	the	the	DET
easat-2933	364	13	downloaded	download	VERB
easat-2933	364	14	file	file	NOUN
easat-2933	364	15	,	,	PUNCT
easat-2933	364	16	the	the	DET
easat-2933	364	17	hash	hash	NOUN
easat-2933	364	18	files	file	NOUN
easat-2933	364	19	,	,	PUNCT
easat-2933	364	20	and	and	CCONJ
easat-2933	364	21	the	the	DET
easat-2933	364	22	urls	url	NOUN
easat-2933	364	23	from	from	ADP
easat-2933	364	24	which	which	PRON
easat-2933	364	25	the	the	DET
easat-2933	364	26	file	file	NOUN
easat-2933	364	27	was	be	AUX
easat-2933	364	28	obtained	obtain	VERB
easat-2933	364	29	.	.	PUNCT
easat-2933	365	1	depending	depend	VERB
easat-2933	365	2	on	on	ADP
easat-2933	365	3	whether	whether	SCONJ
easat-2933	365	4	the	the	DET
easat-2933	365	5	incident	incident	NOUN
easat-2933	365	6	occurred	occur	VERB
easat-2933	365	7	during	during	ADP
easat-2933	365	8	the	the	DET
easat-2933	365	9	download	download	NOUN
easat-2933	365	10	or	or	CCONJ
easat-2933	365	11	when	when	SCONJ
easat-2933	365	12	the	the	DET
easat-2933	365	13	file	file	NOUN
easat-2933	365	14	was	be	AUX
easat-2933	365	15	detected	detect	VERB
easat-2933	365	16	on	on	ADP
easat-2933	365	17	the	the	DET
easat-2933	365	18	system	system	NOUN
easat-2933	365	19	,	,	PUNCT
easat-2933	365	20	the	the	DET
easat-2933	365	21	url	url	NOUN
easat-2933	365	22	may	may	AUX
easat-2933	365	23	or	or	CCONJ
easat-2933	365	24	may	may	AUX
easat-2933	365	25	not	not	PART
easat-2933	365	26	be	be	AUX
easat-2933	365	27	shown	show	VERB
easat-2933	365	28	as	as	ADP
easat-2933	365	29	an	an	DET
easat-2933	365	30	entity	entity	NOUN
easat-2933	365	31	.	.	PUNCT
easat-2933	366	1	let	let	VERB
easat-2933	366	2	’s	’s	PRON
easat-2933	366	3	now	now	ADV
easat-2933	366	4	demonstrate	demonstrate	VERB
easat-2933	366	5	how	how	SCONJ
easat-2933	366	6	to	to	PART
easat-2933	366	7	establish	establish	VERB
easat-2933	366	8	an	an	DET
easat-2933	366	9	automated	automate	VERB
easat-2933	366	10	countermeasure	countermeasure	NOUN
easat-2933	366	11	for	for	ADP
easat-2933	366	12	each	each	DET
easat-2933	366	13	scenario	scenario	NOUN
easat-2933	366	14	.	.	PUNCT
easat-2933	367	1	6.3	6.3	NUM
easat-2933	367	2	.	.	PUNCT
easat-2933	368	1	logic	logic	NOUN
easat-2933	368	2	app	app	PROPN
easat-2933	368	3	as	as	ADP
easat-2933	368	4	an	an	DET
easat-2933	368	5	automatic	automatic	ADJ
easat-2933	368	6	threat	threat	NOUN
easat-2933	368	7	response	response	NOUN
easat-2933	368	8	in	in	ADP
easat-2933	368	9	the	the	DET
easat-2933	368	10	first	first	ADJ
easat-2933	368	11	scenario	scenario	NOUN
easat-2933	368	12	,	,	PUNCT
easat-2933	368	13	an	an	DET
easat-2933	368	14	automated	automate	VERB
easat-2933	368	15	rule	rule	NOUN
easat-2933	368	16	was	be	AUX
easat-2933	368	17	established	establish	VERB
easat-2933	368	18	.	.	PUNCT
easat-2933	369	1	this	this	DET
easat-2933	369	2	rule	rule	NOUN
easat-2933	369	3	is	be	AUX
easat-2933	369	4	triggered	trigger	VERB
easat-2933	369	5	when	when	SCONJ
easat-2933	369	6	the	the	DET
easat-2933	369	7	analytics	analytic	NOUN
easat-2933	369	8	rule	rule	NOUN
easat-2933	369	9	is	be	AUX
easat-2933	369	10	"	"	PUNCT
easat-2933	369	11	sign	sign	NOUN
easat-2933	369	12	-	-	PUNCT
easat-2933	369	13	ins	in	NOUN
easat-2933	369	14	from	from	ADP
easat-2933	369	15	ips	ip	NOUN
easat-2933	369	16	that	that	PRON
easat-2933	369	17	attempt	attempt	VERB
easat-2933	369	18	sign	sign	NOUN
easat-2933	369	19	-	-	PUNCT
easat-2933	369	20	ins	in	NOUN
easat-2933	369	21	to	to	ADP
easat-2933	369	22	disabled	disabled	ADJ
easat-2933	369	23	accounts	account	NOUN
easat-2933	369	24	,	,	PUNCT
easat-2933	369	25	"	"	PUNCT
easat-2933	369	26	an	an	DET
easat-2933	369	27	alert	alert	NOUN
easat-2933	369	28	is	be	AUX
easat-2933	369	29	generated	generate	VERB
easat-2933	369	30	.	.	PUNCT
easat-2933	370	1	once	once	ADV
easat-2933	370	2	the	the	DET
easat-2933	370	3	alert	alert	NOUN
easat-2933	370	4	is	be	AUX
easat-2933	370	5	triggered	trigger	VERB
easat-2933	370	6	,	,	PUNCT
easat-2933	370	7	it	it	PRON
easat-2933	370	8	initiates	initiate	VERB
easat-2933	370	9	an	an	DET
easat-2933	370	10	action	action	NOUN
easat-2933	370	11	that	that	PRON
easat-2933	370	12	activates	activate	VERB
easat-2933	370	13	the	the	DET
easat-2933	370	14	script	script	NOUN
easat-2933	370	15	.	.	PUNCT
easat-2933	371	1	this	this	DET
easat-2933	371	2	playbook	playbook	NOUN
easat-2933	371	3	includes	include	VERB
easat-2933	371	4	a	a	DET
easat-2933	371	5	pre	pre	ADJ
easat-2933	371	6	-	-	ADJ
easat-2933	371	7	existing	existing	ADJ
easat-2933	371	8	logic	logic	NOUN
easat-2933	371	9	app	app	NOUN
easat-2933	371	10	.	.	PUNCT
easat-2933	372	1	therefore	therefore	ADV
easat-2933	372	2	,	,	PUNCT
easat-2933	372	3	the	the	DET
easat-2933	372	4	logic	logic	ADJ
easat-2933	372	5	app	app	NOUN
easat-2933	372	6	will	will	AUX
easat-2933	372	7	be	be	AUX
easat-2933	372	8	configured	configure	VERB
easat-2933	372	9	to	to	PART
easat-2933	372	10	make	make	VERB
easat-2933	372	11	the	the	DET
easat-2933	372	12	management	management	NOUN
easat-2933	372	13	job	job	NOUN
easat-2933	372	14	more	more	ADV
easat-2933	372	15	manageable	manageable	ADJ
easat-2933	372	16	.	.	PUNCT
easat-2933	373	1	the	the	DET
easat-2933	373	2	result	result	NOUN
easat-2933	373	3	for	for	SCONJ
easat-2933	373	4	this	this	DET
easat-2933	373	5	logic	logic	ADJ
easat-2933	373	6	app	app	NOUN
easat-2933	373	7	is	be	AUX
easat-2933	373	8	shown	show	VERB
easat-2933	373	9	in	in	ADP
easat-2933	373	10	figure	figure	NOUN
easat-2933	373	11	8	8	NUM
easat-2933	373	12	.	.	NOUN
easat-2933	373	13	4338	4338	NUM
easat-2933	373	14	edelweiss	edelweiss	PROPN
easat-2933	373	15	applied	apply	VERB
easat-2933	373	16	science	science	NOUN
easat-2933	373	17	and	and	CCONJ
easat-2933	373	18	technology	technology	NOUN
easat-2933	373	19	issn	issn	PROPN
easat-2933	373	20	:	:	PUNCT
easat-2933	373	21	2576	2576	NUM
easat-2933	373	22	-	-	SYM
easat-2933	373	23	8484	8484	NUM
easat-2933	373	24	vol	vol	NOUN
easat-2933	373	25	.	.	PROPN
easat-2933	373	26	8	8	NUM
easat-2933	373	27	,	,	PUNCT
easat-2933	373	28	no	no	INTJ
easat-2933	373	29	.	.	NOUN
easat-2933	374	1	6	6	NUM
easat-2933	374	2	:	:	SYM
easat-2933	374	3	4319	4319	NUM
easat-2933	374	4	-	-	SYM
easat-2933	374	5	4348	4348	NUM
easat-2933	374	6	,	,	PUNCT
easat-2933	374	7	2024	2024	NUM
easat-2933	374	8	doi	doi	NOUN
easat-2933	374	9	:	:	PUNCT
easat-2933	374	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	374	11	©	©	ADP
easat-2933	374	12	2024	2024	NUM
easat-2933	374	13	by	by	ADP
easat-2933	374	14	the	the	DET
easat-2933	374	15	authors	author	NOUN
easat-2933	374	16	;	;	PUNCT
easat-2933	374	17	licensee	licensee	PROPN
easat-2933	374	18	learning	learn	VERB
easat-2933	374	19	gate	gate	PROPN
easat-2933	374	20	figure	figure	NOUN
easat-2933	374	21	8	8	NUM
easat-2933	374	22	.	.	PUNCT
easat-2933	375	1	the	the	DET
easat-2933	375	2	first	first	ADJ
easat-2933	375	3	part	part	NOUN
easat-2933	375	4	of	of	ADP
easat-2933	375	5	the	the	DET
easat-2933	375	6	logic	logic	ADJ
easat-2933	375	7	app	app	NOUN
easat-2933	375	8	for	for	ADP
easat-2933	375	9	scenario	scenario	NOUN
easat-2933	375	10	1	1	NUM
easat-2933	375	11	.	.	PUNCT
easat-2933	376	1	this	this	DET
easat-2933	376	2	logic	logic	NOUN
easat-2933	376	3	app	app	NOUN
easat-2933	376	4	starts	start	VERB
easat-2933	376	5	automatically	automatically	ADV
easat-2933	376	6	upon	upon	SCONJ
easat-2933	376	7	the	the	DET
easat-2933	376	8	occurrence	occurrence	NOUN
easat-2933	376	9	of	of	ADP
easat-2933	376	10	an	an	DET
easat-2933	376	11	alert	alert	NOUN
easat-2933	376	12	.	.	PUNCT
easat-2933	377	1	it	it	PRON
easat-2933	377	2	begins	begin	VERB
easat-2933	377	3	by	by	ADP
easat-2933	377	4	receiving	receive	VERB
easat-2933	377	5	an	an	DET
easat-2933	377	6	incident	incident	NOUN
easat-2933	377	7	that	that	PRON
easat-2933	377	8	is	be	AUX
easat-2933	377	9	linked	link	VERB
easat-2933	377	10	to	to	ADP
easat-2933	377	11	the	the	DET
easat-2933	377	12	triggering	trigger	VERB
easat-2933	377	13	alert	alert	NOUN
easat-2933	377	14	.	.	PUNCT
easat-2933	378	1	subsequently	subsequently	ADV
easat-2933	378	2	,	,	PUNCT
easat-2933	378	3	it	it	PRON
easat-2933	378	4	comprehensively	comprehensively	ADV
easat-2933	378	5	compiles	compile	VERB
easat-2933	378	6	all	all	DET
easat-2933	378	7	ip	ip	DET
easat-2933	378	8	addresses	address	NOUN
easat-2933	378	9	related	relate	VERB
easat-2933	378	10	to	to	ADP
easat-2933	378	11	the	the	DET
easat-2933	378	12	alert	alert	NOUN
easat-2933	378	13	.	.	PUNCT
easat-2933	379	1	the	the	DET
easat-2933	379	2	second	second	ADJ
easat-2933	379	3	part	part	NOUN
easat-2933	379	4	of	of	ADP
easat-2933	379	5	our	our	PRON
easat-2933	379	6	logic	logic	ADJ
easat-2933	379	7	app	app	NOUN
easat-2933	379	8	is	be	AUX
easat-2933	379	9	shown	show	VERB
easat-2933	379	10	in	in	ADP
easat-2933	379	11	figure	figure	NOUN
easat-2933	379	12	9	9	NUM
easat-2933	379	13	:	:	PUNCT
easat-2933	379	14	figure	figure	NOUN
easat-2933	379	15	9	9	NUM
easat-2933	379	16	.	.	PUNCT
easat-2933	380	1	the	the	DET
easat-2933	380	2	second	second	ADJ
easat-2933	380	3	part	part	NOUN
easat-2933	380	4	of	of	ADP
easat-2933	380	5	our	our	PRON
easat-2933	380	6	logic	logic	ADJ
easat-2933	380	7	app	app	NOUN
easat-2933	380	8	for	for	ADP
easat-2933	380	9	scenario	scenario	NOUN
easat-2933	380	10	1	1	NUM
easat-2933	380	11	.	.	PUNCT
easat-2933	381	1	the	the	DET
easat-2933	381	2	logic	logic	NOUN
easat-2933	381	3	app	app	NOUN
easat-2933	381	4	initiates	initiate	VERB
easat-2933	381	5	a	a	DET
easat-2933	381	6	loop	loop	NOUN
easat-2933	381	7	for	for	ADP
easat-2933	381	8	each	each	DET
easat-2933	381	9	address	address	NOUN
easat-2933	381	10	upon	upon	SCONJ
easat-2933	381	11	receiving	receive	VERB
easat-2933	381	12	the	the	DET
easat-2933	381	13	ip	ip	NOUN
easat-2933	381	14	addresses	address	NOUN
easat-2933	381	15	.	.	PUNCT
easat-2933	382	1	it	it	PRON
easat-2933	382	2	then	then	ADV
easat-2933	382	3	sends	send	VERB
easat-2933	382	4	an	an	DET
easat-2933	382	5	http	http	ADJ
easat-2933	382	6	request	request	NOUN
easat-2933	382	7	to	to	ADP
easat-2933	382	8	the	the	DET
easat-2933	382	9	ip-api.com	ip-api.com	PROPN
easat-2933	382	10	page	page	NOUN
easat-2933	382	11	,	,	PUNCT
easat-2933	382	12	extracting	extract	VERB
easat-2933	382	13	the	the	DET
easat-2933	382	14	ip	ip	ADJ
easat-2933	382	15	address	address	NOUN
easat-2933	382	16	linked	link	VERB
easat-2933	382	17	to	to	ADP
easat-2933	382	18	the	the	DET
easat-2933	382	19	warning	warning	NOUN
easat-2933	382	20	in	in	ADP
easat-2933	382	21	the	the	DET
easat-2933	382	22	request	request	NOUN
easat-2933	382	23	.	.	PUNCT
easat-2933	383	1	subsequently	subsequently	ADV
easat-2933	383	2	,	,	PUNCT
easat-2933	383	3	it	it	PRON
easat-2933	383	4	retrieves	retrieve	VERB
easat-2933	383	5	a	a	DET
easat-2933	383	6	json	json	NOUN
easat-2933	383	7	record	record	NOUN
easat-2933	383	8	from	from	ADP
easat-2933	383	9	the	the	DET
easat-2933	383	10	page	page	NOUN
easat-2933	383	11	,	,	PUNCT
easat-2933	383	12	which	which	PRON
easat-2933	383	13	includes	include	VERB
easat-2933	383	14	precise	precise	ADJ
easat-2933	383	15	details	detail	NOUN
easat-2933	383	16	regarding	regard	VERB
easat-2933	383	17	the	the	DET
easat-2933	383	18	geographical	geographical	ADJ
easat-2933	383	19	coordinates	coordinate	NOUN
easat-2933	383	20	of	of	ADP
easat-2933	383	21	the	the	DET
easat-2933	383	22	ip	ip	ADJ
easat-2933	383	23	address	address	NOUN
easat-2933	383	24	.	.	PUNCT
easat-2933	384	1	this	this	DET
easat-2933	384	2	feature	feature	NOUN
easat-2933	384	3	signifies	signify	VERB
easat-2933	384	4	the	the	DET
easat-2933	384	5	4339	4339	NUM
easat-2933	384	6	edelweiss	edelweiss	PROPN
easat-2933	384	7	applied	apply	VERB
easat-2933	384	8	science	science	NOUN
easat-2933	384	9	and	and	CCONJ
easat-2933	384	10	technology	technology	NOUN
easat-2933	384	11	issn	issn	PROPN
easat-2933	384	12	:	:	PUNCT
easat-2933	384	13	2576	2576	NUM
easat-2933	384	14	-	-	SYM
easat-2933	384	15	8484	8484	NUM
easat-2933	384	16	vol	vol	NOUN
easat-2933	384	17	.	.	PROPN
easat-2933	384	18	8	8	NUM
easat-2933	384	19	,	,	PUNCT
easat-2933	384	20	no	no	INTJ
easat-2933	384	21	.	.	NOUN
easat-2933	385	1	6	6	NUM
easat-2933	385	2	:	:	SYM
easat-2933	385	3	4319	4319	NUM
easat-2933	385	4	-	-	SYM
easat-2933	385	5	4348	4348	NUM
easat-2933	385	6	,	,	PUNCT
easat-2933	385	7	2024	2024	NUM
easat-2933	385	8	doi	doi	NOUN
easat-2933	385	9	:	:	PUNCT
easat-2933	385	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	385	11	©	©	ADP
easat-2933	385	12	2024	2024	NUM
easat-2933	385	13	by	by	ADP
easat-2933	385	14	the	the	DET
easat-2933	385	15	authors	author	NOUN
easat-2933	385	16	;	;	PUNCT
easat-2933	385	17	licensee	licensee	PROPN
easat-2933	385	18	learning	learning	PROPN
easat-2933	385	19	gate	gate	PROPN
easat-2933	385	20	incident	incident	PROPN
easat-2933	385	21	's	's	PART
easat-2933	385	22	conclusion	conclusion	NOUN
easat-2933	385	23	by	by	ADP
easat-2933	385	24	providing	provide	VERB
easat-2933	385	25	a	a	DET
easat-2933	385	26	detailed	detailed	ADJ
easat-2933	385	27	record	record	NOUN
easat-2933	385	28	of	of	ADP
easat-2933	385	29	the	the	DET
easat-2933	385	30	place	place	NOUN
easat-2933	385	31	.	.	PUNCT
easat-2933	386	1	soc	soc	NOUN
easat-2933	386	2	staff	staff	NOUN
easat-2933	386	3	can	can	AUX
easat-2933	386	4	screen	screen	VERB
easat-2933	386	5	alerts	alert	NOUN
easat-2933	386	6	and	and	CCONJ
easat-2933	386	7	categorize	categorize	VERB
easat-2933	386	8	them	they	PRON
easat-2933	386	9	into	into	ADP
easat-2933	386	10	groups	group	NOUN
easat-2933	386	11	selectively	selectively	ADV
easat-2933	386	12	using	use	VERB
easat-2933	386	13	this	this	DET
easat-2933	386	14	feature	feature	NOUN
easat-2933	386	15	.	.	PUNCT
easat-2933	387	1	for	for	ADP
easat-2933	387	2	the	the	DET
easat-2933	387	3	second	second	ADJ
easat-2933	387	4	scenario	scenario	NOUN
easat-2933	387	5	,	,	PUNCT
easat-2933	387	6	it	it	PRON
easat-2933	387	7	is	be	AUX
easat-2933	387	8	necessary	necessary	ADJ
easat-2933	387	9	to	to	PART
easat-2933	387	10	define	define	VERB
easat-2933	387	11	a	a	DET
easat-2933	387	12	logic	logic	ADJ
easat-2933	387	13	app	app	NOUN
easat-2933	387	14	according	accord	VERB
easat-2933	387	15	to	to	ADP
easat-2933	387	16	the	the	DET
easat-2933	387	17	analytical	analytical	ADJ
easat-2933	387	18	rule	rule	NOUN
easat-2933	387	19	it	it	PRON
easat-2933	387	20	will	will	AUX
easat-2933	387	21	use	use	VERB
easat-2933	387	22	to	to	PART
easat-2933	387	23	respond	respond	VERB
easat-2933	387	24	to	to	ADP
easat-2933	387	25	threats	threat	NOUN
easat-2933	387	26	automatically	automatically	ADV
easat-2933	387	27	.	.	PUNCT
easat-2933	388	1	subsequently	subsequently	ADV
easat-2933	388	2	,	,	PUNCT
easat-2933	388	3	when	when	SCONJ
easat-2933	388	4	an	an	DET
easat-2933	388	5	incident	incident	NOUN
easat-2933	388	6	transpires	transpire	VERB
easat-2933	388	7	according	accord	VERB
easat-2933	388	8	to	to	ADP
easat-2933	388	9	this	this	DET
easat-2933	388	10	analytical	analytical	ADJ
easat-2933	388	11	rule	rule	NOUN
easat-2933	388	12	,	,	PUNCT
easat-2933	388	13	the	the	DET
easat-2933	388	14	prescribed	prescribed	ADJ
easat-2933	388	15	activities	activity	NOUN
easat-2933	388	16	are	be	AUX
easat-2933	388	17	executed	execute	VERB
easat-2933	388	18	to	to	PART
easat-2933	388	19	initiate	initiate	VERB
easat-2933	388	20	the	the	DET
easat-2933	388	21	playbook	playbook	NOUN
easat-2933	388	22	(	(	PUNCT
easat-2933	388	23	logic	logic	NOUN
easat-2933	388	24	app	app	PROPN
easat-2933	388	25	)	)	PUNCT
easat-2933	388	26	.	.	PUNCT
easat-2933	389	1	ultimately	ultimately	ADV
easat-2933	389	2	,	,	PUNCT
easat-2933	389	3	the	the	DET
easat-2933	389	4	incident	incident	NOUN
easat-2933	389	5	's	's	PART
easat-2933	389	6	status	status	NOUN
easat-2933	389	7	will	will	AUX
easat-2933	389	8	be	be	AUX
easat-2933	389	9	updated	update	VERB
easat-2933	389	10	from	from	ADP
easat-2933	389	11	active	active	ADJ
easat-2933	389	12	to	to	AUX
easat-2933	389	13	closed	close	VERB
easat-2933	389	14	,	,	PUNCT
easat-2933	389	15	and	and	CCONJ
easat-2933	389	16	a	a	DET
easat-2933	389	17	comment	comment	NOUN
easat-2933	389	18	will	will	AUX
easat-2933	389	19	be	be	AUX
easat-2933	389	20	added	add	VERB
easat-2933	389	21	to	to	ADP
easat-2933	389	22	the	the	DET
easat-2933	389	23	incident	incident	NOUN
easat-2933	389	24	if	if	SCONJ
easat-2933	389	25	the	the	DET
easat-2933	389	26	user	user	NOUN
easat-2933	389	27	is	be	AUX
easat-2933	389	28	successfully	successfully	ADV
easat-2933	389	29	disabled	disable	VERB
easat-2933	389	30	.	.	PUNCT
easat-2933	390	1	the	the	DET
easat-2933	390	2	term	term	NOUN
easat-2933	390	3	"	"	PUNCT
easat-2933	390	4	true	true	ADJ
easat-2933	390	5	positive	positive	ADJ
easat-2933	390	6	"	"	PUNCT
easat-2933	390	7	refers	refer	VERB
easat-2933	390	8	to	to	ADP
easat-2933	390	9	accurately	accurately	ADV
easat-2933	390	10	identifying	identify	VERB
easat-2933	390	11	a	a	DET
easat-2933	390	12	threat	threat	NOUN
easat-2933	390	13	,	,	PUNCT
easat-2933	390	14	as	as	SCONJ
easat-2933	390	15	opposed	oppose	VERB
easat-2933	390	16	to	to	ADP
easat-2933	390	17	an	an	DET
easat-2933	390	18	evaluation	evaluation	NOUN
easat-2933	390	19	or	or	CCONJ
easat-2933	390	20	rule	rule	NOUN
easat-2933	390	21	that	that	PRON
easat-2933	390	22	incorrectly	incorrectly	ADV
easat-2933	390	23	finds	find	VERB
easat-2933	390	24	"	"	PUNCT
easat-2933	390	25	false	false	ADJ
easat-2933	390	26	positive	positive	ADJ
easat-2933	390	27	"	"	PUNCT
easat-2933	390	28	occurrences	occurrence	NOUN
easat-2933	390	29	.	.	PUNCT
easat-2933	391	1	logic	logic	NOUN
easat-2933	391	2	app	app	NOUN
easat-2933	391	3	for	for	ADP
easat-2933	391	4	this	this	DET
easat-2933	391	5	scenario	scenario	NOUN
easat-2933	391	6	is	be	AUX
easat-2933	391	7	shown	show	VERB
easat-2933	391	8	in	in	ADP
easat-2933	391	9	figure	figure	NOUN
easat-2933	391	10	10	10	NUM
easat-2933	391	11	:	:	PUNCT
easat-2933	391	12	figure	figure	NOUN
easat-2933	391	13	10	10	NUM
easat-2933	391	14	.	.	PUNCT
easat-2933	392	1	logic	logic	NOUN
easat-2933	392	2	app	app	PROPN
easat-2933	392	3	for	for	ADP
easat-2933	392	4	scenario	scenario	NOUN
easat-2933	392	5	2	2	NUM
easat-2933	392	6	.	.	PUNCT
easat-2933	393	1	this	this	DET
easat-2933	393	2	logic	logic	NOUN
easat-2933	393	3	app	app	NOUN
easat-2933	393	4	begins	begin	VERB
easat-2933	393	5	similarly	similarly	ADV
easat-2933	393	6	to	to	ADP
easat-2933	393	7	the	the	DET
easat-2933	393	8	logic	logic	ADJ
easat-2933	393	9	app	app	NOUN
easat-2933	393	10	in	in	ADP
easat-2933	393	11	the	the	DET
easat-2933	393	12	initial	initial	ADJ
easat-2933	393	13	scenario	scenario	NOUN
easat-2933	393	14	.	.	PUNCT
easat-2933	394	1	when	when	SCONJ
easat-2933	394	2	generating	generate	VERB
easat-2933	394	3	an	an	DET
easat-2933	394	4	incident	incident	NOUN
easat-2933	394	5	linked	link	VERB
easat-2933	394	6	to	to	ADP
easat-2933	394	7	a	a	DET
easat-2933	394	8	preexisting	preexist	VERB
easat-2933	394	9	analytics	analytic	NOUN
easat-2933	394	10	rule	rule	NOUN
easat-2933	394	11	,	,	PUNCT
easat-2933	394	12	a	a	DET
easat-2933	394	13	comprehensive	comprehensive	ADJ
easat-2933	394	14	list	list	NOUN
easat-2933	394	15	of	of	ADP
easat-2933	394	16	all	all	DET
easat-2933	394	17	user	user	NOUN
easat-2933	394	18	accounts	account	NOUN
easat-2933	394	19	related	relate	VERB
easat-2933	394	20	to	to	ADP
easat-2933	394	21	that	that	DET
easat-2933	394	22	incident	incident	NOUN
easat-2933	394	23	is	be	AUX
easat-2933	394	24	provided	provide	VERB
easat-2933	394	25	.	.	PUNCT
easat-2933	395	1	subsequently	subsequently	ADV
easat-2933	395	2	,	,	PUNCT
easat-2933	395	3	the	the	DET
easat-2933	395	4	program	program	NOUN
easat-2933	395	5	enters	enter	VERB
easat-2933	395	6	a	a	DET
easat-2933	395	7	loop	loop	NOUN
easat-2933	395	8	wherein	wherein	SCONJ
easat-2933	395	9	it	it	PRON
easat-2933	395	10	iterates	iterate	VERB
easat-2933	395	11	through	through	ADP
easat-2933	395	12	each	each	DET
easat-2933	395	13	user	user	NOUN
easat-2933	395	14	account	account	NOUN
easat-2933	395	15	in	in	ADP
easat-2933	395	16	the	the	DET
easat-2933	395	17	list	list	NOUN
easat-2933	395	18	and	and	CCONJ
easat-2933	395	19	turns	turn	VERB
easat-2933	395	20	it	it	PRON
easat-2933	395	21	off	off	ADP
easat-2933	395	22	.	.	PUNCT
easat-2933	396	1	for	for	SCONJ
easat-2933	396	2	the	the	DET
easat-2933	396	3	execution	execution	NOUN
easat-2933	396	4	of	of	ADP
easat-2933	396	5	this	this	DET
easat-2933	396	6	logic	logic	ADJ
easat-2933	396	7	app	app	NOUN
easat-2933	396	8	to	to	PART
easat-2933	396	9	occur	occur	VERB
easat-2933	396	10	,	,	PUNCT
easat-2933	396	11	it	it	PRON
easat-2933	396	12	is	be	AUX
easat-2933	396	13	essential	essential	ADJ
easat-2933	396	14	to	to	PART
easat-2933	396	15	map	map	VERB
easat-2933	396	16	the	the	DET
easat-2933	396	17	entities	entity	NOUN
easat-2933	396	18	accurately	accurately	ADV
easat-2933	396	19	.	.	PUNCT
easat-2933	397	1	therefore	therefore	ADV
easat-2933	397	2	,	,	PUNCT
easat-2933	397	3	the	the	DET
easat-2933	397	4	complete	complete	ADJ
easat-2933	397	5	name	name	NOUN
easat-2933	397	6	is	be	AUX
easat-2933	397	7	associated	associate	VERB
easat-2933	397	8	with	with	ADP
easat-2933	397	9	"	"	PUNCT
easat-2933	397	10	userprincipalname	userprincipalname	ADJ
easat-2933	397	11	"	"	PUNCT
easat-2933	397	12	rather	rather	ADV
easat-2933	397	13	than	than	ADP
easat-2933	397	14	"	"	PUNCT
easat-2933	397	15	userid	userid	ADJ
easat-2933	397	16	,	,	PUNCT
easat-2933	397	17	"	"	PUNCT
easat-2933	397	18	for	for	ADP
easat-2933	397	19	instance	instance	NOUN
