id	sid	tid	token	lemma	pos
easat-1809	1	1	edelweiss	edelweiss	PROPN
easat-1809	1	2	applied	apply	VERB
easat-1809	1	3	science	science	NOUN
easat-1809	1	4	and	and	CCONJ
easat-1809	1	5	technology	technology	NOUN
easat-1809	1	6	issn	issn	PROPN
easat-1809	1	7	:	:	PUNCT
easat-1809	1	8	2576	2576	NUM
easat-1809	1	9	-	-	SYM
easat-1809	1	10	8484	8484	NUM
easat-1809	1	11	vol	vol	NOUN
easat-1809	1	12	.	.	PROPN
easat-1809	1	13	8	8	NUM
easat-1809	1	14	,	,	PUNCT
easat-1809	1	15	no	no	INTJ
easat-1809	1	16	.	.	NOUN
easat-1809	1	17	5	5	NUM
easat-1809	1	18	,	,	PUNCT
easat-1809	1	19	1090	1090	NUM
easat-1809	1	20	-	-	SYM
easat-1809	1	21	1100	1100	NUM
easat-1809	1	22	2024	2024	NUM
easat-1809	1	23	publisher	publisher	NOUN
easat-1809	1	24	:	:	PUNCT
easat-1809	1	25	learning	learn	VERB
easat-1809	1	26	gate	gate	NOUN
easat-1809	1	27	doi	doi	PROPN
easat-1809	1	28	:	:	PUNCT
easat-1809	1	29	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	1	30	©	©	NOUN
easat-1809	1	31	2024	2024	NUM
easat-1809	1	32	by	by	ADP
easat-1809	1	33	the	the	DET
easat-1809	1	34	author	author	NOUN
easat-1809	1	35	;	;	PUNCT
easat-1809	1	36	licensee	licensee	PROPN
easat-1809	1	37	learning	learning	NOUN
easat-1809	1	38	gate	gate	NOUN
easat-1809	1	39	©	©	PROPN
easat-1809	1	40	2024	2024	NUM
easat-1809	1	41	by	by	ADP
easat-1809	1	42	the	the	DET
easat-1809	1	43	author	author	NOUN
easat-1809	1	44	;	;	PUNCT
easat-1809	1	45	licensee	licensee	PROPN
easat-1809	1	46	learning	learn	VERB
easat-1809	1	47	gate	gate	NOUN
easat-1809	1	48	*	*	PUNCT
easat-1809	1	49	correspondence	correspondence	NOUN
easat-1809	1	50	:	:	PUNCT
easat-1809	1	51	bsfakiha@uqu.edu.sa	bsfakiha@uqu.edu.sa	NOUN
easat-1809	1	52	forensic	forensic	ADJ
easat-1809	1	53	analysis	analysis	NOUN
easat-1809	1	54	of	of	ADP
easat-1809	1	55	bad	bad	ADJ
easat-1809	1	56	usb	usb	NOUN
easat-1809	1	57	attacks	attack	NOUN
easat-1809	1	58	:	:	PUNCT
easat-1809	1	59	a	a	DET
easat-1809	1	60	methodology	methodology	NOUN
easat-1809	1	61	for	for	ADP
easat-1809	1	62	detecting	detect	VERB
easat-1809	1	63	and	and	CCONJ
easat-1809	1	64	mitigating	mitigate	VERB
easat-1809	1	65	malicious	malicious	ADJ
easat-1809	1	66	usb	usb	NOUN
easat-1809	1	67	device	device	NOUN
easat-1809	1	68	activities	activity	NOUN
easat-1809	1	69	bandr	bandr	PROPN
easat-1809	1	70	siraj	siraj	PROPN
easat-1809	1	71	fakiha	fakiha	PROPN
easat-1809	1	72	department	department	PROPN
easat-1809	1	73	of	of	ADP
easat-1809	1	74	medical	medical	ADJ
easat-1809	1	75	health	health	NOUN
easat-1809	1	76	services	service	NOUN
easat-1809	1	77	,	,	PUNCT
easat-1809	1	78	faculty	faculty	NOUN
easat-1809	1	79	of	of	ADP
easat-1809	1	80	health	health	NOUN
easat-1809	1	81	sciences	sciences	PROPN
easat-1809	1	82	,	,	PUNCT
easat-1809	1	83	umm	umm	INTJ
easat-1809	1	84	al	al	PROPN
easat-1809	1	85	-	-	PUNCT
easat-1809	1	86	qura	qura	PROPN
easat-1809	1	87	university	university	PROPN
easat-1809	1	88	,	,	PUNCT
easat-1809	1	89	saudi	saudi	PROPN
easat-1809	1	90	arabia	arabia	PROPN
easat-1809	1	91	;	;	PUNCT
easat-1809	1	92	bsfakiha@uqu.edu.sa	bsfakiha@uqu.edu.sa	PROPN
easat-1809	1	93	(	(	PUNCT
easat-1809	1	94	b.	b.	PROPN
easat-1809	1	95	s.f	s.f	PROPN
easat-1809	1	96	.	.	PROPN
easat-1809	1	97	)	)	PUNCT
easat-1809	1	98	.	.	PUNCT
easat-1809	2	1	abstract	abstract	ADJ
easat-1809	2	2	:	:	PUNCT
easat-1809	2	3	badusb	badusb	PROPN
easat-1809	2	4	is	be	AUX
easat-1809	2	5	one	one	NUM
easat-1809	2	6	of	of	ADP
easat-1809	2	7	the	the	DET
easat-1809	2	8	most	most	ADV
easat-1809	2	9	dangerous	dangerous	ADJ
easat-1809	2	10	cybersecurity	cybersecurity	NOUN
easat-1809	2	11	threats	threat	NOUN
easat-1809	2	12	,	,	PUNCT
easat-1809	2	13	given	give	VERB
easat-1809	2	14	that	that	SCONJ
easat-1809	2	15	it	it	PRON
easat-1809	2	16	uses	use	VERB
easat-1809	2	17	the	the	DET
easat-1809	2	18	firmware	firmware	NOUN
easat-1809	2	19	of	of	ADP
easat-1809	2	20	usb	usb	NOUN
easat-1809	2	21	devices	device	NOUN
easat-1809	2	22	to	to	PART
easat-1809	2	23	perform	perform	VERB
easat-1809	2	24	various	various	ADJ
easat-1809	2	25	undetectable	undetectable	ADJ
easat-1809	2	26	actions	action	NOUN
easat-1809	2	27	with	with	ADP
easat-1809	2	28	numerous	numerous	ADJ
easat-1809	2	29	tools	tool	NOUN
easat-1809	2	30	.	.	PUNCT
easat-1809	3	1	this	this	DET
easat-1809	3	2	research	research	NOUN
easat-1809	3	3	aims	aim	VERB
easat-1809	3	4	to	to	PART
easat-1809	3	5	evaluate	evaluate	VERB
easat-1809	3	6	the	the	DET
easat-1809	3	7	efficiency	efficiency	NOUN
easat-1809	3	8	of	of	ADP
easat-1809	3	9	different	different	ADJ
easat-1809	3	10	forensic	forensic	ADJ
easat-1809	3	11	approaches	approach	NOUN
easat-1809	3	12	,	,	PUNCT
easat-1809	3	13	such	such	ADJ
easat-1809	3	14	as	as	ADP
easat-1809	3	15	signature	signature	NOUN