easat-2933	397	20	.	.	PUNCT
easat-2933	398	1	the	the	DET
easat-2933	398	2	third	third	ADJ
easat-2933	398	3	scenario	scenario	NOUN
easat-2933	398	4	features	feature	VERB
easat-2933	398	5	an	an	DET
easat-2933	398	6	automation	automation	NOUN
easat-2933	398	7	rule	rule	NOUN
easat-2933	398	8	that	that	PRON
easat-2933	398	9	operates	operate	VERB
easat-2933	398	10	similarly	similarly	ADV
easat-2933	398	11	to	to	ADP
easat-2933	398	12	the	the	DET
easat-2933	398	13	automation	automation	NOUN
easat-2933	398	14	rule	rule	NOUN
easat-2933	398	15	in	in	ADP
easat-2933	398	16	the	the	DET
easat-2933	398	17	second	second	ADJ
easat-2933	398	18	scenario	scenario	NOUN
easat-2933	398	19	,	,	PUNCT
easat-2933	398	20	albeit	albeit	SCONJ
easat-2933	398	21	with	with	ADP
easat-2933	398	22	some	some	DET
easat-2933	398	23	distinctions	distinction	NOUN
easat-2933	398	24	,	,	PUNCT
easat-2933	398	25	as	as	SCONJ
easat-2933	398	26	shown	show	VERB
easat-2933	398	27	in	in	ADP
easat-2933	398	28	figure	figure	NOUN
easat-2933	398	29	11	11	NUM
easat-2933	398	30	.	.	PUNCT
easat-2933	399	1	4340	4340	NUM
easat-2933	399	2	edelweiss	edelweiss	PROPN
easat-2933	399	3	applied	apply	VERB
easat-2933	399	4	science	science	NOUN
easat-2933	399	5	and	and	CCONJ
easat-2933	399	6	technology	technology	NOUN
easat-2933	399	7	issn	issn	PROPN
easat-2933	399	8	:	:	PUNCT
easat-2933	399	9	2576	2576	NUM
easat-2933	399	10	-	-	SYM
easat-2933	399	11	8484	8484	NUM
easat-2933	399	12	vol	vol	NOUN
easat-2933	399	13	.	.	PROPN
easat-2933	399	14	8	8	NUM
easat-2933	399	15	,	,	PUNCT
easat-2933	399	16	no	no	INTJ
easat-2933	399	17	.	.	NOUN
easat-2933	400	1	6	6	NUM
easat-2933	400	2	:	:	SYM
easat-2933	400	3	4319	4319	NUM
easat-2933	400	4	-	-	SYM
easat-2933	400	5	4348	4348	NUM
easat-2933	400	6	,	,	PUNCT
easat-2933	400	7	2024	2024	NUM
easat-2933	400	8	doi	doi	NOUN
easat-2933	400	9	:	:	PUNCT
easat-2933	400	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	400	11	©	©	ADP
easat-2933	400	12	2024	2024	NUM
easat-2933	400	13	by	by	ADP
easat-2933	400	14	the	the	DET
easat-2933	400	15	authors	author	NOUN
easat-2933	400	16	;	;	PUNCT
easat-2933	400	17	licensee	licensee	PROPN
easat-2933	400	18	learning	learn	VERB
easat-2933	400	19	gate	gate	PROPN
easat-2933	400	20	figure	figure	NOUN
easat-2933	400	21	11	11	NUM
easat-2933	400	22	.	.	PUNCT
easat-2933	400	23	automation	automation	NOUN
easat-2933	400	24	rule	rule	NOUN
easat-2933	400	25	for	for	ADP
easat-2933	400	26	scenario	scenario	NOUN
easat-2933	400	27	3	3	NUM
easat-2933	400	28	.	.	PUNCT
easat-2933	401	1	the	the	DET
easat-2933	401	2	distinction	distinction	NOUN
easat-2933	401	3	lies	lie	VERB
easat-2933	401	4	in	in	ADP
easat-2933	401	5	the	the	DET
easat-2933	401	6	requirement	requirement	NOUN
easat-2933	401	7	to	to	PART
easat-2933	401	8	choose	choose	VERB
easat-2933	401	9	"	"	PUNCT
easat-2933	401	10	microsoft	microsoft	PROPN
easat-2933	401	11	sentinel	sentinel	PROPN
easat-2933	401	12	"	"	PUNCT
easat-2933	401	13	as	as	ADP
easat-2933	401	14	the	the	DET
easat-2933	401	15	incident	incident	NOUN
easat-2933	401	16	supplier	supplier	NOUN
easat-2933	401	17	under	under	ADP
easat-2933	401	18	the	the	DET
easat-2933	401	19	execution	execution	NOUN
easat-2933	401	20	conditions	condition	NOUN
easat-2933	401	21	and	and	CCONJ
easat-2933	401	22	utilize	utilize	VERB
easat-2933	401	23	the	the	DET
easat-2933	401	24	default	default	NOUN
easat-2933	401	25	analytics	analytic	NOUN
easat-2933	401	26	rule	rule	NOUN
easat-2933	401	27	provided	provide	VERB
easat-2933	401	28	by	by	ADP
easat-2933	401	29	microsoft	microsoft	PROPN
easat-2933	401	30	defender	defender	NOUN
easat-2933	401	31	for	for	ADP
easat-2933	401	32	the	the	DET
easat-2933	401	33	endpoint	endpoint	NOUN
easat-2933	401	34	connector	connector	NOUN
easat-2933	401	35	for	for	ADP
easat-2933	401	36	microsoft	microsoft	PROPN
easat-2933	401	37	sentinel	sentinel	PROPN
easat-2933	401	38	.	.	PUNCT
easat-2933	402	1	additionally	additionally	ADV
easat-2933	402	2	,	,	PUNCT
easat-2933	402	3	it	it	PRON
easat-2933	402	4	is	be	AUX
easat-2933	402	5	crucial	crucial	ADJ
easat-2933	402	6	to	to	PART
easat-2933	402	7	monitor	monitor	VERB
easat-2933	402	8	the	the	DET
easat-2933	402	9	title	title	NOUN
easat-2933	402	10	of	of	ADP
easat-2933	402	11	the	the	DET
easat-2933	402	12	event	event	NOUN
easat-2933	402	13	produced	produce	VERB
easat-2933	402	14	.	.	PUNCT
easat-2933	403	1	specifically	specifically	ADV
easat-2933	403	2	,	,	PUNCT
easat-2933	403	3	if	if	SCONJ
easat-2933	403	4	the	the	DET
easat-2933	403	5	title	title	NOUN
easat-2933	403	6	includes	include	VERB
easat-2933	403	7	"	"	PUNCT
easat-2933	403	8	malware	malware	NOUN
easat-2933	403	9	"	"	PUNCT
easat-2933	403	10	or	or	CCONJ
easat-2933	403	11	"	"	PUNCT
easat-2933	403	12	eicar	eicar	ADJ
easat-2933	403	13	,	,	PUNCT
easat-2933	403	14	"	"	PUNCT
easat-2933	403	15	it	it	PRON
easat-2933	403	16	indicates	indicate	VERB
easat-2933	403	17	that	that	SCONJ
easat-2933	403	18	the	the	DET
easat-2933	403	19	eicar	eicar	ADJ
easat-2933	403	20	file	file	NOUN
easat-2933	403	21	will	will	AUX
easat-2933	403	22	be	be	AUX
easat-2933	403	23	downloaded	download	VERB
easat-2933	403	24	.	.	PUNCT
easat-2933	404	1	once	once	SCONJ
easat-2933	404	2	the	the	DET
easat-2933	404	3	conditions	condition	NOUN
easat-2933	404	4	have	have	AUX
easat-2933	404	5	been	be	AUX
easat-2933	404	6	defined	define	VERB
easat-2933	404	7	,	,	PUNCT
easat-2933	404	8	the	the	DET
easat-2933	404	9	next	next	ADJ
easat-2933	404	10	step	step	NOUN
easat-2933	404	11	is	be	AUX
easat-2933	404	12	to	to	PART
easat-2933	404	13	initiate	initiate	VERB
easat-2933	404	14	a	a	DET
easat-2933	404	15	script	script	NOUN
easat-2933	404	16	to	to	PART
easat-2933	404	17	isolate	isolate	VERB
easat-2933	404	18	the	the	DET
easat-2933	404	19	virtual	virtual	ADJ
easat-2933	404	20	machine	machine	NOUN
easat-2933	404	21	and	and	CCONJ
easat-2933	404	22	update	update	VERB
easat-2933	404	23	the	the	DET
easat-2933	404	24	incident	incident	NOUN
easat-2933	404	25	status	status	NOUN
easat-2933	404	26	to	to	PART
easat-2933	404	27	close	close	VERB
easat-2933	404	28	.	.	PUNCT
easat-2933	405	1	in	in	ADP
easat-2933	405	2	addition	addition	NOUN
easat-2933	405	3	,	,	PUNCT
easat-2933	405	4	he	he	PRON
easat-2933	405	5	will	will	AUX
easat-2933	405	6	append	append	VERB
easat-2933	405	7	a	a	DET
easat-2933	405	8	remark	remark	NOUN
easat-2933	405	9	to	to	ADP
easat-2933	405	10	the	the	DET
easat-2933	405	11	occurrence	occurrence	NOUN
easat-2933	405	12	,	,	PUNCT
easat-2933	405	13	stating	state	VERB
easat-2933	405	14	that	that	SCONJ
easat-2933	405	15	it	it	PRON
easat-2933	405	16	was	be	AUX
easat-2933	405	17	imperative	imperative	ADJ
easat-2933	405	18	to	to	PART
easat-2933	405	19	segregate	segregate	VERB
easat-2933	405	20	the	the	DET
easat-2933	405	21	virtual	virtual	ADJ
easat-2933	405	22	machine	machine	NOUN
easat-2933	405	23	because	because	SCONJ
easat-2933	405	24	of	of	ADP
easat-2933	405	25	a	a	DET
easat-2933	405	26	nasty	nasty	ADJ
easat-2933	405	27	file	file	NOUN
easat-2933	405	28	.	.	PUNCT
easat-2933	406	1	it	it	PRON
easat-2933	406	2	was	be	AUX
easat-2933	406	3	important	important	ADJ
easat-2933	406	4	to	to	PART
easat-2933	406	5	register	register	VERB
easat-2933	406	6	an	an	DET
easat-2933	406	7	application	application	NOUN
easat-2933	406	8	capable	capable	ADJ
easat-2933	406	9	of	of	ADP
easat-2933	406	10	managing	manage	VERB
easat-2933	406	11	virtual	virtual	ADJ
easat-2933	406	12	machines	machine	NOUN
easat-2933	406	13	,	,	PUNCT
easat-2933	406	14	meaning	mean	VERB
easat-2933	406	15	that	that	SCONJ
easat-2933	406	16	it	it	PRON
easat-2933	406	17	possesses	possess	VERB
easat-2933	406	18	the	the	DET
easat-2933	406	19	authority	authority	NOUN
easat-2933	406	20	to	to	PART
easat-2933	406	21	isolate	isolate	VERB
easat-2933	406	22	the	the	DET
easat-2933	406	23	machine	machine	NOUN
easat-2933	406	24	and	and	CCONJ
easat-2933	406	25	establish	establish	VERB
easat-2933	406	26	a	a	DET
easat-2933	406	27	connection	connection	NOUN
easat-2933	406	28	with	with	ADP
easat-2933	406	29	the	the	DET
easat-2933	406	30	logic	logic	ADJ
easat-2933	406	31	app	app	NOUN
easat-2933	406	32	,	,	PUNCT
easat-2933	406	33	which	which	PRON
easat-2933	406	34	is	be	AUX
easat-2933	406	35	shown	show	VERB
easat-2933	406	36	in	in	ADP
easat-2933	406	37	figure	figure	NOUN
easat-2933	406	38	12	12	NUM
easat-2933	406	39	:	:	PUNCT
easat-2933	406	40	figure	figure	NOUN
easat-2933	406	41	12	12	NUM
easat-2933	406	42	.	.	PUNCT
easat-2933	407	1	logic	logic	NOUN
easat-2933	407	2	app	app	PROPN
easat-2933	407	3	for	for	ADP
easat-2933	407	4	scenario	scenario	NOUN
easat-2933	407	5	3	3	NUM
easat-2933	407	6	.	.	X
easat-2933	407	7	4341	4341	NUM
easat-2933	408	1	edelweiss	edelweiss	PROPN
easat-2933	408	2	applied	apply	VERB
easat-2933	408	3	science	science	NOUN
easat-2933	408	4	and	and	CCONJ
easat-2933	408	5	technology	technology	NOUN
easat-2933	408	6	issn	issn	PROPN
easat-2933	408	7	:	:	PUNCT
easat-2933	408	8	2576	2576	NUM
easat-2933	408	9	-	-	SYM
easat-2933	408	10	8484	8484	NUM
easat-2933	408	11	vol	vol	NOUN
easat-2933	408	12	.	.	PROPN
easat-2933	408	13	8	8	NUM
easat-2933	408	14	,	,	PUNCT
easat-2933	408	15	no	no	INTJ
easat-2933	408	16	.	.	NOUN
easat-2933	409	1	6	6	NUM
easat-2933	409	2	:	:	SYM
easat-2933	409	3	4319	4319	NUM
easat-2933	409	4	-	-	SYM
easat-2933	409	5	4348	4348	NUM
easat-2933	409	6	,	,	PUNCT
easat-2933	409	7	2024	2024	NUM
easat-2933	409	8	doi	doi	NOUN
easat-2933	409	9	:	:	PUNCT
easat-2933	409	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	409	11	©	©	ADP
easat-2933	409	12	2024	2024	NUM
easat-2933	409	13	by	by	ADP
easat-2933	409	14	the	the	DET
easat-2933	409	15	authors	author	NOUN
easat-2933	409	16	;	;	PUNCT
easat-2933	409	17	licensee	licensee	PROPN
easat-2933	409	18	learning	learning	NOUN
easat-2933	409	19	gate	gate	NOUN
easat-2933	409	20	once	once	SCONJ
easat-2933	409	21	the	the	DET
easat-2933	409	22	application	application	NOUN
easat-2933	409	23	is	be	AUX
easat-2933	409	24	registered	register	VERB
easat-2933	409	25	and	and	CCONJ
easat-2933	409	26	connected	connect	VERB
easat-2933	409	27	to	to	ADP
easat-2933	409	28	the	the	DET
easat-2933	409	29	logic	logic	ADJ
easat-2933	409	30	app	app	NOUN
easat-2933	409	31	,	,	PUNCT
easat-2933	409	32	the	the	DET
easat-2933	409	33	option	option	NOUN
easat-2933	409	34	to	to	PART
easat-2933	409	35	isolate	isolate	VERB
easat-2933	409	36	the	the	DET
easat-2933	409	37	machine	machine	NOUN
easat-2933	409	38	is	be	AUX
easat-2933	409	39	available	available	ADJ
easat-2933	409	40	in	in	ADP
easat-2933	409	41	the	the	DET
easat-2933	409	42	"	"	PUNCT
easat-2933	409	43	true	true	ADJ
easat-2933	409	44	"	"	PUNCT
easat-2933	409	45	statement	statement	NOUN
easat-2933	409	46	,	,	PUNCT
easat-2933	409	47	but	but	CCONJ
easat-2933	409	48	only	only	ADV
easat-2933	409	49	if	if	SCONJ
easat-2933	409	50	the	the	DET
easat-2933	409	51	criterion	criterion	NOUN
easat-2933	409	52	"	"	PUNCT
easat-2933	409	53	mdatpdeviceid	mdatpdeviceid	NOUN
easat-2933	409	54	"	"	PUNCT
easat-2933	409	55	is	be	AUX
easat-2933	409	56	not	not	PART
easat-2933	409	57	equal	equal	ADJ
easat-2933	409	58	to	to	ADP
easat-2933	409	59	zero	zero	NUM
easat-2933	409	60	.	.	PUNCT
easat-2933	410	1	"	"	PUNCT
easat-2933	410	2	mdatpdeviceid	mdatpdeviceid	NOUN
easat-2933	410	3	"	"	PUNCT
easat-2933	410	4	is	be	AUX
easat-2933	410	5	the	the	DET
easat-2933	410	6	specific	specific	ADJ
easat-2933	410	7	identifier	identifier	NOUN
easat-2933	410	8	for	for	ADP
easat-2933	410	9	a	a	DET
easat-2933	410	10	device	device	NOUN
easat-2933	410	11	in	in	ADP
easat-2933	410	12	microsoft	microsoft	PROPN
easat-2933	410	13	defender	defender	NOUN
easat-2933	410	14	for	for	ADP
easat-2933	410	15	endpoint	endpoint	NOUN
easat-2933	410	16	.	.	PUNCT
easat-2933	411	1	microsoft	microsoft	PROPN
easat-2933	411	2	defender	defender	PROPN
easat-2933	411	3	for	for	ADP
easat-2933	411	4	endpoint	endpoint	NOUN
easat-2933	411	5	allocates	allocate	NOUN
easat-2933	411	6	a	a	DET
easat-2933	411	7	unique	unique	ADJ
easat-2933	411	8	identifier	identifier	NOUN
easat-2933	411	9	to	to	ADP
easat-2933	411	10	every	every	DET
easat-2933	411	11	device	device	NOUN
easat-2933	411	12	.	.	PUNCT
easat-2933	412	1	it	it	PRON
easat-2933	412	2	is	be	AUX
easat-2933	412	3	imperative	imperative	ADJ
easat-2933	412	4	to	to	PART
easat-2933	412	5	allocate	allocate	VERB
easat-2933	412	6	the	the	DET
easat-2933	412	7	accurate	accurate	ADJ
easat-2933	412	8	"	"	PUNCT
easat-2933	412	9	mdatpdeviceid	mdatpdeviceid	NOUN
easat-2933	412	10	"	"	PUNCT
easat-2933	412	11	to	to	PART
easat-2933	412	12	isolate	isolate	VERB
easat-2933	412	13	the	the	DET
easat-2933	412	14	relevant	relevant	ADJ
easat-2933	412	15	pc	pc	NOUN
easat-2933	412	16	.	.	PUNCT
easat-2933	413	1	if	if	SCONJ
easat-2933	413	2	the	the	DET
easat-2933	413	3	requirement	requirement	NOUN
easat-2933	413	4	is	be	AUX
easat-2933	413	5	not	not	PART
easat-2933	413	6	satisfied	satisfied	ADJ
easat-2933	413	7	,	,	PUNCT
easat-2933	413	8	a	a	DET
easat-2933	413	9	remark	remark	NOUN
easat-2933	413	10	will	will	AUX
easat-2933	413	11	be	be	AUX
easat-2933	413	12	written	write	VERB
easat-2933	413	13	regarding	regard	VERB
easat-2933	413	14	the	the	DET
easat-2933	413	15	incident	incident	NOUN
easat-2933	413	16	,	,	PUNCT
easat-2933	413	17	stating	state	VERB
easat-2933	413	18	that	that	SCONJ
easat-2933	413	19	it	it	PRON
easat-2933	413	20	was	be	AUX
easat-2933	413	21	not	not	PART
easat-2933	413	22	feasible	feasible	ADJ
easat-2933	413	23	to	to	PART
easat-2933	413	24	isolate	isolate	VERB
easat-2933	413	25	the	the	DET
easat-2933	413	26	virtual	virtual	ADJ
easat-2933	413	27	machine	machine	NOUN
easat-2933	413	28	.	.	PUNCT
easat-2933	414	1	the	the	DET
easat-2933	414	2	following	follow	VERB
easat-2933	414	3	section	section	NOUN
easat-2933	414	4	presents	present	VERB
easat-2933	414	5	the	the	DET
easat-2933	414	6	outcomes	outcome	NOUN
easat-2933	414	7	of	of	ADP
easat-2933	414	8	the	the	DET
easat-2933	414	9	automated	automate	VERB
easat-2933	414	10	reaction	reaction	NOUN
easat-2933	414	11	to	to	ADP
easat-2933	414	12	dangers	danger	NOUN
easat-2933	414	13	and	and	CCONJ
easat-2933	414	14	evaluates	evaluate	VERB
easat-2933	414	15	the	the	DET
easat-2933	414	16	ultimate	ultimate	ADJ
easat-2933	414	17	execution	execution	NOUN
easat-2933	414	18	of	of	ADP
easat-2933	414	19	the	the	DET
easat-2933	414	20	security	security	NOUN
easat-2933	414	21	resolution	resolution	NOUN
easat-2933	414	22	.	.	PUNCT
easat-2933	415	1	7	7	X
easat-2933	415	2	.	.	X
easat-2933	415	3	future	future	ADJ
easat-2933	415	4	work	work	NOUN
easat-2933	415	5	this	this	DET
easat-2933	415	6	section	section	NOUN
easat-2933	415	7	will	will	AUX
easat-2933	415	8	enable	enable	VERB
easat-2933	415	9	the	the	DET
easat-2933	415	10	automatic	automatic	ADJ
easat-2933	415	11	threat	threat	NOUN
easat-2933	415	12	response	response	NOUN
easat-2933	415	13	configured	configure	VERB
easat-2933	415	14	in	in	ADP
easat-2933	415	15	the	the	DET
easat-2933	415	16	previous	previous	ADJ
easat-2933	415	17	chapter	chapter	NOUN
easat-2933	415	18	.	.	PUNCT
easat-2933	416	1	the	the	DET
easat-2933	416	2	first	first	ADJ
easat-2933	416	3	step	step	NOUN
easat-2933	416	4	is	be	AUX
easat-2933	416	5	to	to	PART
easat-2933	416	6	analyze	analyze	VERB
easat-2933	416	7	the	the	DET
easat-2933	416	8	autoresponder	autoresponder	NOUN
easat-2933	416	9	results	result	NOUN
easat-2933	416	10	.	.	PUNCT
easat-2933	417	1	the	the	DET
easat-2933	417	2	initial	initial	ADJ
easat-2933	417	3	scenario	scenario	NOUN
easat-2933	417	4	is	be	AUX
easat-2933	417	5	designed	design	VERB
easat-2933	417	6	to	to	PART
easat-2933	417	7	provide	provide	VERB
easat-2933	417	8	an	an	DET
easat-2933	417	9	instructive	instructive	ADJ
easat-2933	417	10	reaction	reaction	NOUN
easat-2933	417	11	to	to	ADP
easat-2933	417	12	the	the	DET
easat-2933	417	13	threat	threat	NOUN
easat-2933	417	14	.	.	PUNCT
easat-2933	418	1	the	the	DET
easat-2933	418	2	objective	objective	NOUN
easat-2933	418	3	is	be	AUX
easat-2933	418	4	to	to	PART
easat-2933	418	5	assign	assign	VERB
easat-2933	418	6	geographical	geographical	ADJ
easat-2933	418	7	locations	location	NOUN
easat-2933	418	8	to	to	ADP
easat-2933	418	9	occurrences	occurrence	NOUN
easat-2933	418	10	based	base	VERB
easat-2933	418	11	on	on	ADP
easat-2933	418	12	the	the	DET
easat-2933	418	13	ip	ip	ADJ
easat-2933	418	14	address	address	NOUN
easat-2933	418	15	that	that	PRON
easat-2933	418	16	generated	generate	VERB
easat-2933	418	17	the	the	DET
easat-2933	418	18	alert	alert	NOUN
easat-2933	418	19	in	in	ADP
easat-2933	418	20	microsoft	microsoft	PROPN
easat-2933	418	21	sentinel	sentinel	PROPN
easat-2933	418	22	.	.	PUNCT
easat-2933	419	1	an	an	DET
easat-2933	419	2	analysis	analysis	NOUN
easat-2933	419	3	of	of	ADP
easat-2933	419	4	the	the	DET
easat-2933	419	5	response	response	NOUN
easat-2933	419	6	to	to	ADP
easat-2933	419	7	the	the	DET
easat-2933	419	8	threat	threat	NOUN
easat-2933	419	9	in	in	ADP
easat-2933	419	10	the	the	DET
easat-2933	419	11	initial	initial	ADJ
easat-2933	419	12	scenario	scenario	NOUN
easat-2933	419	13	is	be	AUX
easat-2933	419	14	shown	show	VERB
easat-2933	419	15	in	in	ADP
easat-2933	419	16	figure	figure	NOUN
easat-2933	419	17	13	13	NUM
easat-2933	419	18	:	:	PUNCT
easat-2933	419	19	figure	figure	VERB
easat-2933	419	20	13	13	NUM
easat-2933	419	21	.	.	PUNCT
easat-2933	420	1	scenario	scenario	NOUN
easat-2933	420	2	1	1	NUM
easat-2933	420	3	automatic	automatic	ADJ
easat-2933	420	4	threat	threat	NOUN
easat-2933	420	5	response	response	NOUN
easat-2933	420	6	.	.	PUNCT
easat-2933	421	1	the	the	DET
easat-2933	421	2	outcome	outcome	NOUN
easat-2933	421	3	is	be	AUX
easat-2933	421	4	an	an	DET
easat-2933	421	5	incident	incident	NOUN
easat-2933	421	6	labeled	label	VERB
easat-2933	421	7	with	with	ADP
easat-2933	421	8	a	a	DET
easat-2933	421	9	location	location	NOUN
easat-2933	421	10	corresponding	correspond	VERB
easat-2933	421	11	to	to	ADP
easat-2933	421	12	the	the	DET
easat-2933	421	13	ip	ip	ADJ
easat-2933	421	14	address	address	NOUN
easat-2933	421	15	.	.	PUNCT
easat-2933	422	1	the	the	DET
easat-2933	422	2	ip	ip	ADJ
easat-2933	422	3	address	address	NOUN
easat-2933	422	4	175.45.176.99	175.45.176.99	NUM
easat-2933	422	5	is	be	AUX
easat-2933	422	6	associated	associate	VERB
easat-2933	422	7	with	with	ADP
easat-2933	422	8	the	the	DET
easat-2933	422	9	geographical	geographical	ADJ
easat-2933	422	10	location	location	NOUN
easat-2933	422	11	of	of	ADP
easat-2933	422	12	pyongyang	pyongyang	PROPN
easat-2933	422	13	,	,	PUNCT
easat-2933	422	14	north	north	PROPN
easat-2933	422	15	korea	korea	PROPN
easat-2933	422	16	.	.	PUNCT
easat-2933	423	1	by	by	ADP
easat-2933	423	2	analyzing	analyze	VERB
easat-2933	423	3	this	this	DET
easat-2933	423	4	ip	ip	ADJ
easat-2933	423	5	address	address	NOUN
easat-2933	423	6	,	,	PUNCT
easat-2933	423	7	an	an	DET
easat-2933	423	8	investigation	investigation	NOUN
easat-2933	423	9	can	can	AUX
easat-2933	423	10	be	be	AUX
easat-2933	423	11	done	do	VERB
easat-2933	423	12	to	to	PART
easat-2933	423	13	determine	determine	VERB
easat-2933	423	14	the	the	DET
easat-2933	423	15	accounts	account	NOUN
easat-2933	423	16	it	it	PRON
easat-2933	423	17	is	be	AUX
easat-2933	423	18	linked	link	VERB
easat-2933	423	19	to	to	ADP
easat-2933	423	20	and	and	CCONJ
easat-2933	423	21	consequently	consequently	ADV
easat-2933	423	22	identify	identify	VERB
easat-2933	423	23	all	all	DET
easat-2933	423	24	compromised	compromise	VERB
easat-2933	423	25	artifacts	artifact	NOUN
easat-2933	423	26	,	,	PUNCT
easat-2933	423	27	specifically	specifically	ADV
easat-2933	423	28	user	user	NOUN
easat-2933	423	29	accounts	account	NOUN
easat-2933	423	30	.	.	PUNCT
easat-2933	424	1	an	an	DET
easat-2933	424	2	example	example	NOUN
easat-2933	424	3	is	be	AUX
easat-2933	424	4	shown	show	VERB
easat-2933	424	5	in	in	ADP
easat-2933	424	6	figure	figure	NOUN
easat-2933	424	7	14	14	NUM
easat-2933	424	8	:	:	SYM
easat-2933	424	9	4342	4342	NUM
easat-2933	424	10	edelweiss	edelweiss	PROPN
easat-2933	424	11	applied	apply	VERB
easat-2933	424	12	science	science	NOUN
easat-2933	424	13	and	and	CCONJ
easat-2933	424	14	technology	technology	NOUN
easat-2933	424	15	issn	issn	PROPN
easat-2933	424	16	:	:	PUNCT
easat-2933	424	17	2576	2576	NUM
easat-2933	424	18	-	-	SYM
easat-2933	424	19	8484	8484	NUM
easat-2933	424	20	vol	vol	NOUN
easat-2933	424	21	.	.	PROPN
easat-2933	425	1	8	8	NUM
easat-2933	425	2	,	,	PUNCT
easat-2933	425	3	no	no	INTJ
easat-2933	425	4	.	.	NOUN
easat-2933	426	1	6	6	NUM
easat-2933	426	2	:	:	SYM
easat-2933	426	3	4319	4319	NUM
easat-2933	426	4	-	-	SYM
easat-2933	426	5	4348	4348	NUM
easat-2933	426	6	,	,	PUNCT
easat-2933	426	7	2024	2024	NUM
easat-2933	426	8	doi	doi	NOUN
easat-2933	426	9	:	:	PUNCT
easat-2933	426	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	426	11	©	©	ADP
easat-2933	426	12	2024	2024	NUM
easat-2933	426	13	by	by	ADP
easat-2933	426	14	the	the	DET
easat-2933	426	15	authors	author	NOUN
easat-2933	426	16	;	;	PUNCT
easat-2933	426	17	licensee	licensee	PROPN
easat-2933	426	18	learning	learn	VERB
easat-2933	426	19	gate	gate	PROPN
easat-2933	426	20	figure	figure	NOUN
easat-2933	426	21	14	14	NUM
easat-2933	426	22	.	.	PUNCT
easat-2933	427	1	investigation	investigation	NOUN
easat-2933	427	2	insights	insight	NOUN
easat-2933	427	3	for	for	ADP
easat-2933	427	4	scenario	scenario	NOUN