easat-1809	3	16	-	-	PUNCT
easat-1809	3	17	based	base	VERB
easat-1809	3	18	detection	detection	NOUN
easat-1809	3	19	,	,	PUNCT
easat-1809	3	20	behavioral	behavioral	ADJ
easat-1809	3	21	analysis	analysis	NOUN
easat-1809	3	22	,	,	PUNCT
easat-1809	3	23	and	and	CCONJ
easat-1809	3	24	the	the	DET
easat-1809	3	25	machine	machine	NOUN
easat-1809	3	26	learning	learning	NOUN
easat-1809	3	27	(	(	PUNCT
easat-1809	3	28	ml	ml	NOUN
easat-1809	3	29	)	)	PUNCT
easat-1809	3	30	approach	approach	NOUN
easat-1809	3	31	,	,	PUNCT
easat-1809	3	32	in	in	ADP
easat-1809	3	33	detecting	detect	VERB
easat-1809	3	34	and	and	CCONJ
easat-1809	3	35	analyzing	analyze	VERB
easat-1809	3	36	badusb	badusb	PROPN
easat-1809	3	37	attacks	attack	NOUN
easat-1809	3	38	.	.	PUNCT
easat-1809	4	1	experiments	experiment	NOUN
easat-1809	4	2	were	be	AUX
easat-1809	4	3	conducted	conduct	VERB
easat-1809	4	4	with	with	ADP
easat-1809	4	5	preconfigured	preconfigured	ADJ
easat-1809	4	6	usb	usb	NOUN
easat-1809	4	7	peripherals	peripheral	NOUN
easat-1809	4	8	to	to	PART
easat-1809	4	9	perform	perform	VERB
easat-1809	4	10	keystroke	keystroke	PROPN
easat-1809	4	11	injection	injection	NOUN
easat-1809	4	12	,	,	PUNCT
easat-1809	4	13	data	datum	NOUN
easat-1809	4	14	exfiltration	exfiltration	NOUN
easat-1809	4	15	,	,	PUNCT
easat-1809	4	16	malware	malware	NOUN
easat-1809	4	17	delivery	delivery	NOUN
easat-1809	4	18	,	,	PUNCT
easat-1809	4	19	and	and	CCONJ
easat-1809	4	20	network	network	NOUN
easat-1809	4	21	traffic	traffic	NOUN
easat-1809	4	22	manipulation	manipulation	NOUN
easat-1809	4	23	.	.	PUNCT
easat-1809	5	1	the	the	DET
easat-1809	5	2	analysis	analysis	NOUN
easat-1809	5	3	shows	show	VERB
easat-1809	5	4	that	that	SCONJ
easat-1809	5	5	the	the	DET
easat-1809	5	6	behavioral	behavioral	ADJ
easat-1809	5	7	analysis	analysis	NOUN
easat-1809	5	8	and	and	CCONJ
easat-1809	5	9	the	the	DET
easat-1809	5	10	ml	ml	ADV
easat-1809	5	11	-	-	PUNCT
easat-1809	5	12	based	base	VERB
easat-1809	5	13	methods	method	NOUN
easat-1809	5	14	show	show	VERB
easat-1809	5	15	high	high	ADJ
easat-1809	5	16	detection	detection	NOUN
easat-1809	5	17	accuracy	accuracy	NOUN
easat-1809	5	18	and	and	CCONJ
easat-1809	5	19	low	low	ADJ
easat-1809	5	20	false	false	ADJ
easat-1809	5	21	positives	positive	NOUN
easat-1809	5	22	.	.	PUNCT
easat-1809	6	1	machine	machine	NOUN
easat-1809	6	2	learning	learn	VERB
easat-1809	6	3	detection	detection	NOUN
easat-1809	6	4	is	be	AUX
easat-1809	6	5	the	the	DET
easat-1809	6	6	most	most	ADV
easat-1809	6	7	efficient	efficient	ADJ
easat-1809	6	8	method	method	NOUN
easat-1809	6	9	.	.	PUNCT
easat-1809	7	1	behavioral	behavioral	ADJ
easat-1809	7	2	analysis	analysis	NOUN
easat-1809	7	3	had	have	VERB
easat-1809	7	4	higher	high	ADJ
easat-1809	7	5	accuracy	accuracy	NOUN
easat-1809	7	6	in	in	ADP
easat-1809	7	7	detecting	detect	VERB
easat-1809	7	8	abnormal	abnormal	ADJ
easat-1809	7	9	device	device	NOUN
easat-1809	7	10	behavior	behavior	NOUN
easat-1809	7	11	but	but	CCONJ
easat-1809	7	12	had	have	VERB
easat-1809	7	13	a	a	DET
easat-1809	7	14	longer	long	ADJ
easat-1809	7	15	detection	detection	NOUN
easat-1809	7	16	time	time	NOUN
easat-1809	7	17	than	than	ADP
easat-1809	7	18	the	the	DET
easat-1809	7	19	ml	ml	PROPN
easat-1809	7	20	methods	method	NOUN
easat-1809	7	21	.	.	PUNCT
easat-1809	8	1	this	this	DET
easat-1809	8	2	research	research	NOUN
easat-1809	8	3	beneficently	beneficently	ADV
easat-1809	8	4	addresses	address	VERB
easat-1809	8	5	the	the	DET
easat-1809	8	6	issues	issue	NOUN
easat-1809	8	7	and	and	CCONJ
easat-1809	8	8	challenges	challenge	NOUN
easat-1809	8	9	in	in	ADP
easat-1809	8	10	the	the	DET
easat-1809	8	11	field	field	NOUN
easat-1809	8	12	of	of	ADP
easat-1809	8	13	digital	digital	ADJ
easat-1809	8	14	forensics	forensic	NOUN
easat-1809	8	15	and	and	CCONJ
easat-1809	8	16	calls	call	NOUN
easat-1809	8	17	for	for	ADP
easat-1809	8	18	further	further	ADJ
easat-1809	8	19	improvement	improvement	NOUN
easat-1809	8	20	in	in	ADP
easat-1809	8	21	the	the	DET
easat-1809	8	22	detection	detection	NOUN
easat-1809	8	23	methods	method	NOUN
easat-1809	8	24	.	.	PUNCT
easat-1809	9	1	it	it	PRON
easat-1809	9	2	proposes	propose	VERB
easat-1809	9	3	ways	way	NOUN
easat-1809	9	4	to	to	PART
easat-1809	9	5	implement	implement	VERB
easat-1809	9	6	these	these	DET
easat-1809	9	7	methods	method	NOUN
easat-1809	9	8	within	within	ADP
easat-1809	9	9	the	the	DET
easat-1809	9	10	existing	exist	VERB
easat-1809	9	11	cybersecurity	cybersecurity	NOUN
easat-1809	9	12	models	model	NOUN
easat-1809	9	13	.	.	PUNCT
easat-1809	10	1	future	future	ADJ
easat-1809	10	2	studies	study	NOUN
easat-1809	10	3	should	should	AUX
easat-1809	10	4	focus	focus	VERB
easat-1809	10	5	on	on	ADP
easat-1809	10	6	the	the	DET