easat-2933	427	5	1	1	NUM
easat-2933	427	6	.	.	PUNCT
easat-2933	427	7	based	base	VERB
easat-2933	427	8	on	on	ADP
easat-2933	427	9	the	the	DET
easat-2933	427	10	evidence	evidence	NOUN
easat-2933	427	11	,	,	PUNCT
easat-2933	427	12	it	it	PRON
easat-2933	427	13	can	can	AUX
easat-2933	427	14	be	be	AUX
easat-2933	427	15	inferred	infer	VERB
easat-2933	427	16	that	that	SCONJ
easat-2933	427	17	the	the	DET
easat-2933	427	18	assailant	assailant	NOUN
easat-2933	427	19	,	,	PUNCT
easat-2933	427	20	hailing	hail	VERB
easat-2933	427	21	from	from	ADP
easat-2933	427	22	north	north	PROPN
easat-2933	427	23	korea	korea	PROPN
easat-2933	427	24	,	,	PUNCT
easat-2933	427	25	successfully	successfully	ADV
easat-2933	427	26	infiltrated	infiltrate	VERB
easat-2933	427	27	numerous	numerous	ADJ
easat-2933	427	28	user	user	NOUN
easat-2933	427	29	accounts	account	NOUN
easat-2933	427	30	,	,	PUNCT
easat-2933	427	31	including	include	VERB
easat-2933	427	32	one	one	NUM
easat-2933	427	33	with	with	ADP
easat-2933	427	34	administrative	administrative	ADJ
easat-2933	427	35	powers	power	NOUN
easat-2933	427	36	.	.	PUNCT
easat-2933	428	1	furthermore	furthermore	ADV
easat-2933	428	2	,	,	PUNCT
easat-2933	428	3	the	the	DET
easat-2933	428	4	specific	specific	ADJ
easat-2933	428	5	resources	resource	NOUN
easat-2933	428	6	that	that	PRON
easat-2933	428	7	were	be	AUX
easat-2933	428	8	accessed	access	VERB
easat-2933	428	9	can	can	AUX
easat-2933	428	10	be	be	AUX
easat-2933	428	11	observed	observe	VERB
easat-2933	428	12	.	.	PUNCT
easat-2933	429	1	this	this	DET
easat-2933	429	2	level	level	NOUN
easat-2933	429	3	of	of	ADP
easat-2933	429	4	visibility	visibility	NOUN
easat-2933	429	5	facilitates	facilitate	VERB
easat-2933	429	6	analysts	analyst	NOUN
easat-2933	429	7	in	in	ADP
easat-2933	429	8	effectively	effectively	ADV
easat-2933	429	9	seeing	see	VERB
easat-2933	429	10	the	the	DET
easat-2933	429	11	extent	extent	NOUN
easat-2933	429	12	of	of	ADP
easat-2933	429	13	the	the	DET
easat-2933	429	14	harm	harm	NOUN
easat-2933	429	15	incurred	incur	VERB
easat-2933	429	16	thus	thus	ADV
easat-2933	429	17	far	far	ADV
easat-2933	429	18	and	and	CCONJ
easat-2933	429	19	predicting	predict	VERB
easat-2933	429	20	the	the	DET
easat-2933	429	21	potential	potential	ADJ
easat-2933	429	22	next	next	ADJ
easat-2933	429	23	move	move	NOUN
easat-2933	429	24	of	of	ADP
easat-2933	429	25	the	the	DET
easat-2933	429	26	adversary	adversary	NOUN
easat-2933	429	27	.	.	PUNCT
easat-2933	430	1	knowing	know	VERB
easat-2933	430	2	the	the	DET
easat-2933	430	3	attacker	attacker	PROPN
easat-2933	430	4	's	's	PART
easat-2933	430	5	location	location	NOUN
easat-2933	430	6	is	be	AUX
easat-2933	430	7	crucial	crucial	ADJ
easat-2933	430	8	as	as	SCONJ
easat-2933	430	9	it	it	PRON
easat-2933	430	10	allows	allow	VERB
easat-2933	430	11	us	we	PRON
easat-2933	430	12	to	to	PART
easat-2933	430	13	analyze	analyze	VERB
easat-2933	430	14	and	and	CCONJ
easat-2933	430	15	compare	compare	VERB
easat-2933	430	16	their	their	PRON
easat-2933	430	17	tactics	tactic	NOUN
easat-2933	430	18	and	and	CCONJ
easat-2933	430	19	techniques	technique	NOUN
easat-2933	430	20	with	with	ADP
easat-2933	430	21	those	those	PRON
easat-2933	430	22	commonly	commonly	ADV
easat-2933	430	23	observed	observe	VERB
easat-2933	430	24	in	in	ADP
easat-2933	430	25	that	that	DET
easat-2933	430	26	area	area	NOUN
easat-2933	430	27	.	.	PUNCT
easat-2933	431	1	additionally	additionally	ADV
easat-2933	431	2	,	,	PUNCT
easat-2933	431	3	it	it	PRON
easat-2933	431	4	helps	help	VERB
easat-2933	431	5	us	we	PRON
easat-2933	431	6	understand	understand	VERB
easat-2933	431	7	the	the	DET
easat-2933	431	8	potential	potential	ADJ
easat-2933	431	9	motives	motive	NOUN
easat-2933	431	10	behind	behind	ADP
easat-2933	431	11	the	the	DET
easat-2933	431	12	attack	attack	NOUN
easat-2933	431	13	.	.	PUNCT
easat-2933	432	1	in	in	ADP
easat-2933	432	2	the	the	DET
easat-2933	432	3	second	second	ADJ
easat-2933	432	4	case	case	NOUN
easat-2933	432	5	,	,	PUNCT
easat-2933	432	6	the	the	DET
easat-2933	432	7	user	user	NOUN
easat-2933	432	8	's	's	PART
easat-2933	432	9	account	account	NOUN
easat-2933	432	10	must	must	AUX
easat-2933	432	11	be	be	AUX
easat-2933	432	12	deactivated	deactivate	VERB
easat-2933	432	13	automatically	automatically	ADV
easat-2933	432	14	if	if	SCONJ
easat-2933	432	15	they	they	PRON
easat-2933	432	16	attempt	attempt	VERB
easat-2933	432	17	to	to	PART
easat-2933	432	18	log	log	VERB
easat-2933	432	19	in	in	ADP
easat-2933	432	20	from	from	ADP
easat-2933	432	21	ip	ip	DET
easat-2933	432	22	addresses	address	NOUN
easat-2933	432	23	that	that	PRON
easat-2933	432	24	are	be	AUX
easat-2933	432	25	on	on	ADP
easat-2933	432	26	the	the	DET
easat-2933	432	27	"	"	PUNCT
easat-2933	432	28	blacklist	blacklist	NOUN
easat-2933	432	29	"	"	PUNCT
easat-2933	432	30	or	or	CCONJ
easat-2933	432	31	watchlist	watchlist	ADJ
easat-2933	432	32	due	due	ADP
easat-2933	432	33	to	to	ADP
easat-2933	432	34	security	security	NOUN
easat-2933	432	35	concerns	concern	NOUN
easat-2933	432	36	.	.	PUNCT
easat-2933	433	1	a	a	DET
easat-2933	433	2	test	test	NOUN
easat-2933	433	3	user	user	NOUN
easat-2933	433	4	account	account	NOUN
easat-2933	433	5	,	,	PUNCT
easat-2933	433	6	hrvoje.hrvic@tklabs.eu	hrvoje.hrvic@tklabs.eu	NOUN
easat-2933	433	7	,	,	PUNCT
easat-2933	433	8	was	be	AUX
easat-2933	433	9	utilized	utilize	VERB
easat-2933	433	10	in	in	ADP
easat-2933	433	11	this	this	DET
easat-2933	433	12	situation	situation	NOUN
easat-2933	433	13	.	.	PUNCT
easat-2933	434	1	figure	figure	NOUN
easat-2933	434	2	15	15	NUM
easat-2933	434	3	shows	show	VERB
easat-2933	434	4	the	the	DET
easat-2933	434	5	outcomes	outcome	NOUN
easat-2933	434	6	of	of	ADP
easat-2933	434	7	the	the	DET
easat-2933	434	8	automated	automate	VERB
easat-2933	434	9	threat	threat	NOUN
easat-2933	434	10	response	response	NOUN
easat-2933	434	11	:	:	PUNCT
easat-2933	434	12	4343	4343	NUM
easat-2933	434	13	edelweiss	edelweiss	PROPN
easat-2933	434	14	applied	apply	VERB
easat-2933	434	15	science	science	NOUN
easat-2933	434	16	and	and	CCONJ
easat-2933	434	17	technology	technology	NOUN
easat-2933	434	18	issn	issn	PROPN
easat-2933	434	19	:	:	PUNCT
easat-2933	434	20	2576	2576	NUM
easat-2933	434	21	-	-	SYM
easat-2933	434	22	8484	8484	NUM
easat-2933	434	23	vol	vol	NOUN
easat-2933	434	24	.	.	PROPN
easat-2933	434	25	8	8	NUM
easat-2933	434	26	,	,	PUNCT
easat-2933	434	27	no	no	INTJ
easat-2933	434	28	.	.	NOUN
easat-2933	435	1	6	6	NUM
easat-2933	435	2	:	:	SYM
easat-2933	435	3	4319	4319	NUM
easat-2933	435	4	-	-	SYM
easat-2933	435	5	4348	4348	NUM
easat-2933	435	6	,	,	PUNCT
easat-2933	435	7	2024	2024	NUM
easat-2933	435	8	doi	doi	NOUN
easat-2933	435	9	:	:	PUNCT
easat-2933	435	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	435	11	©	©	ADP
easat-2933	435	12	2024	2024	NUM
easat-2933	435	13	by	by	ADP
easat-2933	435	14	the	the	DET
easat-2933	435	15	authors	author	NOUN
easat-2933	435	16	;	;	PUNCT
easat-2933	435	17	licensee	licensee	PROPN
easat-2933	435	18	learning	learn	VERB
easat-2933	435	19	gate	gate	PROPN
easat-2933	435	20	figure	figure	NOUN
easat-2933	435	21	15	15	NUM
easat-2933	435	22	.	.	PUNCT
easat-2933	435	23	automated	automate	VERB
easat-2933	435	24	threat	threat	NOUN
easat-2933	435	25	response	response	NOUN
easat-2933	435	26	for	for	ADP
easat-2933	435	27	scenario	scenario	NOUN
easat-2933	435	28	2	2	NUM
easat-2933	435	29	.	.	PUNCT
easat-2933	436	1	the	the	DET
easat-2933	436	2	user	user	NOUN
easat-2933	436	3	's	's	PART
easat-2933	436	4	account	account	NOUN
easat-2933	436	5	has	have	AUX
easat-2933	436	6	been	be	AUX
easat-2933	436	7	successfully	successfully	ADV
easat-2933	436	8	deactivated	deactivate	VERB
easat-2933	436	9	.	.	PUNCT
easat-2933	437	1	also	also	ADV
easat-2933	437	2	,	,	PUNCT
easat-2933	437	3	when	when	SCONJ
easat-2933	437	4	an	an	DET
easat-2933	437	5	incident	incident	NOUN
easat-2933	437	6	is	be	AUX
easat-2933	437	7	opened	open	VERB
easat-2933	437	8	,	,	PUNCT
easat-2933	437	9	it	it	PRON
easat-2933	437	10	is	be	AUX
easat-2933	437	11	visible	visible	ADJ
easat-2933	437	12	that	that	SCONJ
easat-2933	437	13	specific	specific	ADJ
easat-2933	437	14	actions	action	NOUN
easat-2933	437	15	have	have	AUX
easat-2933	437	16	been	be	AUX
easat-2933	437	17	taken	take	VERB
easat-2933	437	18	on	on	ADP
easat-2933	437	19	that	that	DET
easat-2933	437	20	user	user	NOUN
easat-2933	437	21	account	account	NOUN
easat-2933	437	22	.	.	PUNCT
easat-2933	438	1	in	in	ADP
easat-2933	438	2	this	this	DET
easat-2933	438	3	case	case	NOUN
easat-2933	438	4	,	,	PUNCT
easat-2933	438	5	the	the	DET
easat-2933	438	6	action	action	NOUN
easat-2933	438	7	is	be	AUX
easat-2933	438	8	to	to	PART
easat-2933	438	9	deactivate	deactivate	VERB
easat-2933	438	10	the	the	DET
easat-2933	438	11	account	account	NOUN
easat-2933	438	12	,	,	PUNCT
easat-2933	438	13	as	as	SCONJ
easat-2933	438	14	shown	show	VERB
easat-2933	438	15	in	in	ADP
easat-2933	438	16	figure	figure	NOUN
easat-2933	438	17	16	16	NUM
easat-2933	438	18	:	:	PUNCT
easat-2933	438	19	figure	figure	VERB
easat-2933	438	20	16	16	NUM
easat-2933	438	21	.	.	PUNCT
easat-2933	439	1	actions	action	NOUN
easat-2933	439	2	taken	take	VERB
easat-2933	439	3	on	on	ADP
easat-2933	439	4	the	the	DET
easat-2933	439	5	user	user	NOUN
easat-2933	439	6	account	account	NOUN
easat-2933	439	7	.	.	PUNCT
easat-2933	440	1	in	in	ADP
easat-2933	440	2	the	the	DET
easat-2933	440	3	third	third	ADJ
easat-2933	440	4	and	and	CCONJ
easat-2933	440	5	final	final	ADJ
easat-2933	440	6	scenario	scenario	NOUN
easat-2933	440	7	,	,	PUNCT
easat-2933	440	8	the	the	DET
easat-2933	440	9	virtual	virtual	ADJ
easat-2933	440	10	machine	machine	NOUN
easat-2933	440	11	must	must	AUX
easat-2933	440	12	be	be	AUX
easat-2933	440	13	disconnected	disconnect	VERB
easat-2933	440	14	from	from	ADP
easat-2933	440	15	the	the	DET
easat-2933	440	16	network	network	NOUN
easat-2933	440	17	as	as	ADP
easat-2933	440	18	a	a	DET
easat-2933	440	19	precaution	precaution	NOUN
easat-2933	440	20	in	in	ADP
easat-2933	440	21	reaction	reaction	NOUN
easat-2933	440	22	to	to	ADP
easat-2933	440	23	the	the	DET
easat-2933	440	24	threat	threat	NOUN
easat-2933	440	25	.	.	PUNCT
easat-2933	441	1	suppose	suppose	VERB
easat-2933	441	2	a	a	DET
easat-2933	441	3	potentially	potentially	ADV
easat-2933	441	4	harmful	harmful	ADJ
easat-2933	441	5	file	file	NOUN
easat-2933	441	6	has	have	AUX
easat-2933	441	7	been	be	AUX
easat-2933	441	8	downloaded	download	VERB
easat-2933	441	9	,	,	PUNCT
easat-2933	441	10	regardless	regardless	ADV
easat-2933	441	11	of	of	ADP
easat-2933	441	12	whether	whether	SCONJ
easat-2933	441	13	microsoft	microsoft	PROPN
easat-2933	441	14	defender	defender	NOUN
easat-2933	441	15	previously	previously	ADV
easat-2933	441	16	blocked	block	VERB
easat-2933	441	17	it	it	PRON
easat-2933	441	18	.	.	PUNCT
easat-2933	442	1	in	in	ADP
easat-2933	442	2	that	that	DET
easat-2933	442	3	case	case	NOUN
easat-2933	442	4	,	,	PUNCT
easat-2933	442	5	it	it	PRON
easat-2933	442	6	is	be	AUX
easat-2933	442	7	necessary	necessary	ADJ
easat-2933	442	8	to	to	PART
easat-2933	442	9	isolate	isolate	VERB
easat-2933	442	10	the	the	DET
easat-2933	442	11	virtual	virtual	ADJ
easat-2933	442	12	machine	machine	NOUN
easat-2933	442	13	to	to	PART
easat-2933	442	14	assess	assess	VERB
easat-2933	442	15	whether	whether	SCONJ
easat-2933	442	16	any	any	DET
easat-2933	442	17	additional	additional	ADJ
easat-2933	442	18	harm	harm	NOUN
easat-2933	442	19	has	have	AUX
easat-2933	442	20	been	be	AUX
easat-2933	442	21	4344	4344	NUM
easat-2933	442	22	edelweiss	edelweiss	PROPN
easat-2933	442	23	applied	apply	VERB
easat-2933	442	24	science	science	NOUN
easat-2933	442	25	and	and	CCONJ
easat-2933	442	26	technology	technology	NOUN
easat-2933	442	27	issn	issn	PROPN
easat-2933	442	28	:	:	PUNCT
easat-2933	442	29	2576	2576	NUM
easat-2933	442	30	-	-	SYM
easat-2933	442	31	8484	8484	NUM
easat-2933	442	32	vol	vol	NOUN
easat-2933	442	33	.	.	PROPN
easat-2933	442	34	8	8	NUM
easat-2933	442	35	,	,	PUNCT
easat-2933	442	36	no	no	INTJ
easat-2933	442	37	.	.	NOUN
easat-2933	443	1	6	6	NUM
easat-2933	443	2	:	:	SYM
easat-2933	443	3	4319	4319	NUM
easat-2933	443	4	-	-	SYM
easat-2933	443	5	4348	4348	NUM
easat-2933	443	6	,	,	PUNCT
easat-2933	443	7	2024	2024	NUM
easat-2933	443	8	doi	doi	NOUN
easat-2933	443	9	:	:	PUNCT
easat-2933	443	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	443	11	©	©	ADP
easat-2933	443	12	2024	2024	NUM
easat-2933	443	13	by	by	ADP
easat-2933	443	14	the	the	DET
easat-2933	443	15	authors	author	NOUN
easat-2933	443	16	;	;	PUNCT
easat-2933	443	17	licensee	licensee	PROPN
easat-2933	443	18	learning	learning	NOUN
easat-2933	443	19	gate	gate	NOUN
easat-2933	443	20	inflicted	inflict	VERB
easat-2933	443	21	on	on	ADP
easat-2933	443	22	the	the	DET
easat-2933	443	23	computer	computer	NOUN
easat-2933	443	24	.	.	PUNCT
easat-2933	444	1	once	once	SCONJ
easat-2933	444	2	the	the	DET
easat-2933	444	3	test	test	NOUN
easat-2933	444	4	eicar	eicar	ADJ
easat-2933	444	5	file	file	NOUN
easat-2933	444	6	is	be	AUX
easat-2933	444	7	downloaded	download	VERB
easat-2933	444	8	,	,	PUNCT
easat-2933	444	9	the	the	DET
easat-2933	444	10	machine	machine	NOUN
easat-2933	444	11	is	be	AUX
easat-2933	444	12	placed	place	VERB
easat-2933	444	13	in	in	ADP
easat-2933	444	14	isolation	isolation	NOUN
easat-2933	444	15	,	,	PUNCT
easat-2933	444	16	as	as	SCONJ
easat-2933	444	17	shown	show	VERB
easat-2933	444	18	in	in	ADP
easat-2933	444	19	figure	figure	NOUN
easat-2933	444	20	17	17	NUM
easat-2933	444	21	:	:	PUNCT
easat-2933	444	22	figure	figure	NOUN
easat-2933	444	23	17	17	NUM
easat-2933	444	24	.	.	PUNCT
easat-2933	445	1	automatic	automatic	ADJ
easat-2933	445	2	virtual	virtual	ADJ
easat-2933	445	3	machine	machine	NOUN
easat-2933	445	4	isolation	isolation	NOUN
easat-2933	445	5	for	for	ADP
easat-2933	445	6	scenario	scenario	NOUN
easat-2933	445	7	3	3	NUM
easat-2933	445	8	.	.	PUNCT
easat-2933	446	1	these	these	DET
easat-2933	446	2	three	three	NUM
easat-2933	446	3	scenarios	scenario	NOUN
easat-2933	446	4	are	be	AUX
easat-2933	446	5	just	just	ADV
easat-2933	446	6	some	some	PRON
easat-2933	446	7	of	of	ADP
easat-2933	446	8	the	the	DET
easat-2933	446	9	simpler	simple	ADJ
easat-2933	446	10	ones	one	NOUN
easat-2933	446	11	we	we	PRON
easat-2933	446	12	used	use	VERB
easat-2933	446	13	to	to	PART
easat-2933	446	14	research	research	VERB
easat-2933	446	15	the	the	DET
easat-2933	446	16	usability	usability	NOUN
easat-2933	446	17	of	of	ADP
easat-2933	446	18	the	the	DET
easat-2933	446	19	options	option	NOUN
easat-2933	446	20	mentioned	mention	VERB
easat-2933	446	21	in	in	ADP
easat-2933	446	22	this	this	DET
easat-2933	446	23	paper	paper	NOUN
easat-2933	446	24	.	.	PUNCT
easat-2933	447	1	hundreds	hundred	NOUN
easat-2933	447	2	of	of	ADP
easat-2933	447	3	scenarios	scenario	NOUN
easat-2933	447	4	for	for	ADP
easat-2933	447	5	a	a	DET
easat-2933	447	6	larger	large	ADJ
easat-2933	447	7	,	,	PUNCT
easat-2933	447	8	enterprise	enterprise	NOUN
easat-2933	447	9	-	-	PUNCT
easat-2933	447	10	size	size	NOUN
easat-2933	447	11	company	company	NOUN
easat-2933	447	12	might	might	AUX
easat-2933	447	13	need	need	VERB
easat-2933	447	14	automated	automated	ADJ
easat-2933	447	15	responses	response	NOUN
easat-2933	447	16	involving	involve	VERB
easat-2933	447	17	various	various	ADJ
easat-2933	447	18	additional	additional	ADJ
easat-2933	447	19	systems	system	NOUN
easat-2933	447	20	,	,	PUNCT
easat-2933	447	21	files	file	NOUN
easat-2933	447	22	,	,	PUNCT
easat-2933	447	23	or	or	CCONJ
easat-2933	447	24	services	service	NOUN
easat-2933	447	25	.	.	PUNCT
easat-2933	448	1	protecting	protect	VERB
easat-2933	448	2	large	large	ADJ
easat-2933	448	3	-	-	PUNCT
easat-2933	448	4	scale	scale	NOUN
easat-2933	448	5	environments	environment	NOUN
easat-2933	448	6	will	will	AUX
easat-2933	448	7	make	make	VERB
easat-2933	448	8	these	these	DET
easat-2933	448	9	tools	tool	NOUN
easat-2933	448	10	even	even	ADV
easat-2933	448	11	more	more	ADV
easat-2933	448	12	helpful	helpful	ADJ
easat-2933	448	13	,	,	PUNCT
easat-2933	448	14	as	as	SCONJ
easat-2933	448	15	they	they	PRON
easat-2933	448	16	're	be	AUX
easat-2933	448	17	powerful	powerful	ADJ
easat-2933	448	18	and	and	CCONJ
easat-2933	448	19	customizable	customizable	ADJ
easat-2933	448	20	to	to	ADP
easat-2933	448	21	any	any	DET
easat-2933	448	22	scenario	scenario	NOUN
easat-2933	448	23	involving	involve	VERB
easat-2933	448	24	azure	azure	NOUN
easat-2933	448	25	and	and	CCONJ
easat-2933	448	26	its	its	PRON
easat-2933	448	27	objects	object	NOUN
easat-2933	448	28	.	.	PUNCT
easat-2933	449	1	8	8	X
easat-2933	449	2	.	.	PUNCT
easat-2933	450	1	threat	threat	NOUN
easat-2933	450	2	response	response	NOUN
easat-2933	450	3	analysis	analysis	NOUN
easat-2933	450	4	to	to	PART
easat-2933	450	5	deploy	deploy	VERB
easat-2933	450	6	microsoft	microsoft	PROPN
easat-2933	450	7	sentinel	sentinel	PROPN
easat-2933	450	8	and	and	CCONJ
easat-2933	450	9	logic	logic	NOUN
easat-2933	450	10	apps	app	NOUN
easat-2933	450	11	as	as	ADP
easat-2933	450	12	a	a	DET
easat-2933	450	13	security	security	NOUN
easat-2933	450	14	solution	solution	NOUN
easat-2933	450	15	,	,	PUNCT
easat-2933	450	16	careful	careful	ADJ
easat-2933	450	17	planning	planning	NOUN
easat-2933	450	18	and	and	CCONJ
easat-2933	450	19	thorough	thorough	ADJ
easat-2933	450	20	examination	examination	NOUN
easat-2933	450	21	of	of	ADP
easat-2933	450	22	the	the	DET
easat-2933	450	23	microsoft	microsoft	PROPN
easat-2933	450	24	documentation	documentation	NOUN
easat-2933	450	25	are	be	AUX
easat-2933	450	26	necessary	necessary	ADJ
easat-2933	450	27	.	.	PUNCT
easat-2933	451	1	consequently	consequently	ADV
easat-2933	451	2	,	,	PUNCT
easat-2933	451	3	it	it	PRON
easat-2933	451	4	is	be	AUX
easat-2933	451	5	feasible	feasible	ADJ
easat-2933	451	6	to	to	PART
easat-2933	451	7	achieve	achieve	VERB
easat-2933	451	8	a	a	DET
easat-2933	451	9	successful	successful	ADJ
easat-2933	451	10	execution	execution	NOUN
easat-2933	451	11	of	of	ADP
easat-2933	451	12	the	the	DET
easat-2933	451	13	intended	intend	VERB
easat-2933	451	14	plan	plan	NOUN
easat-2933	451	15	.	.	PUNCT
easat-2933	452	1	naturally	naturally	ADV
easat-2933	452	2	,	,	PUNCT
easat-2933	452	3	challenges	challenge	NOUN
easat-2933	452	4	were	be	AUX
easat-2933	452	5	encountered	encounter	VERB
easat-2933	452	6	during	during	ADP
easat-2933	452	7	the	the	DET
easat-2933	452	8	implementation	implementation	NOUN
easat-2933	452	9	phase	phase	NOUN
easat-2933	452	10	,	,	PUNCT
easat-2933	452	11	and	and	CCONJ
easat-2933	452	12	resolving	resolve	VERB
easat-2933	452	13	these	these	DET
easat-2933	452	14	challenges	challenge	NOUN
easat-2933	452	15	necessitated	necessitate	VERB
easat-2933	452	16	further	further	ADJ
easat-2933	452	17	investigation	investigation	NOUN
easat-2933	452	18	.	.	PUNCT
easat-2933	453	1	the	the	DET
easat-2933	453	2	results	result	NOUN
easat-2933	453	3	of	of	ADP
easat-2933	453	4	all	all	DET
easat-2933	453	5	three	three	NUM
easat-2933	453	6	implemented	implement	VERB
easat-2933	453	7	scenarios	scenario	NOUN
easat-2933	453	8	were	be	AUX
easat-2933	453	9	successful	successful	ADJ
easat-2933	453	10	.	.	PUNCT
easat-2933	454	1	the	the	DET
easat-2933	454	2	implemented	implement	VERB
easat-2933	454	3	security	security	NOUN
easat-2933	454	4	solution	solution	NOUN
easat-2933	454	5	would	would	AUX
easat-2933	454	6	alleviate	alleviate	VERB
easat-2933	454	7	the	the	DET
easat-2933	454	8	burden	burden	NOUN
easat-2933	454	9	on	on	ADP
easat-2933	454	10	analysts	analyst	NOUN
easat-2933	454	11	who	who	PRON
easat-2933	454	12	would	would	AUX
easat-2933	454	13	otherwise	otherwise	ADV
easat-2933	454	14	need	need	VERB
easat-2933	454	15	to	to	PART
easat-2933	454	16	investigate	investigate	VERB
easat-2933	454	17	the	the	DET
easat-2933	454	18	location	location	NOUN
easat-2933	454	19	of	of	ADP
easat-2933	454	20	ip	ip	DET
easat-2933	454	21	addresses	address	NOUN
easat-2933	454	22	manually	manually	ADV
easat-2933	454	23	,	,	PUNCT
easat-2933	454	24	manually	manually	ADV
easat-2933	454	25	deactivate	deactivate	VERB
easat-2933	454	26	user	user	NOUN
easat-2933	454	27	accounts	account	NOUN
easat-2933	454	28	,	,	PUNCT
easat-2933	454	29	and	and	CCONJ
easat-2933	454	30	correlate	correlate	VERB
easat-2933	454	31	them	they	PRON
easat-2933	454	32	with	with	ADP
easat-2933	454	33	the	the	DET
easat-2933	454	34	list	list	NOUN
easat-2933	454	35	of	of	ADP
easat-2933	454	36	prohibited	prohibit	VERB
easat-2933	454	37	ip	ip	PRON
easat-2933	454	38	addresses	address	NOUN
easat-2933	454	39	.	.	PUNCT
easat-2933	455	1	additionally	additionally	ADV
easat-2933	455	2	,	,	PUNCT
easat-2933	455	3	analysts	analyst	NOUN
easat-2933	455	4	would	would	AUX
easat-2933	455	5	no	no	ADV
easat-2933	455	6	longer	long	ADV
easat-2933	455	7	need	need	VERB
easat-2933	455	8	to	to	PART
easat-2933	455	9	manually	manually	ADV
easat-2933	455	10	isolate	isolate	VERB
easat-2933	455	11	machines	machine	NOUN
easat-2933	455	12	when	when	SCONJ
easat-2933	455	13	a	a	DET
easat-2933	455	14	suspected	suspect	VERB
easat-2933	455	15	"	"	PUNCT
easat-2933	455	16	infected	infected	ADJ
easat-2933	455	17	"	"	PUNCT
easat-2933	455	18	virtual	virtual	ADJ
easat-2933	455	19	machine	machine	NOUN
easat-2933	455	20	is	be	AUX
easat-2933	455	21	detected	detect	VERB
easat-2933	455	22	.	.	PUNCT
easat-2933	456	1	therefore	therefore	ADV
easat-2933	456	2	,	,	PUNCT
easat-2933	456	3	we	we	PRON
easat-2933	456	4	can	can	AUX
easat-2933	456	5	deduce	deduce	VERB
easat-2933	456	6	the	the	DET
easat-2933	456	7	following	follow	VERB
easat-2933	456	8	findings	finding	NOUN
easat-2933	456	9	through	through	ADP
easat-2933	456	10	analysis	analysis	NOUN
easat-2933	456	11	:	:	PUNCT
easat-2933	456	12	•	•	ADP
easat-2933	456	13	implementing	implement	VERB
easat-2933	456	14	this	this	DET
easat-2933	456	15	security	security	NOUN
easat-2933	456	16	solution	solution	NOUN
easat-2933	456	17	enhances	enhance	VERB
easat-2933	456	18	reaction	reaction	NOUN
easat-2933	456	19	efficiency	efficiency	NOUN
easat-2933	456	20	and	and	CCONJ
easat-2933	456	21	speed	speed	NOUN
easat-2933	456	22	,	,	PUNCT
easat-2933	456	23	resulting	result	VERB
easat-2933	456	24	in	in	ADP
easat-2933	456	25	a	a	DET
easat-2933	456	26	quicker	quick	ADJ
easat-2933	456	27	and	and	CCONJ
easat-2933	456	28	more	more	ADV
easat-2933	456	29	efficient	efficient	ADJ
easat-2933	456	30	response	response	NOUN
easat-2933	456	31	to	to	ADP
easat-2933	456	32	threats	threat	NOUN
easat-2933	456	33	.	.	PUNCT
easat-2933	457	1	utilizing	utilize	VERB
easat-2933	457	2	logic	logic	NOUN
easat-2933	457	3	apps	app	NOUN
easat-2933	457	4	allows	allow	VERB
easat-2933	457	5	for	for	ADP
easat-2933	457	6	automated	automated	ADJ
easat-2933	457	7	activities	activity	NOUN
easat-2933	457	8	,	,	PUNCT
easat-2933	457	9	facilitating	facilitate	VERB
easat-2933	457	10	swift	swift	ADJ
easat-2933	457	11	reaction	reaction	NOUN
easat-2933	457	12	to	to	ADP
easat-2933	457	13	occurrences	occurrence	NOUN
easat-2933	457	14	and	and	CCONJ
easat-2933	457	15	substantially	substantially	ADV
easat-2933	457	16	decreasing	decrease	VERB
easat-2933	457	17	issue	issue	NOUN
easat-2933	457	18	resolution	resolution	NOUN
easat-2933	457	19	time	time	NOUN
easat-2933	457	20	.	.	PUNCT
easat-2933	458	1	•	•	NUM
easat-2933	458	2	reducing	reduce	VERB
easat-2933	458	3	human	human	ADJ
easat-2933	458	4	error	error	NOUN
easat-2933	458	5	—	—	PUNCT
easat-2933	458	6	manual	manual	ADJ
easat-2933	458	7	investigation	investigation	NOUN
easat-2933	458	8	and	and	CCONJ
easat-2933	458	9	danger	danger	NOUN
easat-2933	458	10	response	response	NOUN
easat-2933	458	11	are	be	AUX
easat-2933	458	12	susceptible	susceptible	ADJ
easat-2933	458	13	to	to	ADP
easat-2933	458	14	human	human	ADJ
easat-2933	458	15	fallibility	fallibility	NOUN
easat-2933	458	16	.	.	PUNCT
easat-2933	459	1	this	this	DET
easat-2933	459	2	security	security	NOUN
easat-2933	459	3	solution	solution	NOUN
easat-2933	459	4	minimizes	minimize	VERB
easat-2933	459	5	the	the	DET
easat-2933	459	6	danger	danger	NOUN
easat-2933	459	7	of	of	ADP
easat-2933	459	8	errors	error	NOUN
easat-2933	459	9	because	because	SCONJ
easat-2933	459	10	normal	normal	ADJ
easat-2933	459	11	4345	4345	NUM
easat-2933	459	12	edelweiss	edelweiss	PROPN
easat-2933	459	13	applied	apply	VERB
easat-2933	459	14	science	science	NOUN
easat-2933	459	15	and	and	CCONJ
easat-2933	459	16	technology	technology	NOUN
easat-2933	459	17	issn	issn	PROPN
easat-2933	459	18	:	:	PUNCT
easat-2933	459	19	2576	2576	NUM
easat-2933	459	20	-	-	SYM
easat-2933	459	21	8484	8484	NUM
easat-2933	459	22	vol	vol	NOUN
easat-2933	459	23	.	.	PROPN
easat-2933	459	24	8	8	NUM
easat-2933	459	25	,	,	PUNCT
easat-2933	459	26	no	no	INTJ
easat-2933	459	27	.	.	NOUN
easat-2933	460	1	6	6	NUM
easat-2933	460	2	:	:	SYM
easat-2933	460	3	4319	4319	NUM
easat-2933	460	4	-	-	SYM
easat-2933	460	5	4348	4348	NUM
easat-2933	460	6	,	,	PUNCT
easat-2933	460	7	2024	2024	NUM
easat-2933	460	8	doi	doi	NOUN
easat-2933	460	9	:	:	PUNCT
easat-2933	460	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	460	11	©	©	ADP
easat-2933	460	12	2024	2024	NUM
easat-2933	460	13	by	by	ADP
easat-2933	460	14	the	the	DET
easat-2933	460	15	authors	author	NOUN
easat-2933	460	16	;	;	PUNCT
easat-2933	460	17	licensee	licensee	PROPN
easat-2933	460	18	learning	learn	VERB
easat-2933	460	19	gate	gate	NOUN
easat-2933	460	20	operations	operation	NOUN
easat-2933	460	21	are	be	AUX
easat-2933	460	22	automatically	automatically	ADV
easat-2933	460	23	performed	perform	VERB
easat-2933	460	24	using	use	VERB
easat-2933	460	25	logical	logical	ADJ
easat-2933	460	26	flows	flow	NOUN
easat-2933	460	27	,	,	PUNCT
easat-2933	460	28	removing	remove	VERB
easat-2933	460	29	the	the	DET
easat-2933	460	30	need	need	NOUN
easat-2933	460	31	for	for	ADP
easat-2933	460	32	manual	manual	ADJ
easat-2933	460	33	interventions	intervention	NOUN
easat-2933	460	34	.	.	PUNCT
easat-2933	461	1	•	•	NUM
easat-2933	461	2	automation	automation	NOUN
easat-2933	461	3	enhances	enhance	VERB
easat-2933	461	4	analyst	analyst	NOUN
easat-2933	461	5	efficiency	efficiency	NOUN
easat-2933	461	6	by	by	ADP
easat-2933	461	7	enabling	enable	VERB
easat-2933	461	8	them	they	PRON
easat-2933	461	9	to	to	PART
easat-2933	461	10	dedicate	dedicate	VERB
easat-2933	461	11	their	their	PRON
easat-2933	461	12	time	time	NOUN
easat-2933	461	13	to	to	ADP
easat-2933	461	14	more	more	ADV
easat-2933	461	15	intricate	intricate	ADJ
easat-2933	461	16	work	work	NOUN
easat-2933	461	17	rather	rather	ADV
easat-2933	461	18	than	than	ADP
easat-2933	461	19	repeated	repeat	VERB
easat-2933	461	20	and	and	CCONJ
easat-2933	461	21	mundane	mundane	ADJ
easat-2933	461	22	ones	one	NOUN
easat-2933	461	23	.	.	PUNCT
easat-2933	462	1	as	as	ADP
easat-2933	462	2	a	a	DET
easat-2933	462	3	result	result	NOUN
easat-2933	462	4	,	,	PUNCT
easat-2933	462	5	there	there	PRON
easat-2933	462	6	is	be	VERB
easat-2933	462	7	a	a	DET
easat-2933	462	8	boost	boost	NOUN
easat-2933	462	9	in	in	ADP
easat-2933	462	10	productivity	productivity	NOUN
easat-2933	462	11	and	and	CCONJ
easat-2933	462	12	team	team	NOUN
easat-2933	462	13	efficiency	efficiency	NOUN
easat-2933	462	14	since	since	SCONJ
easat-2933	462	15	resources	resource	NOUN
easat-2933	462	16	are	be	AUX
easat-2933	462	17	available	available	ADJ
easat-2933	462	18	for	for	ADP
easat-2933	462	19	in	in	ADP
easat-2933	462	20	-	-	PUNCT
easat-2933	462	21	depth	depth	NOUN
easat-2933	462	22	study	study	NOUN
easat-2933	462	23	and	and	CCONJ
easat-2933	462	24	analysis	analysis	NOUN
easat-2933	462	25	of	of	ADP
easat-2933	462	26	more	more	ADV
easat-2933	462	27	sophisticated	sophisticated	ADJ
easat-2933	462	28	threats	threat	NOUN
easat-2933	462	29	.	.	PUNCT
easat-2933	463	1	using	use	VERB
easat-2933	463	2	these	these	DET
easat-2933	463	3	automatic	automatic	ADJ
easat-2933	463	4	security	security	NOUN
easat-2933	463	5	response	response	NOUN
easat-2933	463	6	methodologies	methodology	NOUN
easat-2933	463	7	dramatically	dramatically	ADV
easat-2933	463	8	reduces	reduce	VERB
easat-2933	463	9	analysts	analyst	NOUN
easat-2933	463	10	'	'	PART
easat-2933	463	11	time	time	NOUN
easat-2933	463	12	to	to	PART
easat-2933	463	13	respond	respond	VERB
easat-2933	463	14	to	to	ADP
easat-2933	463	15	threats	threat	NOUN
easat-2933	463	16	,	,	PUNCT
easat-2933	463	17	decreasing	decrease	VERB
easat-2933	463	18	the	the	DET
easat-2933	463	19	number	number	NOUN
easat-2933	463	20	of	of	ADP
easat-2933	463	21	vulnerable	vulnerable	ADJ
easat-2933	463	22	areas	area	NOUN
easat-2933	463	23	that	that	PRON
easat-2933	463	24	attacks	attack	NOUN
easat-2933	463	25	can	can	AUX
easat-2933	463	26	target	target	VERB
easat-2933	463	27	.	.	PUNCT
easat-2933	464	1	this	this	PRON
easat-2933	464	2	increases	increase	VERB
easat-2933	464	3	efficiency	efficiency	NOUN
easat-2933	464	4	and	and	CCONJ
easat-2933	464	5	allows	allow	VERB
easat-2933	464	6	us	we	PRON
easat-2933	464	7	to	to	PART
easat-2933	464	8	focus	focus	VERB
easat-2933	464	9	on	on	ADP
easat-2933	464	10	delivering	deliver	VERB
easat-2933	464	11	applications	application	NOUN
easat-2933	464	12	that	that	PRON
easat-2933	464	13	businesses	business	NOUN
easat-2933	464	14	need	need	VERB
easat-2933	464	15	to	to	PART
easat-2933	464	16	operate	operate	VERB
easat-2933	464	17	instead	instead	ADV
easat-2933	464	18	of	of	ADP
easat-2933	464	19	wasting	waste	VERB
easat-2933	464	20	time	time	NOUN
easat-2933	464	21	manually	manually	ADV
easat-2933	464	22	fixing	fix	VERB
easat-2933	464	23	security	security	NOUN
easat-2933	464	24	issues	issue	NOUN
easat-2933	464	25	.	.	PUNCT
easat-2933	465	1	9	9	X
easat-2933	465	2	.	.	X
easat-2933	465	3	future	future	ADJ
easat-2933	465	4	work	work	NOUN
easat-2933	465	5	future	future	ADJ
easat-2933	465	6	investigations	investigation	NOUN
easat-2933	465	7	on	on	ADP
easat-2933	465	8	automating	automate	VERB
easat-2933	465	9	cyber	cyber	NOUN
easat-2933	465	10	threat	threat	NOUN
easat-2933	465	11	responses	response	NOUN
easat-2933	465	12	utilizing	utilize	VERB
easat-2933	465	13	microsoft	microsoft	PROPN
easat-2933	465	14	sentinel	sentinel	PROPN
easat-2933	465	15	and	and	CCONJ
easat-2933	465	16	logic	logic	NOUN
easat-2933	465	17	apps	app	NOUN
easat-2933	465	18	may	may	AUX
easat-2933	465	19	pursue	pursue	VERB
easat-2933	465	20	various	various	ADJ
easat-2933	465	21	intriguing	intriguing	ADJ
easat-2933	465	22	avenues	avenue	NOUN
easat-2933	465	23	.	.	PUNCT
easat-2933	466	1	one	one	NUM
easat-2933	466	2	aspect	aspect	NOUN
easat-2933	466	3	to	to	PART
easat-2933	466	4	explore	explore	VERB
easat-2933	466	5	is	be	AUX
easat-2933	466	6	adapting	adapt	VERB
easat-2933	466	7	this	this	DET
easat-2933	466	8	automated	automate	VERB
easat-2933	466	9	response	response	NOUN
easat-2933	466	10	system	system	NOUN
easat-2933	466	11	to	to	PART
easat-2933	466	12	alternative	alternative	VERB
easat-2933	466	13	cloud	cloud	NOUN
easat-2933	466	14	-	-	PUNCT
easat-2933	466	15	based	base	VERB
easat-2933	466	16	siem	siem	NOUN
easat-2933	466	17	platforms	platform	NOUN
easat-2933	466	18	,	,	PUNCT
easat-2933	466	19	such	such	ADJ
easat-2933	466	20	as	as	ADP
easat-2933	466	21	google	google	PROPN
easat-2933	466	22	chronicle	chronicle	PROPN
easat-2933	466	23	and	and	CCONJ
easat-2933	466	24	ibm	ibm	PROPN
easat-2933	466	25	qradar	qradar	NOUN
easat-2933	466	26	.	.	PUNCT
easat-2933	467	1	research	research	NOUN
easat-2933	467	2	might	might	AUX
easat-2933	467	3	evaluate	evaluate	VERB
easat-2933	467	4	the	the	DET
easat-2933	467	5	integration	integration	NOUN
easat-2933	467	6	of	of	ADP
easat-2933	467	7	logic	logic	NOUN
easat-2933	467	8	apps	app	NOUN
easat-2933	467	9	inside	inside	ADP
easat-2933	467	10	these	these	DET
easat-2933	467	11	ecosystems	ecosystem	NOUN
easat-2933	467	12	and	and	CCONJ
easat-2933	467	13	analyze	analyze	VERB
easat-2933	467	14	the	the	DET
easat-2933	467	15	efficacy	efficacy	NOUN
easat-2933	467	16	of	of	ADP
easat-2933	467	17	such	such	ADJ
easat-2933	467	18	integrations	integration	NOUN
easat-2933	467	19	,	,	PUNCT
easat-2933	467	20	especially	especially	ADV
easat-2933	467	21	in	in	ADP
easat-2933	467	22	environments	environment	NOUN
easat-2933	467	23	dependent	dependent	ADJ
easat-2933	467	24	on	on	ADP
easat-2933	467	25	diverse	diverse	ADJ
easat-2933	467	26	siem	siem	NOUN
easat-2933	467	27	solutions	solution	NOUN
easat-2933	467	28	.	.	PUNCT
easat-2933	468	1	another	another	DET
easat-2933	468	2	area	area	NOUN
easat-2933	468	3	of	of	ADP
easat-2933	468	4	interest	interest	NOUN
easat-2933	468	5	is	be	AUX
easat-2933	468	6	the	the	DET
easat-2933	468	7	ability	ability	NOUN
easat-2933	468	8	to	to	PART
easat-2933	468	9	augment	augment	VERB
easat-2933	468	10	the	the	DET
easat-2933	468	11	system	system	NOUN
easat-2933	468	12	by	by	ADP
easat-2933	468	13	integrating	integrate	VERB
easat-2933	468	14	more	more	ADV
easat-2933	468	15	sophisticated	sophisticated	ADJ
easat-2933	468	16	machine	machine	NOUN
easat-2933	468	17	learning	learning	NOUN
easat-2933	468	18	models	model	NOUN
easat-2933	468	19	.	.	PUNCT
easat-2933	469	1	these	these	DET
easat-2933	469	2	models	model	NOUN
easat-2933	469	3	may	may	AUX
easat-2933	469	4	be	be	AUX
easat-2933	469	5	developed	develop	VERB
easat-2933	469	6	to	to	PART
easat-2933	469	7	enhance	enhance	VERB
easat-2933	469	8	the	the	DET
easat-2933	469	9	precision	precision	NOUN
easat-2933	469	10	of	of	ADP
easat-2933	469	11	threat	threat	NOUN
easat-2933	469	12	detection	detection	NOUN
easat-2933	469	13	,	,	PUNCT
easat-2933	469	14	especially	especially	ADV
easat-2933	469	15	for	for	ADP
easat-2933	469	16	intricate	intricate	ADJ
easat-2933	469	17	and	and	CCONJ
easat-2933	469	18	developing	develop	VERB
easat-2933	469	19	threats	threat	NOUN
easat-2933	469	20	like	like	ADP
easat-2933	469	21	zero	zero	NUM
easat-2933	469	22	-	-	PUNCT
easat-2933	469	23	day	day	NOUN
easat-2933	469	24	vulnerabilities	vulnerability	NOUN
easat-2933	469	25	and	and	CCONJ
easat-2933	469	26	advanced	advanced	ADJ
easat-2933	469	27	persistent	persistent	ADJ
easat-2933	469	28	threats	threat	NOUN
easat-2933	469	29	.	.	PUNCT
easat-2933	470	1	this	this	PRON
easat-2933	470	2	would	would	AUX
easat-2933	470	3	also	also	ADV
easat-2933	470	4	diminish	diminish	VERB
easat-2933	470	5	the	the	DET
easat-2933	470	6	prevalence	prevalence	NOUN
easat-2933	470	7	of	of	ADP
easat-2933	470	8	false	false	ADJ
easat-2933	470	9	positives	positive	NOUN
easat-2933	470	10	,	,	PUNCT
easat-2933	470	11	a	a	DET
easat-2933	470	12	critical	critical	ADJ
easat-2933	470	13	concern	concern	NOUN
easat-2933	470	14	in	in	ADP
easat-2933	470	15	contemporary	contemporary	ADJ
easat-2933	470	16	cybersecurity	cybersecurity	NOUN
easat-2933	470	17	systems	system	NOUN
easat-2933	470	18	.	.	PUNCT
easat-2933	471	1	the	the	DET
easat-2933	471	2	efficacy	efficacy	NOUN
easat-2933	471	3	of	of	ADP
easat-2933	471	4	microsoft	microsoft	PROPN
easat-2933	471	5	sentinel	sentinel	PROPN
easat-2933	471	6	and	and	CCONJ
easat-2933	471	7	logic	logic	NOUN
easat-2933	471	8	apps	app	NOUN
easat-2933	471	9	in	in	ADP
easat-2933	471	10	hybrid	hybrid	NOUN
easat-2933	471	11	or	or	CCONJ
easat-2933	471	12	multi	multi	ADJ
easat-2933	471	13	-	-	ADJ
easat-2933	471	14	cloud	cloud	ADJ
easat-2933	471	15	settings	setting	NOUN
easat-2933	471	16	represents	represent	VERB
easat-2933	471	17	a	a	DET
easat-2933	471	18	promising	promising	ADJ
easat-2933	471	19	domain	domain	NOUN
easat-2933	471	20	for	for	ADP
easat-2933	471	21	investigation	investigation	NOUN
easat-2933	471	22	.	.	PUNCT
easat-2933	472	1	as	as	SCONJ
easat-2933	472	2	enterprises	enterprise	NOUN
easat-2933	472	3	increasingly	increasingly	ADV
easat-2933	472	4	utilize	utilize	VERB
easat-2933	472	5	platforms	platform	NOUN
easat-2933	472	6	such	such	ADJ
easat-2933	472	7	as	as	ADP
easat-2933	472	8	microsoft	microsoft	PROPN
easat-2933	472	9	azure	azure	PROPN
easat-2933	472	10	,	,	PUNCT
easat-2933	472	11	aws	aw	NOUN
easat-2933	472	12	,	,	PUNCT
easat-2933	472	13	and	and	CCONJ
easat-2933	472	14	google	google	PROPN
easat-2933	472	15	cloud	cloud	PROPN
easat-2933	472	16	,	,	PUNCT
easat-2933	472	17	it	it	PRON
easat-2933	472	18	is	be	AUX
easat-2933	472	19	essential	essential	ADJ
easat-2933	472	20	to	to	PART
easat-2933	472	21	evaluate	evaluate	VERB
easat-2933	472	22	the	the	DET
easat-2933	472	23	efficacy	efficacy	NOUN
easat-2933	472	24	of	of	ADP
easat-2933	472	25	these	these	DET
easat-2933	472	26	tools	tool	NOUN
easat-2933	472	27	in	in	ADP
easat-2933	472	28	detecting	detect	VERB
easat-2933	472	29	and	and	CCONJ
easat-2933	472	30	responding	respond	VERB
easat-2933	472	31	to	to	ADP
easat-2933	472	32	threats	threat	NOUN
easat-2933	472	33	across	across	ADP
easat-2933	472	34	varied	varied	ADJ
easat-2933	472	35	cloud	cloud	NOUN
easat-2933	472	36	infrastructures	infrastructure	NOUN
easat-2933	472	37	.	.	PUNCT
easat-2933	473	1	this	this	DET
easat-2933	473	2	research	research	NOUN
easat-2933	473	3	may	may	AUX
easat-2933	473	4	also	also	ADV
easat-2933	473	5	formulate	formulate	VERB
easat-2933	473	6	solutions	solution	NOUN
easat-2933	473	7	for	for	ADP
easat-2933	473	8	efficient	efficient	ADJ
easat-2933	473	9	threat	threat	NOUN
easat-2933	473	10	detection	detection	NOUN
easat-2933	473	11	and	and	CCONJ
easat-2933	473	12	automated	automate	VERB
easat-2933	473	13	responses	response	NOUN
easat-2933	473	14	inside	inside	ADP
easat-2933	473	15	multi	multi	ADJ
easat-2933	473	16	-	-	ADJ
easat-2933	473	17	cloud	cloud	ADJ
easat-2933	473	18	settings	setting	NOUN
easat-2933	473	19	.	.	PUNCT
easat-2933	474	1	subsequent	subsequent	ADJ
easat-2933	474	2	studies	study	NOUN
easat-2933	474	3	could	could	AUX
easat-2933	474	4	explore	explore	VERB
easat-2933	474	5	the	the	DET
easat-2933	474	6	potential	potential	NOUN
easat-2933	474	7	for	for	SCONJ
easat-2933	474	8	microsoft	microsoft	PROPN
easat-2933	474	9	sentinel	sentinel	NOUN
easat-2933	474	10	to	to	PART
easat-2933	474	11	enhance	enhance	VERB
easat-2933	474	12	its	its	PRON
easat-2933	474	13	integration	integration	NOUN
easat-2933	474	14	with	with	ADP
easat-2933	474	15	external	external	ADJ
easat-2933	474	16	threat	threat	NOUN
easat-2933	474	17	intelligence	intelligence	NOUN
easat-2933	474	18	platforms	platform	NOUN
easat-2933	474	19	,	,	PUNCT
easat-2933	474	20	thereby	thereby	ADV
easat-2933	474	21	establishing	establish	VERB
easat-2933	474	22	a	a	DET
easat-2933	474	23	real	real	ADJ
easat-2933	474	24	-	-	PUNCT
easat-2933	474	25	time	time	NOUN
easat-2933	474	26	,	,	PUNCT
easat-2933	474	27	collaborative	collaborative	ADJ
easat-2933	474	28	threat	threat	NOUN
easat-2933	474	29	detection	detection	NOUN
easat-2933	474	30	network	network	NOUN
easat-2933	474	31	.	.	PUNCT
easat-2933	475	1	this	this	DET
easat-2933	475	2	strategy	strategy	NOUN
easat-2933	475	3	would	would	AUX
easat-2933	475	4	improve	improve	VERB
easat-2933	475	5	the	the	DET
easat-2933	475	6	detection	detection	NOUN
easat-2933	475	7	and	and	CCONJ
easat-2933	475	8	alleviation	alleviation	NOUN
easat-2933	475	9	of	of	ADP
easat-2933	475	10	global	global	ADJ
easat-2933	475	11	dangers	danger	NOUN
easat-2933	475	12	by	by	ADP
easat-2933	475	13	utilizing	utilize	VERB
easat-2933	475	14	collective	collective	ADJ
easat-2933	475	15	intelligence	intelligence	NOUN
easat-2933	475	16	and	and	CCONJ
easat-2933	475	17	automated	automate	VERB
easat-2933	475	18	reactions	reaction	NOUN
easat-2933	475	19	.	.	PUNCT
easat-2933	476	1	ethical	ethical	ADJ
easat-2933	476	2	and	and	CCONJ
easat-2933	476	3	privacy	privacy	NOUN
easat-2933	476	4	concerns	concern	NOUN
easat-2933	476	5	in	in	ADP
easat-2933	476	6	automated	automate	VERB
easat-2933	476	7	cybersecurity	cybersecurity	NOUN
easat-2933	476	8	responses	response	NOUN
easat-2933	476	9	represent	represent	VERB
easat-2933	476	10	a	a	DET
easat-2933	476	11	significant	significant	ADJ
easat-2933	476	12	area	area	NOUN
easat-2933	476	13	for	for	ADP
easat-2933	476	14	research	research	NOUN
easat-2933	476	15	.	.	PUNCT
easat-2933	477	1	as	as	ADP
easat-2933	477	2	ai	ai	VERB
easat-2933	477	3	and	and	CCONJ
easat-2933	477	4	machine	machine	NOUN
easat-2933	477	5	learning	learning	NOUN
easat-2933	477	6	increasingly	increasingly	ADV
easat-2933	477	7	contribute	contribute	VERB
easat-2933	477	8	to	to	ADP
easat-2933	477	9	threat	threat	NOUN
easat-2933	477	10	detection	detection	NOUN
easat-2933	477	11	and	and	CCONJ
easat-2933	477	12	mitigation	mitigation	NOUN
easat-2933	477	13	,	,	PUNCT
easat-2933	477	14	assessing	assess	VERB
easat-2933	477	15	their	their	PRON
easat-2933	477	16	compliance	compliance	NOUN
easat-2933	477	17	with	with	ADP
easat-2933	477	18	global	global	ADJ
easat-2933	477	19	data	datum	NOUN
easat-2933	477	20	protection	protection	NOUN
easat-2933	477	21	requirements	requirement	NOUN
easat-2933	477	22	such	such	ADJ
easat-2933	477	23	as	as	ADP
easat-2933	477	24	gdpr	gdpr	PROPN
easat-2933	477	25	is	be	AUX
easat-2933	477	26	essential	essential	ADJ
easat-2933	477	27	to	to	PART
easat-2933	477	28	uphold	uphold	VERB
easat-2933	477	29	privacy	privacy	NOUN
easat-2933	477	30	while	while	SCONJ
easat-2933	477	31	addressing	address	VERB
easat-2933	477	32	cyber	cyber	NOUN
easat-2933	477	33	dangers	danger	NOUN
easat-2933	477	34	.	.	PUNCT
easat-2933	478	1	furthermore	furthermore	ADV
easat-2933	478	2	,	,	PUNCT
easat-2933	478	3	the	the	DET
easat-2933	478	4	present	present	ADJ
easat-2933	478	5	emphasis	emphasis	NOUN
easat-2933	478	6	on	on	ADP
easat-2933	478	7	external	external	ADJ
easat-2933	478	8	threats	threat	NOUN
easat-2933	478	9	might	might	AUX
easat-2933	478	10	be	be	AUX
easat-2933	478	11	broadened	broaden	VERB
easat-2933	478	12	to	to	PART
easat-2933	478	13	investigate	investigate	VERB
easat-2933	478	14	the	the	DET
easat-2933	478	15	optimization	optimization	NOUN
easat-2933	478	16	of	of	ADP
easat-2933	478	17	microsoft	microsoft	PROPN
easat-2933	478	18	sentinel	sentinel	PROPN
easat-2933	478	19	and	and	CCONJ
easat-2933	478	20	logic	logic	NOUN
easat-2933	478	21	apps	app	NOUN
easat-2933	478	22	for	for	ADP
easat-2933	478	23	detecting	detect	VERB
easat-2933	478	24	and	and	CCONJ
easat-2933	478	25	responding	respond	VERB
easat-2933	478	26	to	to	ADP
easat-2933	478	27	insider	insider	NOUN
easat-2933	478	28	threats	threat	NOUN
easat-2933	478	29	.	.	PUNCT
easat-2933	479	1	this	this	PRON
easat-2933	479	2	entails	entail	VERB
easat-2933	479	3	creating	create	VERB
easat-2933	479	4	customized	customized	ADJ
easat-2933	479	5	data	datum	NOUN
easat-2933	479	6	analysis	analysis	NOUN
easat-2933	479	7	and	and	CCONJ
easat-2933	479	8	reaction	reaction	NOUN
easat-2933	479	9	strategies	strategy	NOUN
easat-2933	479	10	to	to	PART
easat-2933	479	11	mitigate	mitigate	VERB
easat-2933	479	12	organizational	organizational	ADJ
easat-2933	479	13	risks	risk	NOUN
easat-2933	479	14	,	,	PUNCT
easat-2933	479	15	which	which	PRON