easat-1809	10	7	best	good	ADJ
easat-1809	10	8	approaches	approach	NOUN
easat-1809	10	9	to	to	ADP
easat-1809	10	10	fine	fine	ADJ
easat-1809	10	11	-	-	PUNCT
easat-1809	10	12	tune	tune	NOUN
easat-1809	10	13	these	these	DET
easat-1809	10	14	techniques	technique	NOUN
easat-1809	10	15	,	,	PUNCT
easat-1809	10	16	diversify	diversify	VERB
easat-1809	10	17	datasets	dataset	NOUN
easat-1809	10	18	for	for	ADP
easat-1809	10	19	machine	machine	NOUN
easat-1809	10	20	learning	learn	VERB
easat-1809	10	21	detection	detection	NOUN
easat-1809	10	22	methods	method	NOUN
easat-1809	10	23	,	,	PUNCT
easat-1809	10	24	and	and	CCONJ
easat-1809	10	25	advance	advance	NOUN
easat-1809	10	26	methodologies	methodology	NOUN
easat-1809	10	27	in	in	ADP
easat-1809	10	28	forensics	forensic	NOUN
easat-1809	10	29	to	to	PART
easat-1809	10	30	accommodate	accommodate	VERB
easat-1809	10	31	new	new	ADJ
easat-1809	10	32	generations	generation	NOUN
easat-1809	10	33	of	of	ADP
easat-1809	10	34	technologies	technology	NOUN
easat-1809	10	35	like	like	ADP
easat-1809	10	36	the	the	DET
easat-1809	10	37	internet	internet	NOUN
easat-1809	10	38	of	of	ADP
easat-1809	10	39	things	thing	NOUN
easat-1809	10	40	and	and	CCONJ
easat-1809	10	41	cloud	cloud	NOUN
easat-1809	10	42	systems	system	NOUN
easat-1809	10	43	.	.	PUNCT
easat-1809	11	1	keywords	keyword	NOUN
easat-1809	11	2	:	:	PUNCT
easat-1809	11	3	badusb	badusb	PROPN
easat-1809	11	4	attacks	attack	VERB
easat-1809	11	5	,	,	PUNCT
easat-1809	11	6	behavioral	behavioral	ADJ
easat-1809	11	7	analysis	analysis	NOUN
easat-1809	11	8	,	,	PUNCT
easat-1809	11	9	digital	digital	ADJ
easat-1809	11	10	forensics	forensic	NOUN
easat-1809	11	11	,	,	PUNCT
easat-1809	11	12	cybersecurity	cybersecurity	NOUN
easat-1809	11	13	,	,	PUNCT
easat-1809	11	14	machine	machine	NOUN
easat-1809	11	15	learning	learning	NOUN
easat-1809	11	16	.	.	PUNCT
easat-1809	12	1	1	1	X
easat-1809	12	2	.	.	X
easat-1809	12	3	introduction	introduction	NOUN
easat-1809	12	4	1.1	1.1	NUM
easat-1809	12	5	.	.	PUNCT
easat-1809	13	1	overview	overview	NOUN
easat-1809	13	2	of	of	ADP
easat-1809	13	3	badusb	badusb	PROPN
easat-1809	13	4	attacks	attack	VERB
easat-1809	13	5	in	in	ADP
easat-1809	13	6	the	the	DET
easat-1809	13	7	modern	modern	ADJ
easat-1809	13	8	cyber	cyber	NOUN
easat-1809	13	9	environment	environment	NOUN
easat-1809	13	10	badusb	badusb	PROPN
easat-1809	13	11	attacks	attack	NOUN
easat-1809	13	12	are	be	AUX
easat-1809	13	13	complex	complex	ADJ
easat-1809	13	14	and	and	CCONJ
easat-1809	13	15	typically	typically	ADV
easat-1809	13	16	dangerous	dangerous	ADJ
easat-1809	13	17	kinds	kind	NOUN
easat-1809	13	18	of	of	ADP
easat-1809	13	19	cyberattacks	cyberattack	NOUN
easat-1809	13	20	that	that	PRON
easat-1809	13	21	take	take	VERB
easat-1809	13	22	advantage	advantage	NOUN
easat-1809	13	23	of	of	ADP
easat-1809	13	24	the	the	DET
easat-1809	13	25	trust	trust	NOUN
easat-1809	13	26	people	people	NOUN
easat-1809	13	27	put	put	VERB
easat-1809	13	28	in	in	ADP
easat-1809	13	29	usb	usb	NOUN
easat-1809	13	30	devices	device	NOUN
easat-1809	13	31	like	like	ADP
easat-1809	13	32	cables	cable	NOUN
easat-1809	13	33	and	and	CCONJ
easat-1809	13	34	chargers	charger	NOUN
easat-1809	13	35	.	.	PUNCT
easat-1809	14	1	as	as	SCONJ
easat-1809	14	2	opposed	oppose	VERB
easat-1809	14	3	to	to	ADP
easat-1809	14	4	typical	typical	ADJ
easat-1809	14	5	malware	malware	NOUN
easat-1809	14	6	,	,	PUNCT
easat-1809	14	7	which	which	PRON
easat-1809	14	8	exists	exist	VERB
easat-1809	14	9	inside	inside	ADP
easat-1809	14	10	files	file	NOUN
easat-1809	14	11	or	or	CCONJ
easat-1809	14	12	applications	application	NOUN
easat-1809	14	13	,	,	PUNCT
easat-1809	14	14	badusb	badusb	PROPN
easat-1809	14	15	focuses	focus	VERB
easat-1809	14	16	on	on	ADP
easat-1809	14	17	the	the	DET
easat-1809	14	18	device	device	NOUN
easat-1809	14	19	's	's	PART
easat-1809	14	20	firmware	firmware	NOUN
easat-1809	14	21	[	[	X
easat-1809	14	22	1	1	NUM
easat-1809	14	23	]	]	PUNCT
easat-1809	14	24	.	.	PUNCT
easat-1809	15	1	the	the	DET
easat-1809	15	2	firmware	firmware	NOUN
easat-1809	15	3	is	be	AUX
easat-1809	15	4	the	the	DET
easat-1809	15	5	basic	basic	ADJ
easat-1809	15	6	code	code	NOUN
easat-1809	15	7	that	that	PRON
easat-1809	15	8	determines	determine	VERB
easat-1809	15	9	the	the	DET
easat-1809	15	10	operations	operation	NOUN
easat-1809	15	11	of	of	ADP
easat-1809	15	12	the	the	DET
easat-1809	15	13	usb	usb	NOUN
easat-1809	15	14	device	device	NOUN
easat-1809	15	15	within	within	ADP
easat-1809	15	16	the	the	DET
easat-1809	15	17	host	host	NOUN
easat-1809	15	18	and	and	CCONJ
easat-1809	15	19	has	have	AUX
easat-1809	15	20	become	become	VERB
easat-1809	15	21	vulnerable	vulnerable	ADJ
easat-1809	15	22	to	to	ADP