easat-2933	479	16	typically	typically	ADV
easat-2933	479	17	necessitate	necessitate	ADJ
easat-2933	479	18	a	a	DET
easat-2933	479	19	distinct	distinct	ADJ
easat-2933	479	20	approach	approach	NOUN
easat-2933	479	21	compared	compare	VERB
easat-2933	479	22	to	to	ADP
easat-2933	479	23	external	external	ADJ
easat-2933	479	24	cyberattacks	cyberattack	NOUN
easat-2933	479	25	.	.	PUNCT
easat-2933	480	1	research	research	NOUN
easat-2933	480	2	may	may	AUX
easat-2933	480	3	also	also	ADV
easat-2933	480	4	focus	focus	VERB
easat-2933	480	5	on	on	ADP
easat-2933	480	6	enhancing	enhance	VERB
easat-2933	480	7	logic	logic	ADJ
easat-2933	480	8	app	app	NOUN
easat-2933	480	9	playbooks	playbook	NOUN
easat-2933	480	10	to	to	PART
easat-2933	480	11	manage	manage	VERB
easat-2933	480	12	more	more	ADJ
easat-2933	480	13	intricate	intricate	ADJ
easat-2933	480	14	situations	situation	NOUN
easat-2933	480	15	within	within	ADP
easat-2933	480	16	extensive	extensive	ADJ
easat-2933	480	17	organizational	organizational	ADJ
easat-2933	480	18	settings	setting	NOUN
easat-2933	480	19	.	.	PUNCT
easat-2933	481	1	this	this	PRON
easat-2933	481	2	entails	entail	VERB
easat-2933	481	3	developing	develop	VERB
easat-2933	481	4	increasingly	increasingly	ADV
easat-2933	481	5	sophisticated	sophisticated	ADJ
easat-2933	481	6	automated	automate	VERB
easat-2933	481	7	solutions	solution	NOUN
easat-2933	481	8	that	that	PRON
easat-2933	481	9	may	may	AUX
easat-2933	481	10	be	be	AUX
easat-2933	481	11	tailored	tailor	VERB
easat-2933	481	12	to	to	PART
easat-2933	481	13	address	address	VERB
easat-2933	481	14	the	the	DET
easat-2933	481	15	specific	specific	ADJ
easat-2933	481	16	security	security	NOUN
easat-2933	481	17	requirements	requirement	NOUN
easat-2933	481	18	of	of	ADP
easat-2933	481	19	companies	company	NOUN
easat-2933	481	20	,	,	PUNCT
easat-2933	481	21	especially	especially	ADV
easat-2933	481	22	those	those	DET
easat-2933	481	23	confronting	confront	VERB
easat-2933	481	24	complex	complex	ADJ
easat-2933	481	25	,	,	PUNCT
easat-2933	481	26	large	large	ADJ
easat-2933	481	27	-	-	PUNCT
easat-2933	481	28	scale	scale	NOUN
easat-2933	481	29	cyberattacks	cyberattack	NOUN
easat-2933	481	30	.	.	PUNCT
easat-2933	482	1	future	future	ADJ
easat-2933	482	2	research	research	NOUN
easat-2933	482	3	could	could	AUX
easat-2933	482	4	enhance	enhance	VERB
easat-2933	482	5	the	the	DET
easat-2933	482	6	conclusions	conclusion	NOUN
easat-2933	482	7	of	of	ADP
easat-2933	482	8	this	this	DET
easat-2933	482	9	study	study	NOUN
easat-2933	482	10	by	by	ADP
easat-2933	482	11	investigating	investigate	VERB
easat-2933	482	12	these	these	DET
easat-2933	482	13	areas	area	NOUN
easat-2933	482	14	,	,	PUNCT
easat-2933	482	15	thereby	thereby	ADV
easat-2933	482	16	contributing	contribute	VERB
easat-2933	482	17	to	to	ADP
easat-2933	482	18	more	more	ADV
easat-2933	482	19	effective	effective	ADJ
easat-2933	482	20	automated	automate	VERB
easat-2933	482	21	cybersecurity	cybersecurity	NOUN
easat-2933	482	22	solutions	solution	NOUN
easat-2933	482	23	.	.	PUNCT
easat-2933	483	1	4346	4346	NUM
easat-2933	483	2	edelweiss	edelweiss	PROPN
easat-2933	483	3	applied	apply	VERB
easat-2933	483	4	science	science	NOUN
easat-2933	483	5	and	and	CCONJ
easat-2933	483	6	technology	technology	NOUN
easat-2933	483	7	issn	issn	PROPN
easat-2933	483	8	:	:	PUNCT
easat-2933	483	9	2576	2576	NUM
easat-2933	483	10	-	-	SYM
easat-2933	483	11	8484	8484	NUM
easat-2933	483	12	vol	vol	NOUN
easat-2933	483	13	.	.	PROPN
easat-2933	483	14	8	8	NUM
easat-2933	483	15	,	,	PUNCT
easat-2933	483	16	no	no	INTJ
easat-2933	483	17	.	.	NOUN
easat-2933	484	1	6	6	NUM
easat-2933	484	2	:	:	SYM
easat-2933	484	3	4319	4319	NUM
easat-2933	484	4	-	-	SYM
easat-2933	484	5	4348	4348	NUM
easat-2933	484	6	,	,	PUNCT
easat-2933	484	7	2024	2024	NUM
easat-2933	484	8	doi	doi	NOUN
easat-2933	484	9	:	:	PUNCT
easat-2933	484	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	484	11	©	©	ADP
easat-2933	484	12	2024	2024	NUM
easat-2933	484	13	by	by	ADP
easat-2933	484	14	the	the	DET
easat-2933	484	15	authors	author	NOUN
easat-2933	484	16	;	;	PUNCT
easat-2933	484	17	licensee	licensee	PROPN
easat-2933	484	18	learning	learning	NOUN
easat-2933	484	19	gate	gate	NOUN
easat-2933	484	20	10	10	NUM
easat-2933	484	21	.	.	PUNCT
easat-2933	485	1	conclusions	conclusion	NOUN
easat-2933	485	2	the	the	DET
easat-2933	485	3	integration	integration	NOUN
easat-2933	485	4	of	of	ADP
easat-2933	485	5	microsoft	microsoft	PROPN
easat-2933	485	6	sentinel	sentinel	PROPN
easat-2933	485	7	and	and	CCONJ
easat-2933	485	8	logic	logic	NOUN
easat-2933	485	9	apps	app	NOUN
easat-2933	485	10	is	be	AUX
easat-2933	485	11	presented	present	VERB
easat-2933	485	12	as	as	ADP
easat-2933	485	13	a	a	DET
easat-2933	485	14	highly	highly	ADV
easat-2933	485	15	effective	effective	ADJ
easat-2933	485	16	solution	solution	NOUN
easat-2933	485	17	for	for	ADP
easat-2933	485	18	automated	automate	VERB
easat-2933	485	19	cyber	cyber	NOUN
easat-2933	485	20	threat	threat	NOUN
easat-2933	485	21	detection	detection	NOUN
easat-2933	485	22	and	and	CCONJ
easat-2933	485	23	response	response	NOUN
easat-2933	485	24	,	,	PUNCT
easat-2933	485	25	with	with	ADP
easat-2933	485	26	advanced	advanced	ADJ
easat-2933	485	27	ai	ai	NOUN
easat-2933	485	28	and	and	CCONJ
easat-2933	485	29	machine	machine	NOUN
easat-2933	485	30	learning	learning	NOUN
easat-2933	485	31	being	be	AUX
easat-2933	485	32	leveraged	leverage	VERB
easat-2933	485	33	to	to	PART
easat-2933	485	34	enhance	enhance	VERB
easat-2933	485	35	security	security	NOUN
easat-2933	485	36	capabilities	capability	NOUN
easat-2933	485	37	within	within	ADP
easat-2933	485	38	the	the	DET
easat-2933	485	39	azure	azure	ADJ
easat-2933	485	40	ecosystem	ecosystem	NOUN
easat-2933	485	41	.	.	PUNCT
easat-2933	486	1	the	the	DET
easat-2933	486	2	automation	automation	NOUN
easat-2933	486	3	of	of	ADP
easat-2933	486	4	threat	threat	NOUN
easat-2933	486	5	identification	identification	NOUN
easat-2933	486	6	and	and	CCONJ
easat-2933	486	7	incident	incident	NOUN
easat-2933	486	8	response	response	NOUN
easat-2933	486	9	results	result	NOUN
easat-2933	486	10	in	in	ADP
easat-2933	486	11	a	a	DET
easat-2933	486	12	significant	significant	ADJ
easat-2933	486	13	strengthening	strengthening	NOUN
easat-2933	486	14	of	of	ADP
easat-2933	486	15	an	an	DET
easat-2933	486	16	organization	organization	NOUN
easat-2933	486	17	’s	’s	PART
easat-2933	486	18	security	security	NOUN
easat-2933	486	19	posture	posture	NOUN
easat-2933	486	20	.	.	PUNCT
easat-2933	487	1	this	this	PRON
easat-2933	487	2	is	be	AUX
easat-2933	487	3	achieved	achieve	VERB
easat-2933	487	4	through	through	ADP
easat-2933	487	5	real	real	ADJ
easat-2933	487	6	-	-	PUNCT
easat-2933	487	7	time	time	NOUN
easat-2933	487	8	analytics	analytic	NOUN
easat-2933	487	9	,	,	PUNCT
easat-2933	487	10	anomaly	anomaly	NOUN
easat-2933	487	11	detection	detection	NOUN
easat-2933	487	12	,	,	PUNCT
easat-2933	487	13	and	and	CCONJ
easat-2933	487	14	streamlined	streamlined	ADJ
easat-2933	487	15	workflows	workflow	NOUN
easat-2933	487	16	that	that	PRON
easat-2933	487	17	reduce	reduce	VERB
easat-2933	487	18	the	the	DET
easat-2933	487	19	necessity	necessity	NOUN
easat-2933	487	20	for	for	ADP
easat-2933	487	21	manual	manual	ADJ
easat-2933	487	22	intervention	intervention	NOUN
easat-2933	487	23	.	.	PUNCT
easat-2933	488	1	the	the	DET
easat-2933	488	2	advantages	advantage	NOUN
easat-2933	488	3	of	of	ADP
easat-2933	488	4	these	these	DET
easat-2933	488	5	features	feature	NOUN
easat-2933	488	6	in	in	ADP
easat-2933	488	7	addressing	address	VERB
easat-2933	488	8	sophisticated	sophisticated	ADJ
easat-2933	488	9	cyber	cyber	NOUN
easat-2933	488	10	threats	threat	NOUN
easat-2933	488	11	,	,	PUNCT
easat-2933	488	12	including	include	VERB
easat-2933	488	13	malware	malware	NOUN
easat-2933	488	14	,	,	PUNCT
easat-2933	488	15	phishing	phishing	NOUN
easat-2933	488	16	,	,	PUNCT
easat-2933	488	17	and	and	CCONJ
easat-2933	488	18	unauthorized	unauthorized	ADJ
easat-2933	488	19	access	access	NOUN
easat-2933	488	20	attempts	attempt	NOUN
easat-2933	488	21	,	,	PUNCT
easat-2933	488	22	are	be	AUX
easat-2933	488	23	highlighted	highlight	VERB
easat-2933	488	24	by	by	ADP
easat-2933	488	25	their	their	PRON
easat-2933	488	26	seamless	seamless	ADJ
easat-2933	488	27	integration	integration	NOUN
easat-2933	488	28	with	with	ADP
easat-2933	488	29	core	core	NOUN
easat-2933	488	30	azure	azure	NOUN
easat-2933	488	31	services	service	NOUN
easat-2933	488	32	such	such	ADJ
easat-2933	488	33	as	as	ADP
easat-2933	488	34	azure	azure	ADJ
easat-2933	488	35	active	active	ADJ
easat-2933	488	36	directory	directory	NOUN
easat-2933	488	37	and	and	CCONJ
easat-2933	488	38	microsoft	microsoft	PROPN
easat-2933	488	39	defender	defender	NOUN
easat-2933	488	40	.	.	PUNCT
easat-2933	489	1	three	three	NUM
easat-2933	489	2	key	key	ADJ
easat-2933	489	3	contributions	contribution	NOUN
easat-2933	489	4	are	be	AUX
easat-2933	489	5	underscored	underscore	VERB
easat-2933	489	6	by	by	ADP
easat-2933	489	7	the	the	DET
easat-2933	489	8	results	result	NOUN
easat-2933	489	9	from	from	ADP
easat-2933	489	10	this	this	DET
easat-2933	489	11	study	study	NOUN
easat-2933	489	12	.	.	PUNCT
easat-2933	490	1	(	(	PUNCT
easat-2933	490	2	1	1	X
easat-2933	490	3	)	)	PUNCT
easat-2933	490	4	the	the	DET
easat-2933	490	5	novel	novel	ADJ
easat-2933	490	6	integration	integration	NOUN
easat-2933	490	7	of	of	ADP
easat-2933	490	8	sentinel	sentinel	PROPN
easat-2933	490	9	’s	’s	PART
easat-2933	490	10	siem	siem	NOUN
easat-2933	490	11	functionality	functionality	NOUN
easat-2933	490	12	with	with	ADP
easat-2933	490	13	logic	logic	NOUN
easat-2933	490	14	apps	app	NOUN
easat-2933	490	15	is	be	AUX
easat-2933	490	16	presented	present	VERB
easat-2933	490	17	as	as	ADP
easat-2933	490	18	providing	provide	VERB
easat-2933	490	19	a	a	DET
easat-2933	490	20	streamlined	streamlined	ADJ
easat-2933	490	21	and	and	CCONJ
easat-2933	490	22	automated	automate	VERB
easat-2933	490	23	response	response	NOUN
easat-2933	490	24	system	system	NOUN
easat-2933	490	25	that	that	PRON
easat-2933	490	26	enhances	enhance	VERB
easat-2933	490	27	incident	incident	NOUN
easat-2933	490	28	management	management	NOUN
easat-2933	490	29	capabilities	capability	NOUN
easat-2933	490	30	;	;	PUNCT
easat-2933	490	31	(	(	PUNCT
easat-2933	490	32	2	2	X
easat-2933	490	33	)	)	PUNCT
easat-2933	490	34	the	the	DET
easat-2933	490	35	evaluation	evaluation	NOUN
easat-2933	490	36	of	of	ADP
easat-2933	490	37	various	various	ADJ
easat-2933	490	38	cyber	cyber	NOUN
easat-2933	490	39	threat	threat	NOUN
easat-2933	490	40	scenarios	scenario	NOUN
easat-2933	490	41	is	be	AUX
easat-2933	490	42	demonstrated	demonstrate	VERB
easat-2933	490	43	to	to	PART
easat-2933	490	44	reveal	reveal	VERB
easat-2933	490	45	the	the	DET
easat-2933	490	46	system	system	NOUN
easat-2933	490	47	’s	’s	PART
easat-2933	490	48	practical	practical	ADJ
easat-2933	490	49	ability	ability	NOUN
easat-2933	490	50	to	to	PART
easat-2933	490	51	automate	automate	VERB
easat-2933	490	52	response	response	NOUN
easat-2933	490	53	actions	action	NOUN
easat-2933	490	54	—	—	PUNCT
easat-2933	490	55	such	such	ADJ
easat-2933	490	56	as	as	ADP
easat-2933	490	57	account	account	NOUN
easat-2933	490	58	blocking	blocking	NOUN
easat-2933	490	59	and	and	CCONJ
easat-2933	490	60	virtual	virtual	ADJ
easat-2933	490	61	machine	machine	NOUN
easat-2933	490	62	isolation	isolation	NOUN
easat-2933	490	63	—	—	PUNCT
easat-2933	490	64	thereby	thereby	ADV
easat-2933	490	65	allowing	allow	VERB
easat-2933	490	66	for	for	ADP
easat-2933	490	67	efficient	efficient	ADJ
easat-2933	490	68	threat	threat	NOUN
easat-2933	490	69	containment	containment	NOUN
easat-2933	490	70	;	;	PUNCT
easat-2933	490	71	and	and	CCONJ
easat-2933	490	72	(	(	PUNCT
easat-2933	490	73	3	3	X
easat-2933	490	74	)	)	PUNCT
easat-2933	490	75	the	the	DET
easat-2933	490	76	comparative	comparative	ADJ
easat-2933	490	77	analysis	analysis	NOUN
easat-2933	490	78	with	with	ADP
easat-2933	490	79	other	other	ADJ
easat-2933	490	80	prominent	prominent	ADJ
easat-2933	490	81	siem	siem	NOUN
easat-2933	490	82	platforms	platform	NOUN
easat-2933	490	83	,	,	PUNCT
easat-2933	490	84	including	include	VERB
easat-2933	490	85	splunk	splunk	NOUN
easat-2933	490	86	and	and	CCONJ
easat-2933	490	87	ibm	ibm	PROPN
easat-2933	490	88	qradar	qradar	NOUN
easat-2933	490	89	,	,	PUNCT
easat-2933	490	90	is	be	AUX
easat-2933	490	91	highlighted	highlight	VERB
easat-2933	490	92	to	to	PART
easat-2933	490	93	showcase	showcase	VERB
easat-2933	490	94	sentinel	sentinel	PROPN
easat-2933	490	95	’s	’s	PART
easat-2933	490	96	specific	specific	ADJ
easat-2933	490	97	advantages	advantage	NOUN
easat-2933	490	98	in	in	ADP
easat-2933	490	99	azure	azure	ADJ
easat-2933	490	100	-	-	PUNCT
easat-2933	490	101	centric	centric	ADJ
easat-2933	490	102	environments	environment	NOUN
easat-2933	490	103	while	while	SCONJ
easat-2933	490	104	also	also	ADV
easat-2933	490	105	identifying	identify	VERB
easat-2933	490	106	limitations	limitation	NOUN
easat-2933	490	107	in	in	ADP
easat-2933	490	108	cross	cross	ADJ
easat-2933	490	109	-	-	ADJ
easat-2933	490	110	platform	platform	ADJ
easat-2933	490	111	adaptability	adaptability	NOUN
easat-2933	490	112	.	.	PUNCT
easat-2933	491	1	despite	despite	SCONJ
easat-2933	491	2	these	these	DET
easat-2933	491	3	benefits	benefit	NOUN
easat-2933	491	4	,	,	PUNCT
easat-2933	491	5	challenges	challenge	NOUN
easat-2933	491	6	are	be	AUX
easat-2933	491	7	present	present	ADJ
easat-2933	491	8	,	,	PUNCT
easat-2933	491	9	particularly	particularly	ADV
easat-2933	491	10	regarding	regard	VERB
easat-2933	491	11	the	the	DET
easat-2933	491	12	steep	steep	ADJ
easat-2933	491	13	learning	learning	NOUN
easat-2933	491	14	curve	curve	NOUN
easat-2933	491	15	of	of	ADP
easat-2933	491	16	the	the	DET
easat-2933	491	17	platform	platform	NOUN
easat-2933	491	18	and	and	CCONJ
easat-2933	491	19	its	its	PRON
easat-2933	491	20	dependency	dependency	NOUN
easat-2933	491	21	on	on	ADP
easat-2933	491	22	the	the	DET
easat-2933	491	23	azure	azure	ADJ
easat-2933	491	24	ecosystem	ecosystem	NOUN
easat-2933	491	25	.	.	PUNCT
easat-2933	492	1	the	the	DET
easat-2933	492	2	complexity	complexity	NOUN
easat-2933	492	3	associated	associate	VERB
easat-2933	492	4	with	with	ADP
easat-2933	492	5	the	the	DET
easat-2933	492	6	configuration	configuration	NOUN
easat-2933	492	7	of	of	ADP
easat-2933	492	8	custom	custom	NOUN
easat-2933	492	9	workflows	workflow	NOUN
easat-2933	492	10	,	,	PUNCT
easat-2933	492	11	the	the	DET
easat-2933	492	12	utilization	utilization	NOUN
easat-2933	492	13	of	of	ADP
easat-2933	492	14	kusto	kusto	NOUN
easat-2933	492	15	query	query	NOUN
easat-2933	492	16	language	language	NOUN
easat-2933	492	17	,	,	PUNCT
easat-2933	492	18	and	and	CCONJ
easat-2933	492	19	the	the	DET
easat-2933	492	20	design	design	NOUN
easat-2933	492	21	of	of	ADP
easat-2933	492	22	effective	effective	ADJ
easat-2933	492	23	playbooks	playbook	NOUN
easat-2933	492	24	is	be	AUX
easat-2933	492	25	recognized	recognize	VERB
easat-2933	492	26	as	as	ADP
easat-2933	492	27	requiring	require	VERB
easat-2933	492	28	a	a	DET
easat-2933	492	29	considerable	considerable	ADJ
easat-2933	492	30	level	level	NOUN
easat-2933	492	31	of	of	ADP
easat-2933	492	32	expertise	expertise	NOUN
easat-2933	492	33	.	.	PUNCT
easat-2933	493	1	this	this	PRON
easat-2933	493	2	may	may	AUX
easat-2933	493	3	be	be	AUX
easat-2933	493	4	perceived	perceive	VERB
easat-2933	493	5	as	as	ADP
easat-2933	493	6	an	an	DET
easat-2933	493	7	obstacle	obstacle	NOUN
easat-2933	493	8	for	for	ADP
easat-2933	493	9	smaller	small	ADJ
easat-2933	493	10	teams	team	NOUN
easat-2933	493	11	or	or	CCONJ
easat-2933	493	12	organizations	organization	NOUN
easat-2933	493	13	that	that	PRON
easat-2933	493	14	possess	possess	VERB
easat-2933	493	15	limited	limited	ADJ
easat-2933	493	16	cybersecurity	cybersecurity	NOUN
easat-2933	493	17	resources	resource	NOUN
easat-2933	493	18	.	.	PUNCT
easat-2933	494	1	furthermore	furthermore	ADV
easat-2933	494	2	,	,	PUNCT
easat-2933	494	3	it	it	PRON
easat-2933	494	4	has	have	AUX
easat-2933	494	5	been	be	AUX
easat-2933	494	6	observed	observe	VERB
easat-2933	494	7	that	that	SCONJ
easat-2933	494	8	while	while	SCONJ
easat-2933	494	9	sentinel	sentinel	ADJ
easat-2933	494	10	excels	excel	VERB
easat-2933	494	11	within	within	ADP
easat-2933	494	12	azure	azure	NOUN
easat-2933	494	13	-	-	PUNCT
easat-2933	494	14	based	base	VERB
easat-2933	494	15	environments	environment	NOUN
easat-2933	494	16	,	,	PUNCT
easat-2933	494	17	its	its	PRON
easat-2933	494	18	limited	limited	ADJ
easat-2933	494	19	compatibility	compatibility	NOUN
easat-2933	494	20	with	with	ADP
easat-2933	494	21	multi	multi	ADJ
easat-2933	494	22	-	-	ADJ
easat-2933	494	23	cloud	cloud	ADJ
easat-2933	494	24	or	or	CCONJ
easat-2933	494	25	hybrid	hybrid	ADJ
easat-2933	494	26	cloud	cloud	NOUN
easat-2933	494	27	setups	setup	NOUN
easat-2933	494	28	may	may	AUX
easat-2933	494	29	hinder	hinder	VERB
easat-2933	494	30	its	its	PRON
easat-2933	494	31	utility	utility	NOUN
easat-2933	494	32	in	in	ADP
easat-2933	494	33	more	more	ADV
easat-2933	494	34	diverse	diverse	ADJ
easat-2933	494	35	infrastructures	infrastructure	NOUN
easat-2933	494	36	.	.	PUNCT
easat-2933	495	1	in	in	ADP
easat-2933	495	2	these	these	DET
easat-2933	495	3	scenarios	scenario	NOUN
easat-2933	495	4	,	,	PUNCT
easat-2933	495	5	enhanced	enhance	VERB
easat-2933	495	6	flexibility	flexibility	NOUN
easat-2933	495	7	and	and	CCONJ
easat-2933	495	8	adaptability	adaptability	NOUN
easat-2933	495	9	may	may	AUX
easat-2933	495	10	be	be	AUX
easat-2933	495	11	offered	offer	VERB
easat-2933	495	12	by	by	ADP
easat-2933	495	13	alternative	alternative	ADJ
easat-2933	495	14	siem	siem	PROPN
easat-2933	495	15	platforms	platform	NOUN
easat-2933	495	16	,	,	PUNCT
easat-2933	495	17	such	such	ADJ
easat-2933	495	18	as	as	ADP
easat-2933	495	19	splunk	splunk	NOUN
easat-2933	495	20	or	or	CCONJ
easat-2933	495	21	ibm	ibm	PROPN
easat-2933	495	22	qradar	qradar	NOUN
easat-2933	495	23	.	.	PUNCT
easat-2933	496	1	it	it	PRON
easat-2933	496	2	is	be	AUX
easat-2933	496	3	suggested	suggest	VERB
easat-2933	496	4	that	that	SCONJ
easat-2933	496	5	valuable	valuable	ADJ
easat-2933	496	6	advancements	advancement	NOUN
easat-2933	496	7	in	in	ADP
easat-2933	496	8	proactive	proactive	ADJ
easat-2933	496	9	cybersecurity	cybersecurity	NOUN
easat-2933	496	10	solutions	solution	NOUN
easat-2933	496	11	are	be	AUX
easat-2933	496	12	represented	represent	VERB
easat-2933	496	13	by	by	ADP
easat-2933	496	14	microsoft	microsoft	PROPN
easat-2933	496	15	sentinel	sentinel	PROPN
easat-2933	496	16	and	and	CCONJ
easat-2933	496	17	logic	logic	NOUN
easat-2933	496	18	apps	app	NOUN
easat-2933	496	19	,	,	PUNCT
easat-2933	496	20	particularly	particularly	ADV
easat-2933	496	21	for	for	ADP
easat-2933	496	22	organizations	organization	NOUN
easat-2933	496	23	that	that	PRON
easat-2933	496	24	are	be	AUX
easat-2933	496	25	heavily	heavily	ADV
easat-2933	496	26	invested	invest	VERB
easat-2933	496	27	in	in	ADP
easat-2933	496	28	the	the	DET
easat-2933	496	29	azure	azure	ADJ
easat-2933	496	30	environment	environment	NOUN
easat-2933	496	31	.	.	PUNCT
easat-2933	497	1	future	future	ADJ
easat-2933	497	2	research	research	NOUN
easat-2933	497	3	may	may	AUX
easat-2933	497	4	be	be	AUX
easat-2933	497	5	directed	direct	VERB
easat-2933	497	6	towards	towards	ADP
easat-2933	497	7	the	the	DET
easat-2933	497	8	extension	extension	NOUN
easat-2933	497	9	of	of	ADP
easat-2933	497	10	these	these	DET
easat-2933	497	11	capabilities	capability	NOUN
easat-2933	497	12	to	to	ADP
easat-2933	497	13	additional	additional	ADJ
easat-2933	497	14	cloud	cloud	NOUN
easat-2933	497	15	providers	provider	NOUN
easat-2933	497	16	,	,	PUNCT
easat-2933	497	17	the	the	DET
easat-2933	497	18	optimization	optimization	NOUN
easat-2933	497	19	of	of	ADP
easat-2933	497	20	the	the	DET
easat-2933	497	21	system	system	NOUN
easat-2933	497	22	for	for	ADP
easat-2933	497	23	multi	multi	ADJ
easat-2933	497	24	-	-	ADJ
easat-2933	497	25	cloud	cloud	ADJ
easat-2933	497	26	applications	application	NOUN
easat-2933	497	27	,	,	PUNCT
easat-2933	497	28	and	and	CCONJ
easat-2933	497	29	the	the	DET
easat-2933	497	30	development	development	NOUN
easat-2933	497	31	of	of	ADP
easat-2933	497	32	enhanced	enhanced	ADJ
easat-2933	497	33	machine	machine	NOUN
easat-2933	497	34	learning	learning	NOUN
easat-2933	497	35	models	model	NOUN
easat-2933	497	36	aimed	aim	VERB
easat-2933	497	37	at	at	ADP
easat-2933	497	38	further	far	ADV
easat-2933	497	39	reducing	reduce	VERB
easat-2933	497	40	false	false	ADJ
easat-2933	497	41	positives	positive	NOUN
easat-2933	497	42	and	and	CCONJ
easat-2933	497	43	improving	improve	VERB
easat-2933	497	44	detection	detection	NOUN
easat-2933	497	45	accuracy	accuracy	NOUN
easat-2933	497	46	.	.	PUNCT
easat-2933	498	1	the	the	DET
easat-2933	498	2	ongoing	ongoing	ADJ
easat-2933	498	3	evolution	evolution	NOUN
easat-2933	498	4	of	of	ADP
easat-2933	498	5	automated	automate	VERB
easat-2933	498	6	cybersecurity	cybersecurity	NOUN
easat-2933	498	7	defenses	defense	NOUN
easat-2933	498	8	is	be	AUX
easat-2933	498	9	expected	expect	VERB
easat-2933	498	10	to	to	PART
easat-2933	498	11	be	be	AUX
easat-2933	498	12	contributed	contribute	VERB
easat-2933	498	13	to	to	ADP
easat-2933	498	14	by	by	ADP
easat-2933	498	15	this	this	DET