easat-1809	15	23	hacker	hacker	NOUN
easat-1809	15	24	exploitation	exploitation	NOUN
easat-1809	15	25	since	since	SCONJ
easat-1809	15	26	the	the	DET
easat-1809	15	27	advent	advent	NOUN
easat-1809	15	28	of	of	ADP
easat-1809	15	29	this	this	DET
easat-1809	15	30	hacking	hack	VERB
easat-1809	15	31	technique	technique	NOUN
easat-1809	15	32	[	[	X
easat-1809	15	33	2	2	NUM
easat-1809	15	34	]	]	PUNCT
easat-1809	15	35	.	.	PUNCT
easat-1809	16	1	by	by	ADP
easat-1809	16	2	altering	alter	VERB
easat-1809	16	3	this	this	DET
easat-1809	16	4	firmware	firmware	NOUN
easat-1809	16	5	,	,	PUNCT
easat-1809	16	6	an	an	DET
easat-1809	16	7	attacker	attacker	NOUN
easat-1809	16	8	gets	get	VERB
easat-1809	16	9	the	the	DET
easat-1809	16	10	usb	usb	NOUN
easat-1809	16	11	device	device	NOUN
easat-1809	16	12	to	to	PART
easat-1809	16	13	act	act	VERB
easat-1809	16	14	in	in	ADP
easat-1809	16	15	a	a	DET
easat-1809	16	16	given	give	VERB
easat-1809	16	17	way	way	NOUN
easat-1809	16	18	,	,	PUNCT
easat-1809	16	19	potentially	potentially	ADV
easat-1809	16	20	keylogging	keylogging	NOUN
easat-1809	16	21	,	,	PUNCT
easat-1809	16	22	hijacking	hijack	VERB
easat-1809	16	23	browser	browser	NOUN
easat-1809	16	24	connections	connection	NOUN
easat-1809	16	25	,	,	PUNCT
easat-1809	16	26	injecting	inject	VERB
easat-1809	16	27	code	code	NOUN
easat-1809	16	28	,	,	PUNCT
easat-1809	16	29	or	or	CCONJ
easat-1809	16	30	opening	open	VERB
easat-1809	16	31	a	a	DET
easat-1809	16	32	backdoor	backdoor	NOUN
easat-1809	16	33	into	into	ADP
easat-1809	16	34	a	a	DET
easat-1809	16	35	system	system	NOUN
easat-1809	16	36	.	.	PUNCT
easat-1809	17	1	such	such	ADJ
easat-1809	17	2	actions	action	NOUN
easat-1809	17	3	are	be	AUX
easat-1809	17	4	performed	perform	VERB
easat-1809	17	5	covertly	covertly	ADV
easat-1809	17	6	and	and	CCONJ
easat-1809	17	7	are	be	AUX
easat-1809	17	8	very	very	ADV
easat-1809	17	9	hard	hard	ADJ
easat-1809	17	10	to	to	PART
easat-1809	17	11	distinguish	distinguish	VERB
easat-1809	17	12	from	from	ADP
easat-1809	17	13	legitimate	legitimate	ADJ
easat-1809	17	14	operations	operation	NOUN
easat-1809	17	15	using	use	VERB
easat-1809	17	16	conventional	conventional	ADJ
easat-1809	17	17	anti	anti	ADJ
easat-1809	17	18	-	-	ADJ
easat-1809	17	19	viral	viral	ADJ
easat-1809	17	20	tools	tool	NOUN
easat-1809	17	21	since	since	SCONJ
easat-1809	17	22	the	the	DET
easat-1809	17	23	infected	infect	VERB
easat-1809	17	24	files	file	NOUN
easat-1809	17	25	are	be	AUX
easat-1809	17	26	never	never	ADV
easat-1809	17	27	stored	store	VERB
easat-1809	17	28	on	on	ADP
easat-1809	17	29	the	the	DET
easat-1809	17	30	device	device	NOUN
easat-1809	17	31	in	in	ADP
easat-1809	17	32	the	the	DET
easat-1809	17	33	first	first	ADJ
easat-1809	17	34	place	place	NOUN
easat-1809	17	35	.	.	PUNCT
easat-1809	18	1	for	for	ADP
easat-1809	18	2	this	this	DET
easat-1809	18	3	reason	reason	NOUN
easat-1809	18	4	,	,	PUNCT
easat-1809	18	5	a	a	DET
easat-1809	18	6	look	look	NOUN
easat-1809	18	7	into	into	ADP
easat-1809	18	8	the	the	DET
easat-1809	18	9	contemporary	contemporary	ADJ
easat-1809	18	10	threat	threat	NOUN
easat-1809	18	11	posed	pose	VERB
easat-1809	18	12	by	by	ADP
easat-1809	18	13	badusb	badusb	PROPN
easat-1809	18	14	in	in	ADP
easat-1809	18	15	today	today	NOUN
easat-1809	18	16	's	's	PART
easat-1809	18	17	advanced	advanced	ADJ
easat-1809	18	18	world	world	NOUN
easat-1809	18	19	of	of	ADP
easat-1809	18	20	cybercrime	cybercrime	NOUN
easat-1809	18	21	holds	hold	VERB
easat-1809	18	22	great	great	ADJ
easat-1809	18	23	potential	potential	NOUN
easat-1809	18	24	to	to	PART
easat-1809	18	25	improve	improve	VERB
easat-1809	18	26	security	security	NOUN
easat-1809	18	27	,	,	PUNCT
easat-1809	18	28	considering	consider	VERB
easat-1809	18	29	that	that	SCONJ
easat-1809	18	30	universal	universal	ADJ
easat-1809	18	31	serial	serial	ADJ
easat-1809	18	32	bus	bus	NOUN
easat-1809	18	33	(	(	PUNCT
easat-1809	18	34	usb	usb	NOUN
easat-1809	18	35	)	)	PUNCT
easat-1809	18	36	devices	device	NOUN
easat-1809	18	37	are	be	AUX
easat-1809	18	38	some	some	PRON
easat-1809	18	39	of	of	ADP
easat-1809	18	40	the	the	DET
easat-1809	18	41	most	most	ADV
easat-1809	18	42	common	common	ADJ
easat-1809	18	43	sharing	sharing	NOUN
easat-1809	18	44	tools	tool	NOUN
easat-1809	18	45	in	in	ADP
easat-1809	18	46	the	the	DET
easat-1809	18	47	modern	modern	ADJ
easat-1809	18	48	world	world	NOUN
easat-1809	19	1	[	[	X
easat-1809	19	2	3	3	NUM
easat-1809	19	3	]	]	PUNCT
easat-1809	19	4	.	.	PUNCT
easat-1809	20	1	many	many	ADJ
easat-1809	20	2	types	type	NOUN
easat-1809	20	3	of	of	ADP
easat-1809	20	4	peripherals	peripheral	NOUN
easat-1809	20	5	,	,	PUNCT
easat-1809	20	6	including	include	VERB
easat-1809	20	7	usb	usb	NOUN
easat-1809	20	8	flash	flash	NOUN
easat-1809	20	9	drives	drive	NOUN
easat-1809	20	10	,	,	PUNCT
easat-1809	20	11	keyboards	keyboard	NOUN
easat-1809	20	12	,	,	PUNCT
easat-1809	20	13	external	external	ADJ
easat-1809	20	14	hard	hard	ADJ
easat-1809	20	15	drives	drive	NOUN
easat-1809	20	16	,	,	PUNCT
easat-1809	20	17	and	and	CCONJ
easat-1809	20	18	others	other	NOUN
easat-1809	20	19	,	,	PUNCT
easat-1809	20	20	are	be	AUX
easat-1809	20	21	utilized	utilize	VERB
easat-1809	20	22	within	within	ADP
easat-1809	20	23	nearly	nearly	ADV
easat-1809	20	24	every	every	PRON
easat-1809	20	25	business	business	NOUN
easat-1809	20	26	and	and	CCONJ
easat-1809	20	27	organization	organization	NOUN
easat-1809	20	28	.	.	PUNCT
easat-1809	21	1	this	this	PRON
easat-1809	21	2	makes	make	VERB
easat-1809	21	3	them	they	PRON
easat-1809	21	4	an	an	DET
easat-1809	21	5	ideal	ideal	ADJ
easat-1809	21	6	gateway	gateway	NOUN
easat-1809	21	7	for	for	SCONJ
easat-1809	21	8	attackers	attacker	NOUN
easat-1809	21	9	to	to	PART
easat-1809	21	10	penetrate	penetrate	VERB
easat-1809	21	11	critical	critical	ADJ
easat-1809	21	12	systems	system	NOUN
easat-1809	21	13	and	and	CCONJ
easat-1809	21	14	go	go	VERB
easat-1809	21	15	around	around	ADV
easat-1809	21	16	established	establish	VERB
easat-1809	21	17	security	security	NOUN
easat-1809	21	18	measures	measure	NOUN
easat-1809	21	19	normally	normally	ADV
easat-1809	21	20	meant	mean	VERB
easat-1809	21	21	to	to	PART
easat-1809	21	22	protect	protect	VERB
easat-1809	21	23	against	against	ADP
easat-1809	21	24	network	network	NOUN
easat-1809	21	25	or	or	CCONJ
easat-1809	21	26	software	software	NOUN
easat-1809	21	27	-	-	PUNCT
easat-1809	21	28	related	relate	VERB
easat-1809	21	29	attacks	attack	NOUN
easat-1809	21	30	[	[	X
easat-1809	21	31	4	4	NUM
easat-1809	21	32	]	]	PUNCT
easat-1809	21	33	.	.	PUNCT
easat-1809	22	1	badusb	badusb	PROPN
easat-1809	22	2	attacks	attack	NOUN
easat-1809	22	3	are	be	AUX
easat-1809	22	4	also	also	ADV
easat-1809	22	5	especially	especially	ADV
easat-1809	22	6	devastating	devastating	ADJ
easat-1809	22	7	when	when	SCONJ
easat-1809	22	8	https://orcid.org/0009-0006-7537-0251	https://orcid.org/0009-0006-7537-0251	PROPN
easat-1809	22	9	1091	1091	NUM
easat-1809	22	10	edelweiss	edelweiss	PROPN
easat-1809	22	11	applied	apply	VERB
easat-1809	22	12	science	science	NOUN
easat-1809	22	13	and	and	CCONJ
easat-1809	22	14	technology	technology	NOUN
easat-1809	22	15	issn	issn	PROPN
easat-1809	22	16	:	:	PUNCT
easat-1809	22	17	2576	2576	NUM
easat-1809	22	18	-	-	SYM
easat-1809	22	19	8484	8484	NUM
easat-1809	22	20	vol	vol	NOUN
easat-1809	22	21	.	.	PROPN
easat-1809	22	22	8	8	NUM
easat-1809	22	23	,	,	PUNCT
easat-1809	22	24	no	no	INTJ
easat-1809	22	25	.	.	NOUN
easat-1809	22	26	5	5	NUM
easat-1809	22	27	:	:	SYM
easat-1809	22	28	1090	1090	NUM
easat-1809	22	29	-	-	SYM
easat-1809	22	30	1100	1100	NUM
easat-1809	22	31	,	,	PUNCT
easat-1809	22	32	2024	2024	NUM
easat-1809	22	33	doi	doi	NOUN
easat-1809	22	34	:	:	PUNCT
easat-1809	22	35	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	22	36	©	©	NOUN
easat-1809	22	37	2024	2024	NUM
easat-1809	22	38	by	by	ADP
easat-1809	22	39	the	the	DET
easat-1809	22	40	author	author	NOUN
easat-1809	22	41	;	;	PUNCT
easat-1809	22	42	licensee	licensee	PROPN
easat-1809	22	43	learning	learning	NOUN
easat-1809	22	44	gate	gate	NOUN
easat-1809	22	45	delivered	deliver	VERB
easat-1809	22	46	in	in	ADP
easat-1809	22	47	air	air	NOUN
easat-1809	22	48	-	-	PUNCT
easat-1809	22	49	gapped	gapped	NOUN
easat-1809	22	50	conditions	condition	NOUN
easat-1809	22	51	,	,	PUNCT
easat-1809	22	52	where	where	SCONJ
easat-1809	22	53	physical	physical	ADJ
easat-1809	22	54	usb	usb	NOUN
easat-1809	22	55	devices	device	NOUN
easat-1809	22	56	are	be	AUX
easat-1809	22	57	the	the	DET
easat-1809	22	58	only	only	ADJ
easat-1809	22	59	method	method	NOUN
easat-1809	22	60	of	of	ADP
easat-1809	22	61	information	information	NOUN
easat-1809	22	62	exchange	exchange	NOUN
easat-1809	22	63	due	due	ADP
easat-1809	22	64	to	to	ADP
easat-1809	22	65	network	network	NOUN
easat-1809	22	66	isolation	isolation	NOUN
easat-1809	22	67	from	from	ADP
easat-1809	22	68	the	the	DET
easat-1809	22	69	internet	internet	NOUN
easat-1809	22	70	[	[	X
easat-1809	22	71	5	5	NUM
easat-1809	22	72	]	]	PUNCT
easat-1809	22	73	.	.	PUNCT
easat-1809	23	1	thus	thus	ADV
easat-1809	23	2	,	,	PUNCT
easat-1809	23	3	attackers	attacker	NOUN
easat-1809	23	4	who	who	PRON
easat-1809	23	5	have	have	AUX
easat-1809	23	6	leveraged	leverage	VERB
easat-1809	23	7	the	the	DET
easat-1809	23	8	badusb	badusb	PROPN
easat-1809	23	9	vulnerabilities	vulnerabilitie	VERB
easat-1809	23	10	can	can	AUX
easat-1809	23	11	easily	easily	ADV
easat-1809	23	12	infiltrate	infiltrate	VERB