easat-2933	498	16	line	line	NOUN
easat-2933	498	17	of	of	ADP
easat-2933	498	18	research	research	NOUN
easat-2933	498	19	,	,	PUNCT
easat-2933	498	20	with	with	ADP
easat-2933	498	21	resilience	resilience	NOUN
easat-2933	498	22	against	against	ADP
easat-2933	498	23	emerging	emerge	VERB
easat-2933	498	24	threats	threat	NOUN
easat-2933	498	25	in	in	ADP
easat-2933	498	26	increasingly	increasingly	ADV
easat-2933	498	27	complex	complex	ADJ
easat-2933	498	28	digital	digital	ADJ
easat-2933	498	29	landscapes	landscape	NOUN
easat-2933	498	30	being	be	AUX
easat-2933	498	31	enhanced	enhance	VERB
easat-2933	498	32	.	.	PUNCT
easat-2933	499	1	copyright	copyright	NOUN
easat-2933	499	2	:	:	PUNCT
easat-2933	499	3	©	©	PROPN
easat-2933	499	4	2024	2024	NUM
easat-2933	499	5	by	by	ADP
easat-2933	499	6	the	the	DET
easat-2933	499	7	authors	author	NOUN
easat-2933	499	8	.	.	PUNCT
easat-2933	500	1	this	this	DET
easat-2933	500	2	article	article	NOUN
easat-2933	500	3	is	be	AUX
easat-2933	500	4	an	an	DET
easat-2933	500	5	open	open	ADJ
easat-2933	500	6	access	access	NOUN
easat-2933	500	7	article	article	NOUN
easat-2933	500	8	distributed	distribute	VERB
easat-2933	500	9	under	under	ADP
easat-2933	500	10	the	the	DET
easat-2933	500	11	terms	term	NOUN
easat-2933	500	12	and	and	CCONJ
easat-2933	500	13	conditions	condition	NOUN
easat-2933	500	14	of	of	ADP
easat-2933	500	15	the	the	DET
easat-2933	500	16	creative	creative	ADJ
easat-2933	500	17	commons	common	NOUN
easat-2933	500	18	attribution	attribution	NOUN
easat-2933	500	19	(	(	PUNCT
easat-2933	500	20	cc	cc	NOUN
easat-2933	500	21	by	by	ADP
easat-2933	500	22	)	)	PUNCT
easat-2933	500	23	license	license	NOUN
easat-2933	500	24	(	(	PUNCT
easat-2933	500	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2933	500	26	)	)	PUNCT
easat-2933	500	27	.	.	PUNCT
easat-2933	501	1	references	reference	NOUN
easat-2933	501	2	[	[	X
easat-2933	501	3	1	1	NUM
easat-2933	501	4	]	]	PUNCT
easat-2933	501	5	wankhede	wankhede	NOUN
easat-2933	501	6	,	,	PUNCT
easat-2933	501	7	p.	p.	NOUN
easat-2933	501	8	;	;	PUNCT
easat-2933	501	9	talati	talati	NUM
easat-2933	501	10	,	,	PUNCT
easat-2933	501	11	m.	m.	NOUN
easat-2933	501	12	;	;	PUNCT
easat-2933	501	13	chinchamalatpure	chinchamalatpure	ADJ
easat-2933	501	14	,	,	PUNCT
easat-2933	501	15	r.	r.	PROPN
easat-2933	501	16	comparative	comparative	PROPN
easat-2933	501	17	study	study	NOUN
easat-2933	501	18	of	of	ADP
easat-2933	501	19	cloud	cloud	NOUN
easat-2933	501	20	platforms	platform	NOUN
easat-2933	501	21	microsoft	microsoft	PROPN
easat-2933	501	22	azure	azure	PROPN
easat-2933	501	23	,	,	PUNCT
easat-2933	501	24	google	google	PROPN
easat-2933	501	25	cloud	cloud	NOUN
easat-2933	501	26	platform	platform	NOUN
easat-2933	501	27	and	and	CCONJ
easat-2933	501	28	amazon	amazon	PROPN
easat-2933	501	29	ec2	ec2	PROPN
easat-2933	501	30	.	.	PUNCT
easat-2933	502	1	jreas	jreas	PROPN
easat-2933	502	2	2020	2020	NUM
easat-2933	502	3	,	,	PUNCT
easat-2933	502	4	05	05	NUM
easat-2933	502	5	,	,	PUNCT
easat-2933	502	6	60–64	60–64	PROPN
easat-2933	502	7	.	.	PUNCT
easat-2933	502	8	https://doi.org/10.46565/jreas.2020.v05i02.004	https://doi.org/10.46565/jreas.2020.v05i02.004	PROPN
easat-2933	502	9	.	.	PUNCT
easat-2933	503	1	[	[	X
easat-2933	503	2	2	2	NUM
easat-2933	503	3	]	]	X
easat-2933	503	4	rajendran	rajendran	NOUN
easat-2933	503	5	,	,	PUNCT
easat-2933	503	6	p.	p.	PROPN
easat-2933	503	7	;	;	PUNCT
easat-2933	503	8	maloo	maloo	PROPN
easat-2933	503	9	,	,	PUNCT
easat-2933	503	10	s.	s.	PROPN
easat-2933	503	11	;	;	PUNCT
easat-2933	503	12	mitra	mitra	PROPN
easat-2933	503	13	,	,	PUNCT
easat-2933	503	14	r.	r.	PROPN
easat-2933	503	15	;	;	PUNCT
easat-2933	503	16	chanchal	chanchal	NOUN
easat-2933	503	17	,	,	PUNCT
easat-2933	503	18	a.	a.	NOUN
easat-2933	503	19	;	;	PUNCT
easat-2933	503	20	aburukba	aburukba	PROPN
easat-2933	503	21	,	,	PUNCT
easat-2933	503	22	r.	r.	PROPN
easat-2933	503	23	comparison	comparison	NOUN
easat-2933	503	24	of	of	ADP
easat-2933	503	25	cloud	cloud	NOUN
easat-2933	503	26	-	-	PUNCT
easat-2933	503	27	computing	compute	VERB
easat-2933	503	28	providers	provider	NOUN
easat-2933	503	29	for	for	ADP
easat-2933	503	30	deployment	deployment	NOUN
easat-2933	503	31	of	of	ADP
easat-2933	503	32	object	object	NOUN
easat-2933	503	33	-	-	PUNCT
easat-2933	503	34	detection	detection	NOUN
easat-2933	503	35	deep	deep	ADJ
easat-2933	503	36	learning	learning	NOUN
easat-2933	503	37	models	model	NOUN
easat-2933	503	38	.	.	PUNCT
easat-2933	504	1	applied	apply	VERB
easat-2933	504	2	sciences	science	NOUN
easat-2933	504	3	2023	2023	NUM
easat-2933	504	4	,	,	PUNCT
easat-2933	504	5	13	13	NUM
easat-2933	504	6	,	,	PUNCT
easat-2933	504	7	12577	12577	NUM
easat-2933	504	8	.	.	PUNCT
easat-2933	505	1	https://doi.org/10.3390/app132312577	https://doi.org/10.3390/app132312577	ADV
easat-2933	505	2	.	.	PUNCT
easat-2933	506	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2933	506	2	4347	4347	NUM
easat-2933	506	3	edelweiss	edelweiss	PROPN
easat-2933	506	4	applied	apply	VERB
easat-2933	506	5	science	science	NOUN
easat-2933	506	6	and	and	CCONJ
easat-2933	506	7	technology	technology	NOUN
easat-2933	506	8	issn	issn	PROPN
easat-2933	506	9	:	:	PUNCT
easat-2933	506	10	2576	2576	NUM
easat-2933	506	11	-	-	SYM
easat-2933	506	12	8484	8484	NUM
easat-2933	506	13	vol	vol	NOUN
easat-2933	506	14	.	.	PROPN
easat-2933	506	15	8	8	NUM
easat-2933	506	16	,	,	PUNCT
easat-2933	506	17	no	no	INTJ
easat-2933	506	18	.	.	NOUN
easat-2933	507	1	6	6	NUM
easat-2933	507	2	:	:	SYM
easat-2933	507	3	4319	4319	NUM
easat-2933	507	4	-	-	SYM
easat-2933	507	5	4348	4348	NUM
easat-2933	507	6	,	,	PUNCT
easat-2933	507	7	2024	2024	NUM
easat-2933	507	8	doi	doi	NOUN
easat-2933	507	9	:	:	PUNCT
easat-2933	507	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	507	11	©	©	ADP
easat-2933	507	12	2024	2024	NUM
easat-2933	507	13	by	by	ADP
easat-2933	507	14	the	the	DET
easat-2933	507	15	authors	author	NOUN
easat-2933	507	16	;	;	PUNCT
easat-2933	507	17	licensee	licensee	PROPN
easat-2933	507	18	learning	learning	NOUN
easat-2933	507	19	gate	gate	NOUN
easat-2933	508	1	[	[	X
easat-2933	508	2	3	3	NUM
easat-2933	508	3	]	]	PUNCT
easat-2933	508	4	muhammed	muhamme	VERB
easat-2933	508	5	,	,	PUNCT
easat-2933	508	6	a.s	a.s	PROPN
easat-2933	508	7	.	.	PROPN
easat-2933	508	8	;	;	PUNCT
easat-2933	508	9	ucuz	ucuz	PROPN
easat-2933	508	10	,	,	PUNCT
easat-2933	508	11	d.	d.	PROPN
easat-2933	508	12	comparison	comparison	NOUN
easat-2933	508	13	of	of	ADP
easat-2933	508	14	the	the	DET
easat-2933	508	15	iot	iot	ADJ
easat-2933	508	16	platform	platform	NOUN
easat-2933	508	17	vendors	vendor	NOUN
easat-2933	508	18	,	,	PUNCT
easat-2933	508	19	microsoft	microsoft	PROPN
easat-2933	508	20	azure	azure	NOUN
easat-2933	508	21	,	,	PUNCT
easat-2933	508	22	amazon	amazon	NOUN
easat-2933	508	23	web	web	NOUN
easat-2933	508	24	services	service	NOUN
easat-2933	508	25	,	,	PUNCT
easat-2933	508	26	and	and	CCONJ
easat-2933	508	27	google	google	PROPN
easat-2933	508	28	cloud	cloud	PROPN
easat-2933	508	29	,	,	PUNCT
easat-2933	508	30	from	from	ADP
easat-2933	508	31	users	user	NOUN
easat-2933	508	32	’	’	PART
easat-2933	508	33	perspectives	perspective	NOUN
easat-2933	508	34	.	.	PUNCT
easat-2933	509	1	2020	2020	NUM
easat-2933	509	2	8th	8th	ADJ
easat-2933	509	3	international	international	ADJ
easat-2933	509	4	symposium	symposium	NOUN
easat-2933	509	5	on	on	ADP
easat-2933	509	6	digital	digital	ADJ
easat-2933	509	7	forensics	forensic	NOUN
easat-2933	509	8	and	and	CCONJ
easat-2933	509	9	security	security	NOUN
easat-2933	509	10	(	(	PUNCT
easat-2933	509	11	isdfs	isdfs	PROPN
easat-2933	509	12	)	)	PUNCT
easat-2933	509	13	2020	2020	NUM
easat-2933	509	14	.	.	PUNCT
easat-2933	510	1	https://doi.org/10.1109/isdfs49300.2020.9116254	https://doi.org/10.1109/isdfs49300.2020.9116254	PROPN
easat-2933	510	2	.	.	PUNCT
easat-2933	511	1	[	[	X
easat-2933	511	2	4	4	NUM
easat-2933	511	3	]	]	X
easat-2933	511	4	copeland	copeland	PROPN
easat-2933	511	5	,	,	PUNCT
easat-2933	511	6	m.	m.	NOUN
easat-2933	511	7	;	;	PUNCT
easat-2933	511	8	jacobs	jacobs	PROPN
easat-2933	511	9	,	,	PUNCT
easat-2933	511	10	m.	m.	NOUN
easat-2933	511	11	azure	azure	NOUN
easat-2933	511	12	network	network	NOUN
easat-2933	511	13	security	security	NOUN
easat-2933	511	14	configuration	configuration	NOUN
easat-2933	511	15	.	.	PUNCT
easat-2933	512	1	cyber	cyber	PROPN
easat-2933	512	2	security	security	NOUN
easat-2933	512	3	on	on	ADP
easat-2933	512	4	azure	azure	NOUN
easat-2933	512	5	2020	2020	NUM
easat-2933	512	6	,	,	PUNCT
easat-2933	512	7	37–81	37–81	NUM
easat-2933	512	8	.	.	PUNCT
easat-2933	512	9	https://doi.org/10.1007/978-1-4842-6531-4_2	https://doi.org/10.1007/978-1-4842-6531-4_2	NOUN
easat-2933	512	10	.	.	PUNCT
easat-2933	513	1	[	[	X
easat-2933	513	2	5	5	NUM
easat-2933	513	3	]	]	X
easat-2933	513	4	kelley	kelley	PROPN
easat-2933	513	5	,	,	PUNCT
easat-2933	513	6	r.	r.	PROPN
easat-2933	513	7	;	;	PUNCT
easat-2933	513	8	antu	antu	PROPN
easat-2933	513	9	,	,	PUNCT
easat-2933	513	10	a.d	a.d	PROPN
easat-2933	513	11	.	.	PROPN
easat-2933	513	12	;	;	PUNCT
easat-2933	513	13	kumar	kumar	PROPN
easat-2933	513	14	,	,	PUNCT
easat-2933	513	15	a.	a.	PROPN
easat-2933	513	16	;	;	PUNCT
easat-2933	513	17	xie	xie	PROPN
easat-2933	513	18	,	,	PUNCT
easat-2933	513	19	b.	b.	PROPN
easat-2933	513	20	choosing	choose	VERB
easat-2933	513	21	the	the	DET
easat-2933	513	22	right	right	ADJ
easat-2933	513	23	compute	compute	NOUN
easat-2933	513	24	resources	resource	NOUN
easat-2933	513	25	in	in	ADP
easat-2933	513	26	the	the	DET
easat-2933	513	27	cloud	cloud	NOUN
easat-2933	513	28	:	:	PUNCT
easat-2933	513	29	an	an	DET
easat-2933	513	30	analysis	analysis	NOUN
easat-2933	513	31	of	of	ADP
easat-2933	513	32	the	the	DET
easat-2933	513	33	compute	compute	NOUN
easat-2933	513	34	services	service	NOUN
easat-2933	513	35	offered	offer	VERB
easat-2933	513	36	by	by	ADP
easat-2933	513	37	amazon	amazon	PROPN
easat-2933	513	38	,	,	PUNCT
easat-2933	513	39	microsoft	microsoft	PROPN
easat-2933	513	40	and	and	CCONJ
easat-2933	513	41	google	google	PROPN
easat-2933	513	42	.	.	PROPN
easat-2933	513	43	2020	2020	NUM
easat-2933	513	44	international	international	ADJ
easat-2933	513	45	conference	conference	NOUN
easat-2933	513	46	on	on	ADP
easat-2933	513	47	cyber	cyber	NOUN
easat-2933	513	48	-	-	PUNCT
easat-2933	513	49	enabled	enable	VERB
easat-2933	513	50	distributed	distribute	VERB
easat-2933	513	51	computing	computing	NOUN
easat-2933	513	52	and	and	CCONJ
easat-2933	513	53	knowledge	knowledge	NOUN
easat-2933	513	54	discovery	discovery	NOUN
easat-2933	513	55	(	(	PUNCT
easat-2933	513	56	cyberc	cyberc	NOUN
easat-2933	513	57	)	)	PUNCT
easat-2933	513	58	2020	2020	NUM
easat-2933	513	59	.	.	PUNCT
easat-2933	514	1	https://doi.org/10.1109/cyberc49757.2020.00042	https://doi.org/10.1109/cyberc49757.2020.00042	PROPN
easat-2933	514	2	.	.	PUNCT
easat-2933	515	1	[	[	X
easat-2933	515	2	6	6	NUM
easat-2933	515	3	]	]	SYM
easat-2933	515	4	chauhan	chauhan	PROPN
easat-2933	515	5	,	,	PUNCT
easat-2933	515	6	a.	a.	NOUN
easat-2933	515	7	a	a	DET
easat-2933	515	8	comparative	comparative	ADJ
easat-2933	515	9	study	study	NOUN
easat-2933	515	10	of	of	ADP
easat-2933	515	11	cloud	cloud	NOUN
easat-2933	515	12	computing	computing	NOUN
easat-2933	515	13	platforms	platform	NOUN
easat-2933	515	14	.	.	PUNCT
easat-2933	516	1	turcomat	turcomat	PROPN
easat-2933	516	2	2020	2020	NUM
easat-2933	516	3	,	,	PUNCT
easat-2933	516	4	11	11	NUM
easat-2933	516	5	,	,	PUNCT
easat-2933	516	6	821–826	821–826	NUM
easat-2933	516	7	.	.	PUNCT
easat-2933	516	8	https://doi.org/10.17762/turcomat.v11i1.13563	https://doi.org/10.17762/turcomat.v11i1.13563	X
easat-2933	516	9	.	.	PUNCT
easat-2933	517	1	[	[	X
easat-2933	517	2	7	7	NUM
easat-2933	517	3	]	]	X
easat-2933	517	4	kaushik	kaushik	PROPN
easat-2933	517	5	,	,	PUNCT
easat-2933	517	6	p.	p.	NOUN
easat-2933	517	7	;	;	PUNCT
easat-2933	517	8	rao	rao	PROPN
easat-2933	517	9	,	,	PUNCT
easat-2933	517	10	a.m.	a.m.	ADV
easat-2933	517	11	;	;	PUNCT
easat-2933	517	12	singh	singh	PROPN
easat-2933	517	13	,	,	PUNCT
easat-2933	517	14	d.p	d.p	PROPN
easat-2933	517	15	.	.	PUNCT
easat-2933	517	16	;	;	PUNCT
easat-2933	517	17	vashisht	vashisht	VERB
easat-2933	517	18	,	,	PUNCT
easat-2933	517	19	s.	s.	PROPN
easat-2933	517	20	;	;	PUNCT
easat-2933	517	21	gupta	gupta	PROPN
easat-2933	517	22	,	,	PUNCT
easat-2933	517	23	s.	s.	PROPN
easat-2933	517	24	cloud	cloud	PROPN
easat-2933	517	25	computing	computing	PROPN
easat-2933	517	26	and	and	CCONJ
easat-2933	517	27	comparison	comparison	NOUN
easat-2933	517	28	based	base	VERB
easat-2933	517	29	on	on	ADP
easat-2933	517	30	service	service	NOUN
easat-2933	517	31	and	and	CCONJ
easat-2933	517	32	performance	performance	NOUN
easat-2933	517	33	between	between	ADP
easat-2933	517	34	amazon	amazon	NOUN
easat-2933	517	35	aws	aws	PROPN
easat-2933	517	36	,	,	PUNCT
easat-2933	517	37	microsoft	microsoft	PROPN
easat-2933	517	38	azure	azure	NOUN
easat-2933	517	39	,	,	PUNCT
easat-2933	517	40	and	and	CCONJ
easat-2933	517	41	google	google	PROPN
easat-2933	517	42	cloud	cloud	NOUN
easat-2933	517	43	.	.	PUNCT
easat-2933	518	1	2021	2021	NUM
easat-2933	518	2	international	international	ADJ
easat-2933	518	3	conference	conference	NOUN
easat-2933	518	4	on	on	ADP
easat-2933	518	5	technological	technological	ADJ
easat-2933	518	6	advancements	advancement	NOUN
easat-2933	518	7	and	and	CCONJ
easat-2933	518	8	innovations	innovation	NOUN
easat-2933	518	9	(	(	PUNCT
easat-2933	518	10	ictai	ictai	PROPN
easat-2933	518	11	)	)	PUNCT
easat-2933	518	12	2021	2021	NUM
easat-2933	518	13	.	.	PUNCT
easat-2933	519	1	https://doi.org/10.1109/ictai53825.2021.9673425	https://doi.org/10.1109/ictai53825.2021.9673425	PROPN
easat-2933	519	2	.	.	PUNCT
easat-2933	520	1	[	[	X
easat-2933	520	2	8	8	NUM
easat-2933	520	3	]	]	X
easat-2933	520	4	k	k	X
easat-2933	520	5	,	,	PUNCT
easat-2933	520	6	s.	s.	PROPN
easat-2933	520	7	;	;	PUNCT
easat-2933	520	8	k	k	X
easat-2933	520	9	,	,	PUNCT
easat-2933	520	10	a.x	a.x	PROPN
easat-2933	520	11	.	.	PROPN
easat-2933	520	12	;	;	PUNCT
easat-2933	520	13	davis	davis	PROPN
easat-2933	520	14	,	,	PUNCT
easat-2933	520	15	d.	d.	PROPN
easat-2933	520	16	;	;	PUNCT
easat-2933	520	17	jayapandian	jayapandian	PROPN
easat-2933	520	18	,	,	PUNCT
easat-2933	520	19	n.	n.	PROPN
easat-2933	520	20	internet	internet	NOUN
easat-2933	520	21	of	of	ADP
easat-2933	520	22	things	thing	NOUN
easat-2933	520	23	and	and	CCONJ
easat-2933	520	24	cloud	cloud	NOUN
easat-2933	520	25	computing	computing	NOUN
easat-2933	520	26	involvement	involvement	NOUN
easat-2933	520	27	microsoft	microsoft	PROPN
easat-2933	520	28	azure	azure	PROPN
easat-2933	520	29	platform	platform	NOUN
easat-2933	520	30	.	.	PUNCT
easat-2933	521	1	2022	2022	NUM
easat-2933	521	2	international	international	ADJ
easat-2933	521	3	conference	conference	NOUN
easat-2933	521	4	on	on	ADP
easat-2933	521	5	edge	edge	NOUN
easat-2933	521	6	computing	computing	NOUN
easat-2933	521	7	and	and	CCONJ
easat-2933	521	8	applications	application	NOUN
easat-2933	521	9	(	(	PUNCT
easat-2933	521	10	icecaa	icecaa	NOUN
easat-2933	521	11	)	)	PUNCT
easat-2933	521	12	2022	2022	NUM
easat-2933	521	13	.	.	PUNCT
easat-2933	522	1	https://doi.org/10.1109/icecaa55415.2022.9936126	https://doi.org/10.1109/icecaa55415.2022.9936126	PROPN
easat-2933	522	2	.	.	PUNCT
easat-2933	523	1	[	[	X
easat-2933	523	2	9	9	NUM
easat-2933	523	3	]	]	SYM
easat-2933	523	4	soh	soh	PROPN
easat-2933	523	5	,	,	PUNCT
easat-2933	523	6	j.	j.	PROPN
easat-2933	523	7	;	;	PUNCT
easat-2933	523	8	copeland	copeland	PROPN
easat-2933	523	9	,	,	PUNCT
easat-2933	523	10	m.	m.	NOUN
easat-2933	523	11	;	;	PUNCT
easat-2933	523	12	puca	puca	PROPN
easat-2933	523	13	,	,	PUNCT
easat-2933	523	14	a.	a.	PROPN
easat-2933	523	15	;	;	PUNCT
easat-2933	523	16	harris	harris	PROPN
easat-2933	523	17	,	,	PUNCT
easat-2933	523	18	m.	m.	PROPN
easat-2933	523	19	microsoft	microsoft	PROPN
easat-2933	523	20	azure	azure	PROPN
easat-2933	523	21	;	;	PUNCT
easat-2933	523	22	apress	apress	NOUN
easat-2933	523	23	,	,	PUNCT
easat-2933	523	24	2020	2020	NUM
easat-2933	523	25	.	.	PUNCT
easat-2933	523	26	http://doi.org/10.1007/978-1-4842-59580	http://doi.org/10.1007/978-1-4842-59580	X
easat-2933	523	27	.	.	PUNCT
easat-2933	524	1	[	[	X
easat-2933	524	2	10	10	NUM
easat-2933	524	3	]	]	PUNCT
easat-2933	524	4	alamsyah	alamsyah	NOUN
easat-2933	524	5	,	,	PUNCT
easat-2933	524	6	n	n	CCONJ
easat-2933	524	7	;	;	PUNCT
easat-2933	524	8	febrianto	febrianto	PROPN
easat-2933	524	9	,	,	PUNCT
easat-2933	524	10	n.i	n.i	PROPN
easat-2933	524	11	.	.	PROPN
easat-2933	524	12	analysis	analysis	NOUN
easat-2933	524	13	of	of	ADP
easat-2933	524	14	the	the	DET
easat-2933	524	15	utilization	utilization	NOUN
easat-2933	524	16	and	and	CCONJ
easat-2933	524	17	implementation	implementation	NOUN
easat-2933	524	18	of	of	ADP
easat-2933	524	19	cloud	cloud	NOUN
easat-2933	524	20	computing	compute	VERB
easat-2933	524	21	infrastrucutre	infrastrucutre	NOUN
easat-2933	524	22	services	service	NOUN
easat-2933	524	23	on	on	ADP
easat-2933	524	24	the	the	DET
easat-2933	524	25	azure	azure	ADJ
easat-2933	524	26	microsoft	microsoft	PROPN
easat-2933	524	27	platform	platform	PROPN
easat-2933	524	28	,	,	PUNCT
easat-2933	524	29	mantik	mantik	NOUN
easat-2933	524	30	,	,	PUNCT
easat-2933	524	31	vol.5	vol.5	X
easat-2933	524	32	,	,	PUNCT
easat-2933	524	33	no.1	no.1	NUM
easat-2933	524	34	.	.	NOUN
easat-2933	524	35	,	,	PUNCT
easat-2933	524	36	pp	pp	PROPN
easat-2933	524	37	127.136,apr	127.136,apr	PROPN
easat-2933	524	38	2021	2021	NUM
easat-2933	524	39	.	.	PUNCT
easat-2933	525	1	[	[	X
easat-2933	525	2	11	11	NUM
easat-2933	525	3	]	]	X
easat-2933	525	4	suryawan	suryawan	PROPN
easat-2933	525	5	,	,	PUNCT
easat-2933	525	6	r.b	r.b	PROPN
easat-2933	525	7	.	.	PROPN
easat-2933	525	8	;	;	PUNCT
easat-2933	525	9	ferdiana	ferdiana	PROPN
easat-2933	525	10	,	,	PUNCT
easat-2933	525	11	r.	r.	PROPN
easat-2933	525	12	;	;	PUNCT
easat-2933	525	13	widyawan	widyawan	PRON
easat-2933	525	14	the	the	DET
easat-2933	525	15	comparison	comparison	NOUN
easat-2933	525	16	of	of	ADP
easat-2933	525	17	cloud	cloud	ADJ
easat-2933	525	18	migration	migration	NOUN
easat-2933	525	19	effort	effort	NOUN
easat-2933	525	20	on	on	ADP
easat-2933	525	21	platform	platform	NOUN
easat-2933	525	22	as	as	ADP
easat-2933	525	23	a	a	DET
easat-2933	525	24	service	service	NOUN
easat-2933	525	25	.	.	PUNCT
easat-2933	526	1	j.	j.	PROPN
easat-2933	526	2	phys	phys	PROPN
easat-2933	526	3	.	.	PUNCT
easat-2933	526	4	:	:	PUNCT
easat-2933	527	1	conf	conf	PROPN
easat-2933	527	2	.	.	PUNCT
easat-2933	527	3	ser	ser	PROPN
easat-2933	527	4	.	.	PROPN
easat-2933	527	5	2020	2020	NUM
easat-2933	527	6	,	,	PUNCT
easat-2933	527	7	1577	1577	NUM
easat-2933	527	8	,	,	PUNCT
easat-2933	527	9	012056	012056	NUM
easat-2933	527	10	.	.	PUNCT
easat-2933	528	1	https://doi.org/10.1088/1742-6596%2f1577%2f1%2f012056	https://doi.org/10.1088/1742-6596%2f1577%2f1%2f012056	PROPN
easat-2933	528	2	.	.	PUNCT
easat-2933	529	1	[	[	X
easat-2933	529	2	12	12	NUM
easat-2933	529	3	]	]	PUNCT
easat-2933	529	4	sharma	sharma	NOUN
easat-2933	529	5	,	,	PUNCT
easat-2933	529	6	v.	v.	PROPN
easat-2933	529	7	;	;	PUNCT
easat-2933	529	8	nigam	nigam	PROPN
easat-2933	529	9	,	,	PUNCT
easat-2933	529	10	v.	v.	PROPN
easat-2933	529	11	;	;	PUNCT
easat-2933	529	12	sharma	sharma	PROPN
easat-2933	529	13	,	,	PUNCT
easat-2933	529	14	a.k	a.k	PROPN
easat-2933	529	15	.	.	PROPN
easat-2933	529	16	withdrawn	withdraw	VERB
easat-2933	529	17	:	:	PUNCT
easat-2933	529	18	cognitive	cognitive	ADJ
easat-2933	529	19	analysis	analysis	NOUN
easat-2933	529	20	of	of	ADP
easat-2933	529	21	deploying	deploy	VERB
easat-2933	529	22	web	web	NOUN
easat-2933	529	23	applications	application	NOUN
easat-2933	529	24	on	on	ADP
easat-2933	529	25	microsoft	microsoft	PROPN
easat-2933	529	26	windows	windows	PROPN
easat-2933	529	27	azure	azure	PROPN
easat-2933	529	28	and	and	CCONJ
easat-2933	529	29	amazon	amazon	NOUN
easat-2933	529	30	web	web	NOUN
easat-2933	529	31	services	service	NOUN
easat-2933	529	32	in	in	ADP
easat-2933	529	33	global	global	ADJ
easat-2933	529	34	scenario	scenario	NOUN
easat-2933	529	35	.	.	PUNCT
easat-2933	530	1	materials	material	NOUN
easat-2933	530	2	today	today	NOUN
easat-2933	530	3	:	:	PUNCT
easat-2933	530	4	proceedings	proceeding	NOUN
easat-2933	530	5	2020	2020	NUM
easat-2933	530	6	.	.	PUNCT
easat-2933	531	1	https://doi.org/10.1016/j.matpr.2020.10.126	https://doi.org/10.1016/j.matpr.2020.10.126	NOUN
easat-2933	531	2	.	.	PUNCT
easat-2933	532	1	[	[	X
easat-2933	532	2	13	13	NUM
easat-2933	532	3	]	]	X
easat-2933	532	4	pierleoni	pierleoni	NOUN
easat-2933	532	5	,	,	PUNCT
easat-2933	532	6	p.	p.	NOUN
easat-2933	532	7	;	;	PUNCT
easat-2933	532	8	concetti	concetti	PROPN
easat-2933	532	9	,	,	PUNCT
easat-2933	532	10	r.	r.	PROPN
easat-2933	532	11	;	;	PUNCT
easat-2933	532	12	belli	belli	PROPN
easat-2933	532	13	,	,	PUNCT
easat-2933	532	14	a.	a.	NOUN
easat-2933	532	15	;	;	PUNCT
easat-2933	532	16	palma	palma	NOUN
easat-2933	532	17	,	,	PUNCT
easat-2933	532	18	l.	l.	PROPN
easat-2933	532	19	amazon	amazon	PROPN
easat-2933	532	20	,	,	PUNCT
easat-2933	532	21	google	google	PROPN
easat-2933	532	22	and	and	CCONJ
easat-2933	532	23	microsoft	microsoft	PROPN
easat-2933	532	24	solutions	solution	NOUN
easat-2933	532	25	for	for	ADP
easat-2933	532	26	iot	iot	NOUN
easat-2933	532	27	:	:	PUNCT
easat-2933	532	28	architectures	architecture	NOUN