easat-1809	23	13	highly	highly	ADV
easat-1809	23	14	confidential	confidential	ADJ
easat-1809	23	15	systems	system	NOUN
easat-1809	23	16	.	.	PUNCT
easat-1809	24	1	figure	figure	NOUN
easat-1809	24	2	1	1	NUM
easat-1809	24	3	below	below	ADV
easat-1809	24	4	shows	show	VERB
easat-1809	24	5	a	a	DET
easat-1809	24	6	typical	typical	ADJ
easat-1809	24	7	air	air	NOUN
easat-1809	24	8	-	-	PUNCT
easat-1809	24	9	gapped	gapped	NOUN
easat-1809	24	10	condition	condition	NOUN
easat-1809	24	11	.	.	PUNCT
easat-1809	25	1	figure	figure	NOUN
easat-1809	25	2	1	1	NUM
easat-1809	25	3	.	.	PUNCT
easat-1809	26	1	a	a	DET
easat-1809	26	2	typical	typical	ADJ
easat-1809	26	3	air	air	NOUN
easat-1809	26	4	-	-	PUNCT
easat-1809	26	5	gapped	gapped	NOUN
easat-1809	26	6	network	network	NOUN
easat-1809	26	7	environment	environment	NOUN
easat-1809	26	8	.	.	PUNCT
easat-1809	27	1	the	the	DET
easat-1809	27	2	stuxnet	stuxnet	NOUN
easat-1809	27	3	worm	worm	NOUN
easat-1809	27	4	is	be	AUX
easat-1809	27	5	a	a	DET
easat-1809	27	6	real	real	ADJ
easat-1809	27	7	-	-	PUNCT
easat-1809	27	8	world	world	NOUN
easat-1809	27	9	example	example	NOUN
easat-1809	27	10	of	of	ADP
easat-1809	27	11	a	a	DET
easat-1809	27	12	usb	usb	NOUN
easat-1809	27	13	-	-	PUNCT
easat-1809	27	14	based	base	VERB
easat-1809	27	15	attack	attack	NOUN
easat-1809	27	16	not	not	PART
easat-1809	27	17	necessarily	necessarily	ADV
easat-1809	27	18	linked	link	VERB
easat-1809	27	19	to	to	ADP
easat-1809	27	20	badusb	badusb	PROPN
easat-1809	27	21	.	.	PUNCT
easat-1809	28	1	this	this	DET
easat-1809	28	2	malware	malware	NOUN
easat-1809	28	3	attacked	attack	VERB
easat-1809	28	4	the	the	DET
easat-1809	28	5	iranian	iranian	ADJ
easat-1809	28	6	nuclear	nuclear	ADJ
easat-1809	28	7	facilities	facility	NOUN
easat-1809	28	8	through	through	ADP
easat-1809	28	9	a	a	DET
easat-1809	28	10	few	few	ADJ
easat-1809	28	11	infected	infect	VERB
easat-1809	28	12	usb	usb	NOUN
easat-1809	28	13	devices	device	NOUN
easat-1809	28	14	[	[	X
easat-1809	28	15	6	6	NUM
easat-1809	28	16	]	]	PUNCT
easat-1809	28	17	.	.	PUNCT
easat-1809	29	1	this	this	DET
easat-1809	29	2	2010	2010	NUM
easat-1809	29	3	computer	computer	NOUN
easat-1809	29	4	worm	worm	NOUN
easat-1809	29	5	was	be	AUX
easat-1809	29	6	designed	design	VERB
easat-1809	29	7	to	to	PART
easat-1809	29	8	take	take	VERB
easat-1809	29	9	over	over	ADP
easat-1809	29	10	specific	specific	ADJ
easat-1809	29	11	programmable	programmable	ADJ
easat-1809	29	12	industrial	industrial	ADJ
easat-1809	29	13	control	control	NOUN
easat-1809	29	14	systems	system	NOUN
easat-1809	29	15	and	and	CCONJ
easat-1809	29	16	cause	cause	VERB
easat-1809	29	17	malfunctions	malfunction	NOUN
easat-1809	29	18	in	in	ADP
easat-1809	29	19	the	the	DET
easat-1809	29	20	equipment	equipment	NOUN
easat-1809	29	21	running	run	VERB
easat-1809	29	22	the	the	DET
easat-1809	29	23	nuclear	nuclear	ADJ
easat-1809	29	24	systems	system	NOUN
easat-1809	29	25	,	,	PUNCT
easat-1809	29	26	all	all	PRON
easat-1809	29	27	while	while	SCONJ
easat-1809	29	28	feeding	feed	VERB
easat-1809	29	29	false	false	ADJ
easat-1809	29	30	information	information	NOUN
easat-1809	29	31	to	to	ADP
easat-1809	29	32	the	the	DET
easat-1809	29	33	systems	system	NOUN
easat-1809	29	34	monitors	monitor	NOUN
easat-1809	29	35	,	,	PUNCT
easat-1809	29	36	indicating	indicate	VERB
easat-1809	29	37	the	the	DET
easat-1809	29	38	equipment	equipment	NOUN
easat-1809	29	39	is	be	AUX
easat-1809	29	40	operating	operate	VERB
easat-1809	29	41	as	as	SCONJ
easat-1809	29	42	intended	intend	VERB
easat-1809	29	43	[	[	X
easat-1809	29	44	7	7	NUM
easat-1809	29	45	]	]	PUNCT
easat-1809	29	46	.	.	PUNCT
easat-1809	30	1	the	the	DET
easat-1809	30	2	incident	incident	NOUN
easat-1809	30	3	showed	show	VERB
easat-1809	30	4	that	that	SCONJ
easat-1809	30	5	usb	usb	NOUN
easat-1809	30	6	exploits	exploit	NOUN
easat-1809	30	7	have	have	VERB
easat-1809	30	8	the	the	DET
easat-1809	30	9	capability	capability	NOUN
easat-1809	30	10	to	to	PART
easat-1809	30	11	cause	cause	VERB
easat-1809	30	12	catastrophic	catastrophic	ADJ
easat-1809	30	13	consequences	consequence	NOUN
easat-1809	30	14	if	if	SCONJ
easat-1809	30	15	leveraged	leverage	VERB
easat-1809	30	16	by	by	ADP
easat-1809	30	17	ill	ill	ADV
easat-1809	30	18	-	-	PUNCT
easat-1809	30	19	intending	intend	VERB
easat-1809	30	20	hackers	hacker	NOUN
easat-1809	30	21	.	.	PUNCT
easat-1809	31	1	the	the	DET
easat-1809	31	2	stuxnet	stuxnet	NOUN
easat-1809	31	3	virus	virus	NOUN
easat-1809	31	4	replicated	replicate	VERB
easat-1809	31	5	as	as	ADP
easat-1809	31	6	a	a	DET
easat-1809	31	7	usb	usb	NOUN
easat-1809	31	8	drive	drive	NOUN
easat-1809	31	9	and	and	CCONJ
easat-1809	31	10	infected	infected	ADJ
easat-1809	31	11	computers	computer	NOUN
easat-1809	31	12	with	with	ADP
easat-1809	31	13	malware	malware	NOUN
easat-1809	31	14	.	.	PUNCT
easat-1809	32	1	typical	typical	ADJ
easat-1809	32	2	badusb	badusb	PROPN
easat-1809	32	3	exploits	exploit	VERB
easat-1809	32	4	,	,	PUNCT
easat-1809	32	5	however	however	ADV
easat-1809	32	6	,	,	PUNCT
easat-1809	32	7	encompass	encompass	VERB
easat-1809	32	8	targeted	target	VERB
easat-1809	32	9	attacks	attack	NOUN
easat-1809	32	10	on	on	ADP
easat-1809	32	11	the	the	DET
easat-1809	32	12	device	device	NOUN
easat-1809	32	13	itself	itself	PRON
easat-1809	33	1	[	[	X
easat-1809	33	2	8	8	NUM
easat-1809	33	3	]	]	PUNCT
easat-1809	33	4	.	.	PUNCT
easat-1809	34	1	this	this	PRON
easat-1809	34	2	makes	make	VERB
easat-1809	34	3	detecting	detect	VERB
easat-1809	34	4	and	and	CCONJ
easat-1809	34	5	preventing	prevent	VERB
easat-1809	34	6	attacks	attack	NOUN
easat-1809	34	7	such	such	ADJ
easat-1809	34	8	as	as	ADP
easat-1809	34	9	badusb	badusb	PROPN
easat-1809	34	10	even	even	ADV
easat-1809	34	11	more	more	ADV
easat-1809	34	12	challenging	challenging	ADJ
easat-1809	34	13	,	,	PUNCT
easat-1809	34	14	hence	hence	ADV
easat-1809	34	15	the	the	DET
easat-1809	34	16	need	need	NOUN
easat-1809	34	17	to	to	PART
easat-1809	34	18	conduct	conduct	VERB
easat-1809	34	19	research	research	NOUN
easat-1809	34	20	to	to	PART
easat-1809	34	21	solve	solve	VERB
easat-1809	34	22	this	this	DET
easat-1809	34	23	issue	issue	NOUN
easat-1809	34	24	.	.	PUNCT
easat-1809	35	1	1.2	1.2	NUM
easat-1809	35	2	.	.	PUNCT
easat-1809	35	3	challenges	challenge	NOUN
easat-1809	35	4	emerging	emerge	VERB
easat-1809	35	5	from	from	ADP
easat-1809	35	6	badusb	badusb	PROPN
easat-1809	35	7	attacks	attack	NOUN
easat-1809	35	8	typically	typically	ADV
easat-1809	35	9	,	,	PUNCT
easat-1809	35	10	badusb	badusb	PROPN
easat-1809	35	11	attacks	attack	NOUN
easat-1809	35	12	are	be	AUX
easat-1809	35	13	difficult	difficult	ADJ
easat-1809	35	14	to	to	PART
easat-1809	35	15	prevent	prevent	VERB
easat-1809	35	16	and	and	CCONJ
easat-1809	35	17	mitigate	mitigate	VERB
easat-1809	35	18	by	by	ADP
easat-1809	35	19	traditional	traditional	ADJ
easat-1809	35	20	security	security	NOUN
easat-1809	35	21	methods	method	NOUN
easat-1809	35	22	,	,	PUNCT
easat-1809	35	23	and	and	CCONJ
easat-1809	35	24	most	most	ADJ
easat-1809	35	25	digital	digital	ADJ
easat-1809	35	26	forensic	forensic	ADJ
easat-1809	35	27	analysis	analysis	NOUN
easat-1809	35	28	approaches	approach	VERB
easat-1809	35	29	[	[	X
easat-1809	35	30	9	9	NUM
easat-1809	35	31	]	]	PUNCT
easat-1809	35	32	.	.	PUNCT
easat-1809	36	1	legacy	legacy	NOUN
easat-1809	36	2	anti	anti	ADJ
easat-1809	36	3	-	-	ADJ
easat-1809	36	4	malware	malware	ADJ
easat-1809	36	5	and	and	CCONJ
easat-1809	36	6	antivirus	antivirus	NOUN
easat-1809	36	7	applications	application	NOUN
easat-1809	36	8	are	be	AUX
easat-1809	36	9	centered	center	VERB
easat-1809	36	10	on	on	ADP
easat-1809	36	11	certain	certain	ADJ
easat-1809	36	12	file	file	NOUN
easat-1809	36	13	patterns	pattern	NOUN
easat-1809	36	14	,	,	PUNCT
easat-1809	36	15	malicious	malicious	ADJ
easat-1809	36	16	or	or	CCONJ
easat-1809	36	17	virus	virus	NOUN
easat-1809	36	18	code	code	NOUN
easat-1809	36	19	strings	string	NOUN
easat-1809	36	20	,	,	PUNCT
easat-1809	36	21	or	or	CCONJ
easat-1809	36	22	abhorrent	abhorrent	ADJ
easat-1809	36	23	execution	execution	NOUN
easat-1809	36	24	of	of	ADP
easat-1809	36	25	software	software	NOUN
easat-1809	36	26	programs	program	NOUN
easat-1809	36	27	[	[	X
easat-1809	36	28	10	10	NUM
easat-1809	36	29	]	]	PUNCT
easat-1809	36	30	.	.	PUNCT
easat-1809	37	1	badusb	badusb	PROPN
easat-1809	37	2	malware	malware	PROPN
easat-1809	37	3	works	work	VERB
easat-1809	37	4	at	at	ADP
easat-1809	37	5	the	the	DET
easat-1809	37	6	firmware	firmware	NOUN
easat-1809	37	7	level	level	NOUN
easat-1809	37	8	and	and	CCONJ
easat-1809	37	9	never	never	ADV
easat-1809	37	10	uses	use	VERB
easat-1809	37	11	the	the	DET
easat-1809	37	12	software	software	NOUN
easat-1809	37	13	or	or	CCONJ
easat-1809	37	14	executable	executable	ADJ
easat-1809	37	15	files	file	NOUN
easat-1809	37	16	detected	detect	VERB
easat-1809	37	17	by	by	ADP
easat-1809	37	18	these	these	DET
easat-1809	37	19	tools	tool	NOUN
easat-1809	37	20	[	[	X
easat-1809	37	21	11	11	NUM
easat-1809	37	22	]	]	PUNCT
easat-1809	37	23	.	.	PUNCT
easat-1809	38	1	it	it	PRON
easat-1809	38	2	encompasses	encompass	VERB
easat-1809	38	3	designed	design	VERB
easat-1809	38	4	malware	malware	NOUN
easat-1809	38	5	that	that	PRON
easat-1809	38	6	looks	look	VERB
easat-1809	38	7	like	like	ADP
easat-1809	38	8	a	a	DET
easat-1809	38	9	normal	normal	ADJ
easat-1809	38	10	usb	usb	NOUN
easat-1809	38	11	device	device	NOUN
easat-1809	38	12	in	in	ADP
easat-1809	38	13	the	the	DET