easat-2933	532	29	and	and	CCONJ
easat-2933	532	30	a	a	DET
easat-2933	532	31	performance	performance	NOUN
easat-2933	532	32	comparison	comparison	NOUN
easat-2933	532	33	.	.	PUNCT
easat-2933	533	1	ieee	ieee	NOUN
easat-2933	533	2	access	access	NOUN
easat-2933	533	3	2020	2020	NUM
easat-2933	533	4	,	,	PUNCT
easat-2933	533	5	8	8	NUM
easat-2933	533	6	,	,	PUNCT
easat-2933	533	7	5455–5470	5455–5470	NUM
easat-2933	533	8	.	.	PUNCT
easat-2933	534	1	https://doi.org/10.1109/access.2019.2961511	https://doi.org/10.1109/access.2019.2961511	PROPN
easat-2933	534	2	.	.	PUNCT
easat-2933	535	1	[	[	X
easat-2933	535	2	14	14	NUM
easat-2933	535	3	]	]	X
easat-2933	535	4	bansal	bansal	NOUN
easat-2933	535	5	,	,	PUNCT
easat-2933	535	6	n.	n.	PROPN
easat-2933	535	7	microsoft	microsoft	PROPN
easat-2933	535	8	azure	azure	PROPN
easat-2933	535	9	iot	iot	PROPN
easat-2933	535	10	platform	platform	NOUN
easat-2933	535	11	.	.	PUNCT
easat-2933	536	1	designing	design	VERB
easat-2933	536	2	internet	internet	NOUN
easat-2933	536	3	of	of	ADP
easat-2933	536	4	things	thing	NOUN
easat-2933	536	5	solutions	solution	NOUN
easat-2933	536	6	with	with	ADP
easat-2933	536	7	microsoft	microsoft	PROPN
easat-2933	536	8	azure	azure	PROPN
easat-2933	536	9	2020	2020	NUM
easat-2933	536	10	,	,	PUNCT
easat-2933	536	11	33–48	33–48	NUM
easat-2933	536	12	.	.	PUNCT
easat-2933	537	1	https://doi.org/10.1007/978-1-4842-6041-8_3	https://doi.org/10.1007/978-1-4842-6041-8_3	NOUN
easat-2933	537	2	.	.	PUNCT
easat-2933	538	1	[	[	X
easat-2933	538	2	15	15	NUM
easat-2933	538	3	]	]	X
easat-2933	538	4	tiutiunnyk	tiutiunnyk	ADV
easat-2933	538	5	,	,	PUNCT
easat-2933	538	6	p.b	p.b	PROPN
easat-2933	538	7	.	.	PROPN
easat-2933	538	8	;	;	PUNCT
easat-2933	538	9	rybachok	rybachok	NOUN
easat-2933	538	10	,	,	PUNCT
easat-2933	538	11	n.a	n.a	PROPN
easat-2933	538	12	.	.	PROPN
easat-2933	538	13	creating	create	VERB
easat-2933	538	14	web	web	NOUN
easat-2933	538	15	application	application	NOUN
easat-2933	538	16	for	for	ADP
easat-2933	538	17	organizing	organize	VERB
easat-2933	538	18	teamwork	teamwork	NOUN
easat-2933	538	19	online	online	ADV
easat-2933	538	20	using	use	VERB
easat-2933	538	21	microsoft	microsoft	PROPN
easat-2933	538	22	azure	azure	PROPN
easat-2933	538	23	cloud	cloud	PROPN
easat-2933	538	24	services	services	PROPN
easat-2933	538	25	.	.	PUNCT
easat-2933	539	1	control	control	PROPN
easat-2933	539	2	syst	syst	PROPN
easat-2933	539	3	.	.	PUNCT
easat-2933	540	1	comput	comput	NOUN
easat-2933	540	2	.	.	PUNCT
easat-2933	541	1	2021	2021	NUM
easat-2933	541	2	,	,	PUNCT
easat-2933	541	3	52–59	52–59	NUM
easat-2933	541	4	.	.	PUNCT
easat-2933	542	1	https://doi.org/10.15407/csc.2021.02.052	https://doi.org/10.15407/csc.2021.02.052	X
easat-2933	542	2	.	.	PUNCT
easat-2933	543	1	[	[	X
easat-2933	543	2	16	16	NUM
easat-2933	543	3	]	]	X
easat-2933	543	4	chilberto	chilberto	PROPN
easat-2933	543	5	,	,	PUNCT
easat-2933	543	6	j.	j.	PROPN
easat-2933	543	7	;	;	PUNCT
easat-2933	543	8	zaal	zaal	PROPN
easat-2933	543	9	,	,	PUNCT
easat-2933	543	10	s.	s.	PROPN
easat-2933	543	11	;	;	PUNCT
easat-2933	543	12	aroraa	aroraa	ADJ
easat-2933	543	13	,	,	PUNCT
easat-2933	543	14	g.	g.	NOUN
easat-2933	543	15	;	;	PUNCT
easat-2933	543	16	price	price	NOUN
easat-2933	543	17	,	,	PUNCT
easat-2933	543	18	e.	e.	PROPN
easat-2933	543	19	building	building	PROPN
easat-2933	543	20	solutions	solution	NOUN
easat-2933	543	21	in	in	ADP
easat-2933	543	22	the	the	DET
easat-2933	543	23	azure	azure	ADJ
easat-2933	543	24	cloud	cloud	NOUN
easat-2933	543	25	.	.	PUNCT
easat-2933	544	1	cloud	cloud	NOUN
easat-2933	544	2	debugging	debugging	NOUN
easat-2933	544	3	and	and	CCONJ
easat-2933	544	4	profiling	profiling	NOUN
easat-2933	544	5	in	in	ADP
easat-2933	544	6	microsoft	microsoft	PROPN
easat-2933	544	7	azure	azure	PROPN
easat-2933	544	8	2020	2020	NUM
easat-2933	544	9	,	,	PUNCT
easat-2933	544	10	1–19	1–19	NOUN
easat-2933	544	11	.	.	PUNCT
easat-2933	545	1	https://doi.org/10.1007/978-1-4842-5437-0_1	https://doi.org/10.1007/978-1-4842-5437-0_1	NOUN
easat-2933	545	2	.	.	PUNCT
easat-2933	546	1	[	[	X
easat-2933	546	2	17	17	NUM
easat-2933	546	3	]	]	PUNCT
easat-2933	546	4	tasnim	tasnim	NOUN
easat-2933	546	5	,	,	PUNCT
easat-2933	546	6	r.	r.	PROPN
easat-2933	546	7	;	;	PUNCT
easat-2933	546	8	akter	akter	PROPN
easat-2933	546	9	mim	mim	PROPN
easat-2933	546	10	,	,	PUNCT
easat-2933	546	11	a.	a.	PROPN
easat-2933	546	12	;	;	PUNCT
easat-2933	546	13	hasan	hasan	PROPN
easat-2933	546	14	mim	mim	PROPN
easat-2933	546	15	,	,	PUNCT
easat-2933	546	16	s.	s.	PROPN
easat-2933	546	17	;	;	PUNCT
easat-2933	546	18	jabiullah	jabiullah	PROPN
easat-2933	546	19	,	,	PUNCT
easat-2933	546	20	md.i	md.i	NOUN
easat-2933	546	21	.	.	PUNCT
easat-2933	547	1	a	a	DET
easat-2933	547	2	comparative	comparative	ADJ
easat-2933	547	3	study	study	NOUN
easat-2933	547	4	on	on	ADP
easat-2933	547	5	three	three	NUM
easat-2933	547	6	selective	selective	ADJ
easat-2933	547	7	cloud	cloud	NOUN
easat-2933	547	8	providers	provider	NOUN
easat-2933	547	9	.	.	PUNCT
easat-2933	548	1	ijci	ijci	PROPN
easat-2933	548	2	2022	2022	NUM
easat-2933	548	3	,	,	PUNCT
easat-2933	548	4	11	11	NUM
easat-2933	548	5	,	,	PUNCT
easat-2933	548	6	167–178	167–178	NUM
easat-2933	548	7	.	.	PUNCT
easat-2933	549	1	https://doi.org/10.5121/ijci.2022.110413	https://doi.org/10.5121/ijci.2022.110413	PROPN
easat-2933	549	2	.	.	PUNCT
easat-2933	550	1	[	[	X
easat-2933	550	2	18	18	NUM
easat-2933	550	3	]	]	X
easat-2933	550	4	moutaouakal	moutaouakal	NOUN
easat-2933	550	5	,	,	PUNCT
easat-2933	550	6	w.e	w.e	PROPN
easat-2933	550	7	.	.	PROPN
easat-2933	550	8	;	;	PUNCT
easat-2933	550	9	baïna	baïna	PROPN
easat-2933	550	10	,	,	PUNCT
easat-2933	550	11	k.	k.	PROPN
easat-2933	550	12	comparative	comparative	ADJ
easat-2933	550	13	experimentation	experimentation	NOUN
easat-2933	550	14	of	of	ADP
easat-2933	550	15	mlops	mlop	NOUN
easat-2933	550	16	power	power	NOUN
easat-2933	550	17	on	on	ADP
easat-2933	550	18	microsoft	microsoft	PROPN
easat-2933	550	19	azure	azure	PROPN
easat-2933	550	20	,	,	PUNCT
easat-2933	550	21	amazon	amazon	NOUN
easat-2933	550	22	web	web	NOUN
easat-2933	550	23	services	service	NOUN
easat-2933	550	24	,	,	PUNCT
easat-2933	550	25	and	and	CCONJ
easat-2933	550	26	google	google	PROPN
easat-2933	550	27	cloud	cloud	NOUN
easat-2933	550	28	platform	platform	NOUN
easat-2933	550	29	.	.	PUNCT
easat-2933	551	1	2023	2023	NUM
easat-2933	551	2	ieee	ieee	NOUN
easat-2933	551	3	6th	6th	ADJ
easat-2933	551	4	international	international	ADJ
easat-2933	551	5	conference	conference	NOUN
easat-2933	551	6	on	on	ADP
easat-2933	551	7	cloud	cloud	NOUN
easat-2933	551	8	computing	computing	NOUN
easat-2933	551	9	and	and	CCONJ
easat-2933	551	10	artificial	artificial	ADJ
easat-2933	551	11	intelligence	intelligence	NOUN
easat-2933	551	12	:	:	PUNCT
easat-2933	551	13	technologies	technology	NOUN
easat-2933	551	14	and	and	CCONJ
easat-2933	551	15	applications	application	NOUN
easat-2933	551	16	(	(	PUNCT
easat-2933	551	17	cloudtech	cloudtech	PROPN
easat-2933	551	18	)	)	PUNCT
easat-2933	551	19	2023	2023	NUM
easat-2933	551	20	,	,	PUNCT
easat-2933	551	21	1–8	1–8	X
easat-2933	551	22	.	.	PUNCT
easat-2933	551	23	https://doi.org/10.1109/cloudtech58737.2023.10366138	https://doi.org/10.1109/cloudtech58737.2023.10366138	PROPN
easat-2933	551	24	.	.	PUNCT
easat-2933	552	1	[	[	X
easat-2933	552	2	19	19	NUM
easat-2933	552	3	]	]	PUNCT
easat-2933	552	4	zibitsker	zibitsker	PROPN
easat-2933	552	5	,	,	PUNCT
easat-2933	552	6	b.	b.	PROPN
easat-2933	552	7	;	;	PUNCT
easat-2933	552	8	lupersolsky	lupersolsky	ADJ
easat-2933	552	9	,	,	PUNCT
easat-2933	552	10	a.	a.	NOUN
easat-2933	552	11	how	how	SCONJ
easat-2933	552	12	to	to	PART
easat-2933	552	13	apply	apply	VERB
easat-2933	552	14	modeling	modeling	NOUN
easat-2933	552	15	to	to	PART
easat-2933	552	16	compare	compare	VERB
easat-2933	552	17	options	option	NOUN
easat-2933	552	18	and	and	CCONJ
easat-2933	552	19	select	select	VERB
easat-2933	552	20	the	the	DET
easat-2933	552	21	appropriate	appropriate	ADJ
easat-2933	552	22	cloud	cloud	NOUN
easat-2933	552	23	platform	platform	NOUN
easat-2933	552	24	.	.	PUNCT
easat-2933	553	1	companion	companion	NOUN
easat-2933	553	2	of	of	ADP
easat-2933	553	3	the	the	DET
easat-2933	553	4	acm	acm	PROPN
easat-2933	553	5	/	/	SYM
easat-2933	553	6	spec	spec	PROPN
easat-2933	553	7	international	international	PROPN
easat-2933	553	8	conference	conference	NOUN
easat-2933	553	9	on	on	ADP
easat-2933	553	10	performance	performance	NOUN
easat-2933	553	11	engineering	engineering	NOUN
easat-2933	553	12	2020	2020	NUM
easat-2933	553	13	,	,	PUNCT
easat-2933	553	14	16–16	16–16	NUM
easat-2933	553	15	.	.	PUNCT
easat-2933	554	1	https://doi.org/10.1145/3375555.3384938	https://doi.org/10.1145/3375555.3384938	PROPN
easat-2933	554	2	.	.	PUNCT
easat-2933	555	1	[	[	X
easat-2933	555	2	20	20	NUM
easat-2933	555	3	]	]	PUNCT
easat-2933	555	4	tuyishime	tuyishime	NOUN
easat-2933	555	5	,	,	PUNCT
easat-2933	555	6	e.	e.	PROPN
easat-2933	555	7	;	;	PUNCT
easat-2933	555	8	balan	balan	PROPN
easat-2933	555	9	,	,	PUNCT
easat-2933	555	10	t.c	t.c	PROPN
easat-2933	555	11	.	.	PROPN
easat-2933	555	12	;	;	PUNCT
easat-2933	555	13	cotfas	cotfas	NOUN
easat-2933	555	14	,	,	PUNCT
easat-2933	555	15	p.a	p.a	PROPN
easat-2933	555	16	.	.	PROPN
easat-2933	555	17	;	;	PUNCT
easat-2933	555	18	cotfas	cotfas	NOUN
easat-2933	555	19	,	,	PUNCT
easat-2933	555	20	d.t	d.t	PROPN
easat-2933	555	21	.	.	PROPN
easat-2933	555	22	;	;	PUNCT
easat-2933	555	23	rekeraho	rekeraho	PROPN
easat-2933	555	24	,	,	PUNCT
easat-2933	555	25	a.	a.	NOUN
easat-2933	555	26	enhancing	enhance	VERB
easat-2933	555	27	cloud	cloud	ADJ
easat-2933	555	28	security	security	NOUN
easat-2933	555	29	—	—	PUNCT
easat-2933	555	30	proactive	proactive	ADJ
easat-2933	555	31	threat	threat	NOUN
easat-2933	555	32	monitoring	monitoring	NOUN
easat-2933	555	33	and	and	CCONJ
easat-2933	555	34	detection	detection	NOUN
easat-2933	555	35	using	use	VERB
easat-2933	555	36	a	a	DET
easat-2933	555	37	siem	siem	NOUN
easat-2933	555	38	-	-	PUNCT
easat-2933	555	39	based	base	VERB
easat-2933	555	40	approach	approach	NOUN
easat-2933	555	41	.	.	PUNCT
easat-2933	556	1	applied	apply	VERB
easat-2933	556	2	sciences	science	NOUN
easat-2933	556	3	2023	2023	NUM
easat-2933	556	4	,	,	PUNCT
easat-2933	556	5	13	13	NUM
easat-2933	556	6	,	,	PUNCT
easat-2933	556	7	12359	12359	NUM
easat-2933	556	8	.	.	PUNCT
easat-2933	557	1	[	[	X
easat-2933	557	2	21	21	NUM
easat-2933	557	3	]	]	X
easat-2933	557	4	gonzález	gonzález	PROPN
easat-2933	557	5	-	-	PUNCT
easat-2933	557	6	granadillo	granadillo	PROPN
easat-2933	557	7	,	,	PUNCT
easat-2933	557	8	g.	g.	PROPN
easat-2933	557	9	;	;	PUNCT
easat-2933	557	10	gonzález	gonzález	PROPN
easat-2933	557	11	-	-	PUNCT
easat-2933	557	12	zarzosa	zarzosa	PROPN
easat-2933	557	13	,	,	PUNCT
easat-2933	557	14	s.	s.	PROPN
easat-2933	557	15	;	;	PUNCT
easat-2933	557	16	diaz	diaz	PROPN
easat-2933	557	17	,	,	PUNCT
easat-2933	557	18	r.	r.	PROPN
easat-2933	557	19	security	security	PROPN
easat-2933	557	20	information	information	NOUN
easat-2933	557	21	and	and	CCONJ
easat-2933	557	22	event	event	NOUN
easat-2933	557	23	management	management	NOUN
easat-2933	557	24	(	(	PUNCT
easat-2933	557	25	siem	siem	NOUN
easat-2933	557	26	):	):	PUNCT
easat-2933	557	27	analysis	analysis	NOUN
easat-2933	557	28	,	,	PUNCT
easat-2933	557	29	trends	trend	NOUN
easat-2933	557	30	,	,	PUNCT
easat-2933	557	31	and	and	CCONJ
easat-2933	557	32	usage	usage	NOUN
easat-2933	557	33	in	in	ADP
easat-2933	557	34	critical	critical	ADJ
easat-2933	557	35	infrastructures	infrastructure	NOUN
easat-2933	557	36	.	.	PUNCT
easat-2933	558	1	sensors	sensor	NOUN
easat-2933	558	2	2021	2021	NUM
easat-2933	558	3	,	,	PUNCT
easat-2933	558	4	21	21	NUM
easat-2933	558	5	,	,	PUNCT
easat-2933	558	6	4759	4759	NUM
easat-2933	558	7	.	.	PUNCT
easat-2933	559	1	https://doi.org/10.3390/s21144759	https://doi.org/10.3390/s21144759	X
easat-2933	559	2	.	.	PUNCT
easat-2933	560	1	[	[	X
easat-2933	560	2	22	22	NUM
easat-2933	560	3	]	]	X
easat-2933	560	4	feng	feng	PROPN
easat-2933	560	5	,	,	PUNCT
easat-2933	560	6	c.	c.	PROPN
easat-2933	560	7	;	;	PUNCT
easat-2933	560	8	wu	wu	PROPN
easat-2933	560	9	,	,	PUNCT
easat-2933	560	10	s.	s.	PROPN
easat-2933	560	11	;	;	PUNCT
easat-2933	560	12	liu	liu	PROPN
easat-2933	560	13	,	,	PUNCT
easat-2933	560	14	n.	n.	VERB
easat-2933	560	15	a	a	DET
easat-2933	560	16	user	user	NOUN
easat-2933	560	17	-	-	PUNCT
easat-2933	560	18	centric	centric	ADJ
easat-2933	560	19	machine	machine	NOUN
easat-2933	560	20	learning	learn	VERB
easat-2933	560	21	framework	framework	NOUN
easat-2933	560	22	for	for	ADP
easat-2933	560	23	cyber	cyber	ADJ
easat-2933	560	24	security	security	NOUN
easat-2933	560	25	operations	operation	NOUN
easat-2933	560	26	center	center	NOUN
easat-2933	560	27	.	.	PUNCT
easat-2933	561	1	2017	2017	NUM
easat-2933	561	2	ieee	ieee	PROPN
easat-2933	561	3	international	international	ADJ
easat-2933	561	4	conference	conference	NOUN
easat-2933	561	5	on	on	ADP
easat-2933	561	6	intelligence	intelligence	NOUN
easat-2933	561	7	and	and	CCONJ
easat-2933	561	8	security	security	NOUN
easat-2933	561	9	informatics	informatic	NOUN
easat-2933	561	10	(	(	PUNCT
easat-2933	561	11	isi	isi	PROPN
easat-2933	561	12	)	)	PUNCT
easat-2933	561	13	2017	2017	NUM
easat-2933	561	14	,	,	PUNCT
easat-2933	561	15	18	18	NUM
easat-2933	561	16	2	2	NUM
easat-2933	561	17	,	,	PUNCT
easat-2933	561	18	173–175	173–175	NUM
easat-2933	561	19	.	.	PUNCT
easat-2933	562	1	https://doi.org/10.1109/isi.2017.8004902	https://doi.org/10.1109/isi.2017.8004902	PROPN
easat-2933	562	2	.	.	PUNCT
easat-2933	563	1	[	[	X
easat-2933	563	2	23	23	NUM
easat-2933	563	3	]	]	PUNCT
easat-2933	563	4	module	module	NOUN
easat-2933	563	5	3	3	NUM
easat-2933	563	6	analytics	analytic	NOUN
easat-2933	563	7	rules	rule	NOUN
easat-2933	563	8	.	.	PUNCT
easat-2933	564	1	available	available	ADJ
easat-2933	564	2	online	online	ADV
easat-2933	564	3	:	:	PUNCT
easat-2933	564	4	https://github.com/azure/azuresentinel/blob/master/solutions/training/azure-sentinel-training-lab/modules/module-3-analytics-rules.md	https://github.com/azure/azuresentinel/blob/master/solutions/training/azure-sentinel-training-lab/modules/module-3-analytics-rules.md	PROPN
easat-2933	564	5	(	(	PUNCT
easat-2933	564	6	accessed	access	VERB
easat-2933	564	7	on	on	ADP
easat-2933	564	8	01.10.2024	01.10.2024	NUM
easat-2933	564	9	.	.	PUNCT
easat-2933	564	10	)	)	PUNCT
easat-2933	565	1	[	[	X
easat-2933	565	2	24	24	NUM
easat-2933	565	3	]	]	SYM
easat-2933	565	4	breiter	breiter	NOUN
easat-2933	565	5	,	,	PUNCT
easat-2933	565	6	g.	g.	PROPN
easat-2933	565	7	;	;	PUNCT
easat-2933	565	8	naik	naik	PROPN
easat-2933	565	9	,	,	PUNCT
easat-2933	565	10	v.k	v.k	PROPN
easat-2933	565	11	.	.	PROPN
easat-2933	565	12	a	a	DET
easat-2933	565	13	framework	framework	NOUN
easat-2933	565	14	for	for	ADP
easat-2933	565	15	controlling	control	VERB
easat-2933	565	16	and	and	CCONJ
easat-2933	565	17	managing	manage	VERB
easat-2933	565	18	hybrid	hybrid	ADJ
easat-2933	565	19	cloud	cloud	NOUN
easat-2933	565	20	service	service	NOUN
easat-2933	565	21	integration	integration	NOUN
easat-2933	565	22	.	.	PUNCT
easat-2933	566	1	2013	2013	NUM
easat-2933	566	2	ieee	ieee	PROPN
easat-2933	566	3	international	international	ADJ
easat-2933	566	4	conference	conference	NOUN
easat-2933	566	5	on	on	ADP
easat-2933	566	6	cloud	cloud	NOUN
easat-2933	566	7	engineering	engineering	NOUN
easat-2933	566	8	(	(	PUNCT
easat-2933	566	9	ic2e	ic2e	NOUN
easat-2933	566	10	)	)	PUNCT
easat-2933	566	11	2013	2013	NUM
easat-2933	566	12	,	,	PUNCT
easat-2933	566	13	217–224	217–224	NUM
easat-2933	566	14	.	.	PUNCT
easat-2933	567	1	https://doi.org/10.1109/ic2e.2013.48	https://doi.org/10.1109/ic2e.2013.48	PROPN
easat-2933	567	2	.	.	PUNCT
easat-2933	568	1	[	[	X
easat-2933	568	2	25	25	NUM
easat-2933	568	3	]	]	X
easat-2933	568	4	de	de	X
easat-2933	568	5	tender	tender	NOUN
easat-2933	568	6	,	,	PUNCT
easat-2933	568	7	p.	p.	NOUN
easat-2933	568	8	;	;	PUNCT
easat-2933	568	9	rendon	rendon	PROPN
easat-2933	568	10	,	,	PUNCT
easat-2933	568	11	d.	d.	PROPN
easat-2933	568	12	;	;	PUNCT
easat-2933	568	13	erskine	erskine	PROPN
easat-2933	568	14	,	,	PUNCT
easat-2933	568	15	s.	s.	PROPN
easat-2933	568	16	azure	azure	VERB
easat-2933	568	17	sentinel	sentinel	NOUN
easat-2933	568	18	(	(	PUNCT
easat-2933	568	19	preview	preview	NOUN
easat-2933	568	20	)	)	PUNCT
easat-2933	568	21	.	.	PUNCT
easat-2933	569	1	pro	pro	ADJ
easat-2933	569	2	azure	azure	ADJ
easat-2933	569	3	governance	governance	NOUN
easat-2933	569	4	and	and	CCONJ
easat-2933	569	5	security	security	NOUN
easat-2933	569	6	2019	2019	NUM
easat-2933	569	7	,	,	PUNCT
easat-2933	569	8	267–310	267–310	NUM
easat-2933	569	9	.	.	PUNCT
easat-2933	570	1	https://doi.org/10.1007/978-1-4842-4910-9_8	https://doi.org/10.1007/978-1-4842-4910-9_8	NOUN
easat-2933	570	2	.	.	PUNCT
easat-2933	571	1	[	[	X
easat-2933	571	2	26	26	NUM
easat-2933	571	3	]	]	X
easat-2933	571	4	ren	ren	PROPN
easat-2933	571	5	,	,	PUNCT
easat-2933	571	6	h.	h.	PROPN
easat-2933	571	7	;	;	PUNCT
easat-2933	571	8	xu	xu	PROPN
easat-2933	571	9	,	,	PUNCT
easat-2933	571	10	b.	b.	PROPN
easat-2933	571	11	;	;	PUNCT
easat-2933	571	12	wang	wang	PROPN
easat-2933	571	13	,	,	PUNCT
easat-2933	571	14	y.	y.	PROPN
easat-2933	571	15	;	;	PUNCT
easat-2933	571	16	yi	yi	PROPN
easat-2933	571	17	,	,	PUNCT
easat-2933	571	18	c.	c.	PROPN
easat-2933	571	19	;	;	PUNCT
easat-2933	571	20	huang	huang	PROPN
easat-2933	571	21	,	,	PUNCT
easat-2933	571	22	c.	c.	PROPN
easat-2933	571	23	;	;	PUNCT
easat-2933	571	24	kou	kou	PROPN
easat-2933	571	25	,	,	PUNCT
easat-2933	571	26	x.	x.	PROPN
easat-2933	571	27	;	;	PUNCT
easat-2933	571	28	xing	xing	PROPN
easat-2933	571	29	,	,	PUNCT
easat-2933	571	30	t.	t.	PROPN
easat-2933	571	31	;	;	PUNCT
easat-2933	571	32	yang	yang	PROPN
easat-2933	571	33	,	,	PUNCT
easat-2933	571	34	m.	m.	NOUN
easat-2933	571	35	;	;	PUNCT
easat-2933	571	36	tong	tong	PROPN
easat-2933	571	37	,	,	PUNCT
easat-2933	571	38	j.	j.	PROPN
easat-2933	571	39	;	;	PUNCT
easat-2933	571	40	zhang	zhang	PROPN
easat-2933	571	41	,	,	PUNCT
easat-2933	571	42	q.	q.	PROPN
easat-2933	571	43	time	time	NOUN
easat-2933	571	44	-	-	PUNCT
easat-2933	571	45	series	series	NOUN
easat-2933	571	46	anomaly	anomaly	NOUN
easat-2933	571	47	detection	detection	NOUN
easat-2933	571	48	service	service	NOUN
easat-2933	571	49	at	at	ADP
easat-2933	571	50	microsoft	microsoft	PROPN
easat-2933	571	51	.	.	PUNCT
easat-2933	572	1	proceedings	proceeding	NOUN
easat-2933	572	2	of	of	ADP
easat-2933	572	3	the	the	DET
easat-2933	572	4	25th	25th	ADJ
easat-2933	572	5	acm	acm	PROPN
easat-2933	572	6	sigkdd	sigkdd	NOUN
easat-2933	572	7	international	international	ADJ
easat-2933	572	8	conference	conference	NOUN
easat-2933	572	9	on	on	ADP
easat-2933	572	10	knowledge	knowledge	NOUN
easat-2933	572	11	discovery	discovery	PROPN
easat-2933	572	12	and	and	CCONJ
easat-2933	572	13	data	datum	NOUN
easat-2933	572	14	mining	mining	NOUN
easat-2933	572	15	2019	2019	NUM
easat-2933	572	16	.	.	PUNCT
easat-2933	573	1	https://doi.org/10.1145/3292500.3330680	https://doi.org/10.1145/3292500.3330680	ADV
easat-2933	573	2	.	.	PUNCT
easat-2933	574	1	[	[	X
easat-2933	574	2	27	27	NUM
easat-2933	574	3	]	]	X
easat-2933	574	4	watson	watson	PROPN
easat-2933	574	5	,	,	PUNCT
easat-2933	574	6	m.r	m.r	PROPN
easat-2933	574	7	.	.	PROPN
easat-2933	574	8	;	;	PUNCT
easat-2933	574	9	shirazi	shirazi	PROPN
easat-2933	574	10	,	,	PUNCT
easat-2933	574	11	n.	n.	NOUN
easat-2933	574	12	;	;	PUNCT
easat-2933	574	13	marnerides	marneride	NOUN
easat-2933	574	14	,	,	PUNCT
easat-2933	574	15	a.k	a.k	PROPN
easat-2933	574	16	.	.	PROPN
easat-2933	574	17	;	;	PUNCT
easat-2933	574	18	mauthe	mauthe	PROPN
easat-2933	574	19	,	,	PUNCT
easat-2933	574	20	a.	a.	NOUN
easat-2933	574	21	;	;	PUNCT
easat-2933	574	22	hutchison	hutchison	PROPN
easat-2933	574	23	,	,	PUNCT
easat-2933	574	24	d.	d.	PROPN
easat-2933	574	25	malware	malware	PROPN
easat-2933	574	26	detection	detection	NOUN
easat-2933	574	27	in	in	ADP
easat-2933	574	28	cloud	cloud	NOUN
easat-2933	574	29	computing	computing	NOUN
easat-2933	574	30	infrastructures	infrastructure	NOUN
easat-2933	574	31	.	.	PUNCT
easat-2933	575	1	ieee	ieee	PROPN
easat-2933	575	2	trans	trans	PROPN
easat-2933	575	3	.	.	PROPN
easat-2933	576	1	dependable	dependable	ADJ
easat-2933	576	2	and	and	CCONJ
easat-2933	576	3	secure	secure	ADJ
easat-2933	576	4	comput	comput	NOUN
easat-2933	576	5	.	.	PUNCT
easat-2933	577	1	2016	2016	NUM
easat-2933	577	2	,	,	PUNCT
easat-2933	577	3	13	13	NUM
easat-2933	577	4	,	,	PUNCT
easat-2933	577	5	192–205	192–205	NUM
easat-2933	577	6	.	.	PUNCT
easat-2933	578	1	https://doi.org/10.1109/tdsc.2015.2457918	https://doi.org/10.1109/tdsc.2015.2457918	PROPN
easat-2933	578	2	.	.	PROPN
easat-2933	578	3	4348	4348	NUM
easat-2933	578	4	edelweiss	edelweiss	PROPN
easat-2933	578	5	applied	apply	VERB
easat-2933	578	6	science	science	NOUN
easat-2933	578	7	and	and	CCONJ
easat-2933	578	8	technology	technology	NOUN
easat-2933	578	9	issn	issn	PROPN
easat-2933	578	10	:	:	PUNCT
easat-2933	578	11	2576	2576	NUM
easat-2933	578	12	-	-	SYM
easat-2933	578	13	8484	8484	NUM
easat-2933	578	14	vol	vol	NOUN
easat-2933	578	15	.	.	PROPN
easat-2933	578	16	8	8	NUM
easat-2933	578	17	,	,	PUNCT
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easat-2933	578	19	.	.	NOUN
easat-2933	579	1	6	6	NUM
easat-2933	579	2	:	:	SYM
easat-2933	579	3	4319	4319	NUM
easat-2933	579	4	-	-	SYM
easat-2933	579	5	4348	4348	NUM
easat-2933	579	6	,	,	PUNCT
easat-2933	579	7	2024	2024	NUM
easat-2933	579	8	doi	doi	NOUN
easat-2933	579	9	:	:	PUNCT
easat-2933	579	10	10.55214/25768484.v8i6.2933	10.55214/25768484.v8i6.2933	NUM
easat-2933	579	11	©	©	ADP
easat-2933	579	12	2024	2024	NUM
easat-2933	579	13	by	by	ADP
easat-2933	579	14	the	the	DET
easat-2933	579	15	authors	author	NOUN
easat-2933	579	16	;	;	PUNCT
easat-2933	579	17	licensee	licensee	PROPN
easat-2933	579	18	learning	learning	NOUN
easat-2933	579	19	gate	gate	NOUN
easat-2933	580	1	[	[	X
easat-2933	580	2	28	28	NUM
easat-2933	580	3	]	]	X
easat-2933	580	4	opara	opara	NOUN
easat-2933	580	5	,	,	PUNCT
easat-2933	580	6	e.	e.	PROPN
easat-2933	580	7	;	;	PUNCT
easat-2933	580	8	wimmer	wimmer	PROPN
easat-2933	580	9	,	,	PUNCT
easat-2933	580	10	h.	h.	PROPN
easat-2933	580	11	;	;	PUNCT
easat-2933	580	12	rebman	rebman	NOUN
easat-2933	580	13	,	,	PUNCT
easat-2933	580	14	c.m	c.m	PROPN
easat-2933	580	15	.	.	PROPN
easat-2933	580	16	auto	auto	NOUN
easat-2933	580	17	-	-	PUNCT
easat-2933	580	18	ml	ml	PROPN
easat-2933	580	19	cyber	cyber	NOUN
easat-2933	580	20	security	security	NOUN
easat-2933	580	21	data	datum	NOUN
easat-2933	580	22	analysis	analysis	NOUN
easat-2933	580	23	using	use	VERB
easat-2933	580	24	google	google	NOUN
easat-2933	580	25	,	,	PUNCT
easat-2933	580	26	azure	azure	NOUN
easat-2933	580	27	and	and	CCONJ
easat-2933	580	28	ibm	ibm	PROPN
easat-2933	580	29	cloud	cloud	NOUN
easat-2933	580	30	platforms	platform	NOUN
easat-2933	580	31	.	.	PUNCT
easat-2933	581	1	2022	2022	NUM
easat-2933	581	2	international	international	ADJ
easat-2933	581	3	conference	conference	NOUN
easat-2933	581	4	on	on	ADP
easat-2933	581	5	electrical	electrical	ADJ
easat-2933	581	6	,	,	PUNCT
easat-2933	581	7	computer	computer	NOUN
easat-2933	581	8	and	and	CCONJ
easat-2933	581	9	energy	energy	NOUN
easat-2933	581	10	technologies	technology	NOUN
easat-2933	581	11	(	(	PUNCT
easat-2933	581	12	icecet	icecet	NOUN
easat-2933	581	13	)	)	PUNCT
easat-2933	581	14	2022	2022	NUM
easat-2933	581	15	,	,	PUNCT
easat-2933	581	16	38	38	NUM
easat-2933	581	17	,	,	PUNCT
easat-2933	581	18	1	1	NUM
easat-2933	581	19	–	–	PUNCT
easat-2933	581	20	10	10	NUM
easat-2933	581	21	.	.	PUNCT
easat-2933	581	22	https://doi.org/10.1109/icecet55527.2022.9872782	https://doi.org/10.1109/icecet55527.2022.9872782	NOUN
easat-2933	581	23	.	.	PUNCT
easat-2933	582	1	[	[	X
easat-2933	582	2	29	29	NUM
easat-2933	582	3	]	]	SYM
easat-2933	582	4	xu	xu	PROPN
easat-2933	582	5	,	,	PUNCT
easat-2933	582	6	s.	s.	PROPN
easat-2933	582	7	;	;	PUNCT
easat-2933	582	8	qian	qian	PROPN
easat-2933	582	9	,	,	PUNCT
easat-2933	582	10	y.	y.	PROPN
easat-2933	582	11	;	;	PUNCT
easat-2933	582	12	hu	hu	PROPN
easat-2933	582	13	,	,	PUNCT
easat-2933	582	14	r.q	r.q	PROPN
easat-2933	582	15	.	.	PROPN
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easat-2933	582	17	-	-	PUNCT
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easat-2933	582	21	for	for	ADP
easat-2933	582	22	anomaly	anomaly	NOUN
easat-2933	582	23	detection	detection	NOUN
easat-2933	582	24	.	.	PUNCT
easat-2933	583	1	ieee	ieee	NOUN
easat-2933	583	2	network	network	PROPN
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easat-2933	583	4	,	,	PUNCT
easat-2933	583	5	33	33	NUM
easat-2933	583	6	,	,	PUNCT
easat-2933	583	7	88–95	88–95	NUM
easat-2933	583	8	.	.	PUNCT
easat-2933	584	1	https://doi.org/10.1109/mnet.2019.1800358	https://doi.org/10.1109/mnet.2019.1800358	PROPN
easat-2933	584	2	.	.	PUNCT
easat-2933	585	1	[	[	X
easat-2933	585	2	30	30	NUM
easat-2933	585	3	]	]	X
easat-2933	585	4	j	j	PROPN
easat-2933	585	5	,	,	PUNCT
easat-2933	585	6	g.k	g.k	PROPN
easat-2933	585	7	.	.	PROPN
easat-2933	585	8	;	;	PUNCT
easat-2933	585	9	s	s	X
easat-2933	585	10	,	,	PUNCT
easat-2933	585	11	g.	g.	PROPN
easat-2933	585	12	;	;	PUNCT
easat-2933	585	13	rajendran	rajendran	PROPN
easat-2933	585	14	,	,	PUNCT
easat-2933	585	15	s.	s.	PROPN
easat-2933	585	16	;	;	PUNCT
easat-2933	585	17	vimali	vimali	PROPN
easat-2933	585	18	,	,	PUNCT
easat-2933	585	19	j.s	j.s	PROPN
easat-2933	585	20	.	.	PUNCT
easat-2933	585	21	;	;	PUNCT
easat-2933	585	22	jabez	jabez	PROPN
easat-2933	585	23	,	,	PUNCT
easat-2933	585	24	j.	j.	PROPN
easat-2933	585	25	;	;	PUNCT
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easat-2933	586	1	2021	2021	NUM
easat-2933	586	2	5th	5th	ADJ
easat-2933	586	3	international	international	ADJ
easat-2933	586	4	conference	conference	NOUN
easat-2933	586	5	on	on	ADP
easat-2933	586	6	trends	trend	NOUN
easat-2933	586	7	in	in	ADP
easat-2933	586	8	electronics	electronic	NOUN
easat-2933	586	9	and	and	CCONJ
easat-2933	586	10	informatics	informatic	NOUN
easat-2933	586	11	(	(	PUNCT
easat-2933	586	12	icoei	icoei	NOUN
easat-2933	586	13	)	)	PUNCT
easat-2933	586	14	2021	2021	NUM
easat-2933	586	15	,	,	PUNCT
easat-2933	586	16	4	4	NUM
easat-2933	586	17	,	,	PUNCT
easat-2933	586	18	556–564	556–564	NUM
easat-2933	586	19	.	.	PUNCT
easat-2933	586	20	https://doi.org/10.1109/icoei51242.2021.9452925	https://doi.org/10.1109/icoei51242.2021.9452925	PROPN
easat-2933	586	21	.	.	PUNCT
easat-2933	587	1	[	[	X
easat-2933	587	2	31	31	NUM
easat-2933	587	3	]	]	X
easat-2933	587	4	de	de	X
easat-2933	587	5	tender	tender	NOUN
easat-2933	587	6	,	,	PUNCT
easat-2933	587	7	p.	p.	NOUN
easat-2933	587	8	;	;	PUNCT
easat-2933	587	9	rendon	rendon	PROPN
easat-2933	587	10	,	,	PUNCT
easat-2933	587	11	d.	d.	PROPN
easat-2933	587	12	;	;	PUNCT
easat-2933	587	13	erskine	erskine	PROPN
easat-2933	587	14	,	,	PUNCT
easat-2933	587	15	s.	s.	PROPN
easat-2933	587	16	azure	azure	VERB
easat-2933	587	17	sentinel	sentinel	NOUN
easat-2933	587	18	(	(	PUNCT
easat-2933	587	19	preview	preview	NOUN
easat-2933	587	20	)	)	PUNCT
easat-2933	587	21	.	.	PUNCT
easat-2933	588	1	pro	pro	ADJ
easat-2933	588	2	azure	azure	ADJ
easat-2933	588	3	governance	governance	NOUN
easat-2933	588	4	and	and	CCONJ
easat-2933	588	5	security	security	NOUN
easat-2933	588	6	2019	2019	NUM
easat-2933	588	7	,	,	PUNCT
easat-2933	588	8	267–310	267–310	NUM
easat-2933	588	9	.	.	PUNCT
easat-2933	589	1	https://doi.org/10.1007/978-1-4842-4910-9_8	https://doi.org/10.1007/978-1-4842-4910-9_8	NOUN
easat-2933	589	2	.	.	PUNCT
easat-2933	590	1	[	[	X
easat-2933	590	2	32	32	NUM
easat-2933	590	3	]	]	X
easat-2933	590	4	copeland	copeland	PROPN
easat-2933	590	5	,	,	PUNCT
easat-2933	590	6	m.	m.	NOUN
easat-2933	590	7	;	;	PUNCT
easat-2933	590	8	jacobs	jacobs	PROPN
easat-2933	590	9	,	,	PUNCT
easat-2933	590	10	m.	m.	NOUN
easat-2933	590	11	azure	azure	NOUN
easat-2933	590	12	network	network	NOUN
easat-2933	590	13	security	security	NOUN
easat-2933	590	14	configuration	configuration	NOUN
easat-2933	590	15	.	.	PUNCT
easat-2933	591	1	cyber	cyber	PROPN
easat-2933	591	2	security	security	NOUN
easat-2933	591	3	on	on	ADP
easat-2933	591	4	azure	azure	NOUN
easat-2933	591	5	2020	2020	NUM
easat-2933	591	6	,	,	PUNCT
easat-2933	591	7	37–81	37–81	NUM
easat-2933	591	8	.	.	PUNCT
easat-2933	591	9	https://doi.org/10.1007/978-1-4842-6531-4_2	https://doi.org/10.1007/978-1-4842-6531-4_2	NOUN
easat-2933	591	10	.	.	PUNCT
easat-2933	592	1	[	[	X
easat-2933	592	2	33	33	NUM
easat-2933	592	3	]	]	X
easat-2933	592	4	katzer	katzer	NOUN
easat-2933	592	5	,	,	PUNCT
easat-2933	592	6	m.	m.	NOUN
easat-2933	592	7	managing	manage	VERB
easat-2933	592	8	office	office	NOUN
easat-2933	592	9	365	365	NUM
easat-2933	592	10	.	.	PUNCT
easat-2933	593	1	securing	secure	VERB
easat-2933	593	2	office	office	NOUN
easat-2933	593	3	365	365	NUM
easat-2933	593	4	2018	2018	NUM
easat-2933	593	5	,	,	PUNCT
easat-2933	593	6	499–609	499–609	NUM
easat-2933	593	7	.	.	PUNCT
easat-2933	594	1	https://doi.org/10.1007/978-1-4842-4230-8_8	https://doi.org/10.1007/978-1-4842-4230-8_8	PROPN
easat-2933	594	2	.	.	PUNCT
easat-2933	595	1	[	[	X
easat-2933	595	2	34	34	NUM
easat-2933	595	3	]	]	X
easat-2933	595	4	pathak	pathak	PROPN
easat-2933	595	5	,	,	PUNCT
easat-2933	595	6	p.	p.	PROPN
easat-2933	595	7	;	;	PUNCT
easat-2933	595	8	rangasamy	rangasamy	NOUN
easat-2933	595	9	,	,	PUNCT
easat-2933	595	10	k.	k.	PROPN
easat-2933	595	11	;	;	PUNCT
easat-2933	595	12	selvaraj	selvaraj	VERB
easat-2933	595	13	,	,	PUNCT
easat-2933	595	14	t.	t.	NOUN
easat-2933	595	15	security	security	NOUN
easat-2933	595	16	analytics	analytic	NOUN
easat-2933	595	17	and	and	CCONJ
easat-2933	595	18	benchmarking	benchmarke	VERB
easat-2933	595	19	log	log	NOUN
easat-2933	595	20	aggregation	aggregation	NOUN
easat-2933	595	21	in	in	ADP
easat-2933	595	22	the	the	DET
easat-2933	595	23	cloud	cloud	NOUN
easat-2933	595	24	.	.	PUNCT
easat-2933	596	1	eai	eai	PROPN
easat-2933	596	2	endorsed	endorse	VERB
easat-2933	596	3	transactions	transaction	NOUN
easat-2933	596	4	on	on	ADP
easat-2933	596	5	cloud	cloud	NOUN
easat-2933	596	6	systems	system	NOUN
easat-2933	596	7	2018	2018	NUM
easat-2933	596	8	,	,	PUNCT
easat-2933	596	9	3	3	NUM
easat-2933	596	10	,	,	PUNCT
easat-2933	596	11	154464	154464	NUM
easat-2933	596	12	.	.	PUNCT
easat-2933	597	1	https://doi.org/10.4108/eai.11-4-2018.154464	https://doi.org/10.4108/eai.11-4-2018.154464	NOUN
easat-2933	597	2	.	.	PUNCT
easat-2933	598	1	[	[	X
easat-2933	598	2	35	35	NUM
easat-2933	598	3	]	]	PUNCT
easat-2933	598	4	bihari	bihari	X
easat-2933	598	5	,	,	PUNCT
easat-2933	598	6	v.	v.	PROPN
easat-2933	598	7	;	;	PUNCT
easat-2933	598	8	kumar	kumar	PROPN
easat-2933	598	9	,	,	PUNCT
easat-2933	598	10	a.	a.	PROPN
easat-2933	598	11	;	;	PUNCT
easat-2933	598	12	sattar	sattar	PROPN
easat-2933	598	13	,	,	PUNCT
easat-2933	598	14	a.m.	a.m.	ADV
easat-2933	598	15	;	;	PUNCT
easat-2933	598	16	mritunjay	mritunjay	NOUN
easat-2933	598	17	,	,	PUNCT
easat-2933	598	18	k.r	k.r	PROPN
easat-2933	598	19	.	.	PROPN
easat-2933	598	20	fortifying	fortify	VERB
easat-2933	598	21	the	the	DET
easat-2933	598	22	cloud	cloud	NOUN
easat-2933	598	23	:	:	PUNCT
easat-2933	598	24	unveiling	unveil	VERB
easat-2933	598	25	the	the	DET
easat-2933	598	26	next	next	ADJ
easat-2933	598	27	-	-	PUNCT
easat-2933	598	28	generation	generation	NOUN
easat-2933	598	29	security	security	NOUN
easat-2933	598	30	model	model	NOUN
easat-2933	598	31	of	of	ADP
easat-2933	598	32	aws	aws	PROPN
easat-2933	598	33	.	.	PUNCT
easat-2933	599	1	ijirmps	ijirmp	NOUN
easat-2933	599	2	2023	2023	NUM
easat-2933	599	3	,	,	PUNCT
easat-2933	599	4	11	11	NUM
easat-2933	599	5	.	.	PUNCT
easat-2933	600	1	https://doi.org/10.37082/ijirmps.v11.i3.230230	https://doi.org/10.37082/ijirmps.v11.i3.230230	PROPN
easat-2933	600	2	.	.	PUNCT
easat-2933	601	1	[	[	X
easat-2933	601	2	36	36	NUM
easat-2933	601	3	]	]	X
easat-2933	601	4	hristov	hristov	ADV
easat-2933	601	5	,	,	PUNCT
easat-2933	601	6	m.	m.	NOUN
easat-2933	601	7	;	;	PUNCT
easat-2933	601	8	nenova	nenova	NUM
easat-2933	601	9	,	,	PUNCT
easat-2933	601	10	m.	m.	NOUN
easat-2933	601	11	;	;	PUNCT
easat-2933	601	12	iliev	iliev	PROPN
easat-2933	601	13	,	,	PUNCT
easat-2933	601	14	g.	g.	PROPN
easat-2933	601	15	;	;	PUNCT
easat-2933	601	16	avresky	avresky	PROPN
easat-2933	601	17	,	,	PUNCT
easat-2933	601	18	d.	d.	PROPN
easat-2933	601	19	integration	integration	NOUN
easat-2933	601	20	of	of	ADP
easat-2933	601	21	splunk	splunk	NOUN
easat-2933	601	22	enterprise	enterprise	NOUN
easat-2933	601	23	siem	siem	NOUN
easat-2933	601	24	for	for	ADP
easat-2933	601	25	ddos	ddos	NOUN
easat-2933	601	26	attack	attack	NOUN
easat-2933	601	27	detection	detection	NOUN
easat-2933	601	28	in	in	ADP
easat-2933	601	29	iot	iot	PROPN
easat-2933	601	30	.	.	PROPN
easat-2933	601	31	2021	2021	NUM
easat-2933	601	32	ieee	ieee	NOUN
easat-2933	601	33	20th	20th	ADJ
easat-2933	601	34	international	international	ADJ
easat-2933	601	35	symposium	symposium	NOUN
easat-2933	601	36	on	on	ADP
easat-2933	601	37	network	network	NOUN
easat-2933	601	38	computing	computing	NOUN
easat-2933	601	39	and	and	CCONJ
easat-2933	601	40	applications	application	NOUN
easat-2933	601	41	(	(	PUNCT
easat-2933	601	42	nca	nca	NOUN
easat-2933	601	43	)	)	PUNCT
easat-2933	601	44	2021	2021	NUM
easat-2933	601	45	.	.	PUNCT
easat-2933	602	1	https://doi.org/10.1109/nca53618.2021.9685977	https://doi.org/10.1109/nca53618.2021.9685977	X
easat-2933	602	2	.	.	PUNCT
easat-2933	603	1	[	[	X
easat-2933	603	2	37	37	NUM
easat-2933	603	3	]	]	X
easat-2933	603	4	pearson	pearson	PROPN
easat-2933	603	5	,	,	PUNCT
easat-2933	603	6	s.	s.	PROPN
easat-2933	603	7	taking	take	VERB
easat-2933	603	8	account	account	NOUN
easat-2933	603	9	of	of	ADP
easat-2933	603	10	privacy	privacy	NOUN
easat-2933	603	11	when	when	SCONJ
easat-2933	603	12	designing	design	VERB
easat-2933	603	13	cloud	cloud	NOUN
easat-2933	603	14	computing	computing	NOUN
easat-2933	603	15	services	service	NOUN
easat-2933	603	16	.	.	PUNCT
easat-2933	604	1	2009	2009	NUM
easat-2933	604	2	icse	icse	PROPN
easat-2933	604	3	workshop	workshop	NOUN
easat-2933	604	4	on	on	ADP
easat-2933	604	5	software	software	NOUN
easat-2933	604	6	engineering	engineering	NOUN
easat-2933	604	7	challenges	challenge	NOUN
easat-2933	604	8	of	of	ADP
easat-2933	604	9	cloud	cloud	NOUN
easat-2933	604	10	computing	compute	VERB
easat-2933	604	11	2009	2009	NUM
easat-2933	604	12	.	.	PUNCT
easat-2933	605	1	https://doi.org/10.1109/cloud.2009.5071532	https://doi.org/10.1109/cloud.2009.5071532	PROPN
easat-2933	605	2	.	.	PUNCT
easat-2933	606	1	[	[	X
easat-2933	606	2	38	38	NUM
easat-2933	606	3	]	]	X
easat-2933	606	4	singh	singh	PROPN
easat-2933	606	5	,	,	PUNCT
easat-2933	606	6	j.	j.	PROPN
easat-2933	606	7	;	;	PUNCT
easat-2933	606	8	pasquier	pasquier	NOUN
easat-2933	606	9	,	,	PUNCT
easat-2933	606	10	t.	t.	PROPN
easat-2933	606	11	;	;	PUNCT
easat-2933	606	12	bacon	bacon	NOUN
easat-2933	606	13	,	,	PUNCT
easat-2933	606	14	j.	j.	PROPN
easat-2933	606	15	;	;	PUNCT
easat-2933	606	16	ko	ko	PROPN
easat-2933	606	17	,	,	PUNCT
easat-2933	606	18	h.	h.	PROPN
easat-2933	606	19	;	;	PUNCT
easat-2933	606	20	eyers	eyer	NOUN
easat-2933	606	21	,	,	PUNCT
easat-2933	606	22	d.	d.	PROPN
easat-2933	606	23	twenty	twenty	NUM
easat-2933	606	24	security	security	NOUN
easat-2933	606	25	considerations	consideration	NOUN
easat-2933	606	26	for	for	ADP
easat-2933	606	27	cloud	cloud	NOUN
easat-2933	606	28	-	-	PUNCT
easat-2933	606	29	supported	support	VERB
easat-2933	606	30	internet	internet	NOUN
easat-2933	606	31	of	of	ADP
easat-2933	606	32	things	thing	NOUN
easat-2933	606	33	.	.	PUNCT
easat-2933	607	1	ieee	ieee	NOUN
easat-2933	607	2	internet	internet	NOUN
easat-2933	607	3	things	thing	NOUN
easat-2933	607	4	j.	j.	PROPN
easat-2933	607	5	2016	2016	NUM
easat-2933	607	6	,	,	PUNCT
easat-2933	607	7	3	3	NUM
easat-2933	607	8	,	,	PUNCT
easat-2933	607	9	269–284	269–284	NUM
easat-2933	607	10	.	.	PUNCT
easat-2933	608	1	https://doi.org/10.1109/jiot.2015.2460333	https://doi.org/10.1109/jiot.2015.2460333	PROPN
easat-2933	608	2	.	.	PUNCT
easat-2933	609	1	[	[	X
easat-2933	609	2	39	39	NUM
easat-2933	609	3	]	]	PUNCT
easat-2933	609	4	gonzález	gonzález	PROPN
easat-2933	609	5	-	-	PUNCT
easat-2933	609	6	granadillo	granadillo	PROPN
easat-2933	609	7	,	,	PUNCT
easat-2933	609	8	g.	g.	PROPN
easat-2933	609	9	;	;	PUNCT
easat-2933	609	10	gonzález	gonzález	PROPN
easat-2933	609	11	-	-	PUNCT
easat-2933	609	12	zarzosa	zarzosa	PROPN
easat-2933	609	13	,	,	PUNCT
easat-2933	609	14	s.	s.	PROPN
easat-2933	609	15	;	;	PUNCT
easat-2933	609	16	diaz	diaz	PROPN
easat-2933	609	17	,	,	PUNCT
easat-2933	609	18	r.	r.	PROPN
easat-2933	609	19	security	security	PROPN
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easat-2933	609	21	and	and	CCONJ
easat-2933	609	22	event	event	NOUN
easat-2933	609	23	management	management	NOUN
easat-2933	609	24	(	(	PUNCT
easat-2933	609	25	siem	siem	NOUN
easat-2933	609	26	):	):	PUNCT
easat-2933	609	27	analysis	analysis	NOUN
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easat-2933	609	29	trends	trend	NOUN
easat-2933	609	30	,	,	PUNCT
easat-2933	609	31	and	and	CCONJ
easat-2933	609	32	usage	usage	NOUN
easat-2933	609	33	in	in	ADP
easat-2933	609	34	critical	critical	ADJ
easat-2933	609	35	infrastructures	infrastructure	NOUN
easat-2933	609	36	.	.	PUNCT
easat-2933	610	1	sensors	sensor	NOUN
easat-2933	610	2	2021	2021	NUM
easat-2933	610	3	,	,	PUNCT
easat-2933	610	4	21	21	NUM
easat-2933	610	5	,	,	PUNCT
easat-2933	610	6	4759	4759	NUM
easat-2933	610	7	.	.	PUNCT
easat-2933	611	1	https://doi.org/10.3390/s21144759	https://doi.org/10.3390/s21144759	X
easat-2933	611	2	.	.	PUNCT
easat-2933	612	1	[	[	X
easat-2933	612	2	40	40	NUM
easat-2933	612	3	]	]	PUNCT
easat-2933	612	4	serckumecka	serckumecka	NOUN
easat-2933	612	5	,	,	PUNCT
easat-2933	612	6	a.	a.	NOUN
easat-2933	612	7	;	;	PUNCT
easat-2933	612	8	medeiros	medeiros	PROPN
easat-2933	612	9	,	,	PUNCT
easat-2933	612	10	i.	i.	PROPN
easat-2933	612	11	;	;	PUNCT
easat-2933	612	12	bessani	bessani	PROPN
easat-2933	612	13	,	,	PUNCT
easat-2933	612	14	a.	a.	NOUN
easat-2933	612	15	low	low	ADJ
easat-2933	612	16	-	-	PUNCT
easat-2933	612	17	cost	cost	NOUN
easat-2933	612	18	serverless	serverless	NOUN
easat-2933	612	19	siem	siem	NOUN
easat-2933	612	20	in	in	ADP
easat-2933	612	21	the	the	DET
easat-2933	612	22	cloud	cloud	NOUN
easat-2933	612	23	.	.	PUNCT
easat-2933	613	1	2019	2019	NUM
easat-2933	613	2	38th	38th	ADJ
easat-2933	613	3	symposium	symposium	NOUN
easat-2933	613	4	on	on	ADP
easat-2933	613	5	reliable	reliable	ADJ
easat-2933	613	6	distributed	distribute	VERB
easat-2933	613	7	systems	system	NOUN
easat-2933	613	8	(	(	PUNCT
easat-2933	613	9	srds	srd	NOUN
easat-2933	613	10	)	)	PUNCT
easat-2933	613	11	2019	2019	NUM
easat-2933	613	12	.	.	PUNCT
easat-2933	614	1	https://doi.org/10.1109/srds47363.2019.00057	https://doi.org/10.1109/srds47363.2019.00057	NOUN
easat-2933	614	2	.	.	PUNCT
easat-2933	615	1	[	[	X
easat-2933	615	2	41	41	NUM
easat-2933	615	3	]	]	X
easat-2933	615	4	gunder	gunder	NOUN
easat-2933	615	5	,	,	PUNCT
easat-2933	615	6	a.m.	a.m.	PROPN
easat-2933	615	7	security	security	NOUN
easat-2933	615	8	monitoring	monitoring	NOUN
easat-2933	615	9	and	and	CCONJ
easat-2933	615	10	management	management	NOUN
easat-2933	615	11	based	base	VERB
easat-2933	615	12	on	on	ADP
easat-2933	615	13	the	the	DET
easat-2933	615	14	use	use	NOUN
easat-2933	615	15	of	of	ADP
easat-2933	615	16	ibm	ibm	PROPN
easat-2933	615	17	qradar	qradar	PROPN
easat-2933	615	18	siem	siem	PROPN
easat-2933	615	19	system	system	NOUN
easat-2933	615	20	.	.	PUNCT
easat-2933	616	1	mis	mis	PROPN
easat-2933	616	2	2022	2022	NUM
easat-2933	616	3	,	,	PUNCT
easat-2933	616	4	2	2	NUM
easat-2933	616	5	.	.	PUNCT
easat-2933	616	6	https://doi.org/10.31673/2409-7292.2022.020614	https://doi.org/10.31673/2409-7292.2022.020614	PROPN
easat-2933	616	7	.	.	PUNCT
easat-2933	617	1	[	[	X
easat-2933	617	2	42	42	NUM
easat-2933	617	3	]	]	PUNCT
easat-2933	617	4	tuyishime	tuyishime	NOUN
easat-2933	617	5	,	,	PUNCT
easat-2933	617	6	e.	e.	PROPN
easat-2933	617	7	;	;	PUNCT
easat-2933	617	8	balan	balan	PROPN
easat-2933	617	9	,	,	PUNCT
easat-2933	617	10	t.c	t.c	PROPN
easat-2933	617	11	.	.	PROPN
easat-2933	617	12	;	;	PUNCT
easat-2933	617	13	cotfas	cotfas	NOUN
easat-2933	617	14	,	,	PUNCT
easat-2933	617	15	p.a	p.a	PROPN
easat-2933	617	16	.	.	PROPN
easat-2933	617	17	;	;	PUNCT
easat-2933	617	18	cotfas	cotfas	NOUN
easat-2933	617	19	,	,	PUNCT
easat-2933	617	20	d.t	d.t	PROPN
easat-2933	617	21	.	.	PROPN
easat-2933	617	22	;	;	PUNCT
easat-2933	617	23	rekeraho	rekeraho	PROPN
easat-2933	617	24	,	,	PUNCT
easat-2933	617	25	a.	a.	NOUN
easat-2933	617	26	enhancing	enhance	VERB
easat-2933	617	27	cloud	cloud	ADJ
easat-2933	617	28	security	security	NOUN
easat-2933	617	29	—	—	PUNCT
easat-2933	617	30	proactive	proactive	ADJ
easat-2933	617	31	threat	threat	NOUN
easat-2933	617	32	monitoring	monitoring	NOUN
easat-2933	617	33	and	and	CCONJ
easat-2933	617	34	detection	detection	NOUN
easat-2933	617	35	using	use	VERB
easat-2933	617	36	a	a	DET
easat-2933	617	37	siem	siem	NOUN
easat-2933	617	38	-	-	PUNCT
easat-2933	617	39	based	base	VERB
easat-2933	617	40	approach	approach	NOUN
easat-2933	617	41	.	.	PUNCT
easat-2933	618	1	applied	apply	VERB
easat-2933	618	2	sciences	science	NOUN
easat-2933	618	3	2023	2023	NUM
easat-2933	618	4	,	,	PUNCT
easat-2933	618	5	13	13	NUM
easat-2933	618	6	,	,	PUNCT
easat-2933	618	7	12359	12359	NUM
easat-2933	618	8	.	.	PUNCT
easat-2933	619	1	https://doi.org/10.3390/app132212359	https://doi.org/10.3390/app132212359	X
easat-2933	619	2	.	.	PUNCT
easat-2933	620	1	[	[	X
easat-2933	620	2	43	43	NUM
easat-2933	620	3	]	]	X
easat-2933	620	4	sign	sign	NOUN
easat-2933	620	5	-	-	PUNCT
easat-2933	620	6	ins	in	NOUN
easat-2933	620	7	from	from	ADP
easat-2933	620	8	ips	ip	NOUN
easat-2933	620	9	that	that	PRON
easat-2933	620	10	attempt	attempt	VERB
easat-2933	620	11	sign	sign	NOUN
easat-2933	620	12	-	-	PUNCT
easat-2933	620	13	ins	in	NOUN
easat-2933	620	14	to	to	ADP
easat-2933	620	15	disabled	disabled	ADJ
easat-2933	620	16	accounts	account	NOUN
easat-2933	620	17	.	.	PUNCT
easat-2933	621	1	available	available	ADJ
easat-2933	621	2	online	online	ADV
easat-2933	621	3	:	:	PUNCT
easat-2933	622	1	https://github.com/azure/azuresentinel/blob/master/detections/asimauthentication/imsigninattemptsbyipviadisabledaccounts.yaml	https://github.com/azure/azuresentinel/blob/master/detections/asimauthentication/imsigninattemptsbyipviadisabledaccounts.yaml	PROPN
easat-2933	622	2	(	(	PUNCT
easat-2933	622	3	accessed	access	VERB
easat-2933	622	4	on	on	ADP
easat-2933	622	5	01.10.2024	01.10.2024	NUM
easat-2933	622	6	.	.	PUNCT
easat-2933	622	7	)	)	PUNCT