easat-1809	38	14	eyes	eye	NOUN
easat-1809	38	15	of	of	ADP
easat-1809	38	16	the	the	DET
easat-1809	38	17	user	user	NOUN
easat-1809	38	18	and	and	CCONJ
easat-1809	38	19	the	the	DET
easat-1809	38	20	secmal	secmal	ADJ
easat-1809	38	21	software	software	NOUN
easat-1809	38	22	,	,	PUNCT
easat-1809	38	23	but	but	CCONJ
easat-1809	38	24	it	it	PRON
easat-1809	38	25	secretly	secretly	ADV
easat-1809	38	26	does	do	VERB
easat-1809	38	27	dangerous	dangerous	ADJ
easat-1809	38	28	executions	execution	NOUN
easat-1809	38	29	.	.	PUNCT
easat-1809	39	1	another	another	DET
easat-1809	39	2	challenge	challenge	NOUN
easat-1809	39	3	is	be	AUX
easat-1809	39	4	that	that	SCONJ
easat-1809	39	5	,	,	PUNCT
easat-1809	39	6	in	in	ADP
easat-1809	39	7	most	most	ADJ
easat-1809	39	8	systems	system	NOUN
easat-1809	39	9	,	,	PUNCT
easat-1809	39	10	logging	log	VERB
easat-1809	39	11	or	or	CCONJ
easat-1809	39	12	tracking	tracking	NOUN
easat-1809	39	13	mechanisms	mechanism	NOUN
easat-1809	39	14	for	for	ADP
easat-1809	39	15	usb	usb	NOUN
easat-1809	39	16	firmware	firmware	NOUN
easat-1809	39	17	activities	activity	NOUN
easat-1809	39	18	are	be	AUX
easat-1809	39	19	not	not	PART
easat-1809	39	20	implemented	implement	VERB
easat-1809	39	21	.	.	PUNCT
easat-1809	40	1	once	once	ADV
easat-1809	40	2	an	an	DET
easat-1809	40	3	infected	infected	ADJ
easat-1809	40	4	usb	usb	NOUN
easat-1809	40	5	device	device	NOUN
easat-1809	40	6	is	be	AUX
easat-1809	40	7	inserted	insert	VERB
easat-1809	40	8	into	into	ADP
easat-1809	40	9	a	a	DET
easat-1809	40	10	machine	machine	NOUN
easat-1809	40	11	,	,	PUNCT
easat-1809	40	12	it	it	PRON
easat-1809	40	13	can	can	AUX
easat-1809	40	14	perform	perform	VERB
easat-1809	40	15	numerous	numerous	ADJ
easat-1809	40	16	malicious	malicious	ADJ
easat-1809	40	17	activities	activity	NOUN
easat-1809	40	18	that	that	PRON
easat-1809	40	19	are	be	AUX
easat-1809	40	20	hard	hard	ADJ
easat-1809	40	21	to	to	PART
easat-1809	40	22	detect	detect	VERB
easat-1809	40	23	on	on	ADP
easat-1809	40	24	the	the	DET
easat-1809	40	25	system	system	NOUN
easat-1809	40	26	,	,	PUNCT
easat-1809	40	27	especially	especially	ADV
easat-1809	40	28	if	if	SCONJ
easat-1809	40	29	the	the	DET
easat-1809	40	30	attack	attack	NOUN
easat-1809	40	31	looks	look	VERB
easat-1809	40	32	like	like	ADP
easat-1809	40	33	ordinary	ordinary	ADJ
easat-1809	40	34	hardware	hardware	NOUN
easat-1809	40	35	like	like	ADP
easat-1809	40	36	a	a	DET
easat-1809	40	37	keyboard	keyboard	NOUN
easat-1809	40	38	or	or	CCONJ
easat-1809	40	39	a	a	DET
easat-1809	40	40	network	network	NOUN
easat-1809	40	41	adapter	adapter	NOUN
easat-1809	40	42	.	.	PUNCT
easat-1809	41	1	this	this	PRON
easat-1809	41	2	is	be	AUX
easat-1809	41	3	because	because	SCONJ
easat-1809	41	4	digital	digital	ADJ
easat-1809	41	5	forensics	forensic	NOUN
easat-1809	41	6	investigators	investigator	NOUN
easat-1809	41	7	work	work	VERB
easat-1809	41	8	mainly	mainly	ADV
easat-1809	41	9	on	on	ADP
easat-1809	41	10	system	system	NOUN
easat-1809	41	11	logs	log	NOUN
easat-1809	41	12	,	,	PUNCT
easat-1809	41	13	network	network	NOUN
easat-1809	41	14	traffic	traffic	NOUN
easat-1809	41	15	,	,	PUNCT
easat-1809	41	16	or	or	CCONJ
easat-1809	41	17	files	file	NOUN
easat-1809	41	18	to	to	PART
easat-1809	41	19	trace	trace	VERB
easat-1809	41	20	the	the	DET
easat-1809	41	21	source	source	NOUN
easat-1809	41	22	of	of	ADP
easat-1809	41	23	an	an	DET
easat-1809	41	24	attack	attack	NOUN
easat-1809	41	25	[	[	X
easat-1809	41	26	12	12	NUM
easat-1809	41	27	]	]	PUNCT
easat-1809	41	28	.	.	PUNCT
easat-1809	42	1	in	in	ADP
easat-1809	42	2	the	the	DET
easat-1809	42	3	case	case	NOUN
easat-1809	42	4	of	of	ADP
easat-1809	42	5	badusb	badusb	PROPN
easat-1809	42	6	attacks	attack	VERB
easat-1809	42	7	,	,	PUNCT
easat-1809	42	8	these	these	DET
easat-1809	42	9	traditional	traditional	ADJ
easat-1809	42	10	forensic	forensic	ADJ
easat-1809	42	11	methods	method	NOUN
easat-1809	42	12	provide	provide	VERB
easat-1809	42	13	no	no	DET
easat-1809	42	14	results	result	NOUN
easat-1809	42	15	because	because	SCONJ
easat-1809	42	16	the	the	DET
easat-1809	42	17	firmware	firmware	NOUN
easat-1809	42	18	changes	change	NOUN
easat-1809	42	19	made	make	VERB
easat-1809	42	20	do	do	AUX
easat-1809	42	21	not	not	PART
easat-1809	42	22	create	create	VERB
easat-1809	42	23	easily	easily	ADV
easat-1809	42	24	identifiable	identifiable	ADJ
easat-1809	42	25	traces	trace	NOUN
easat-1809	42	26	.	.	PUNCT
easat-1809	43	1	therefore	therefore	ADV
easat-1809	43	2	,	,	PUNCT
easat-1809	43	3	there	there	PRON
easat-1809	43	4	is	be	VERB
easat-1809	43	5	no	no	DET
easat-1809	43	6	way	way	NOUN
easat-1809	43	7	or	or	CCONJ
easat-1809	43	8	little	little	ADJ
easat-1809	43	9	proof	proof	NOUN
easat-1809	43	10	of	of	ADP
easat-1809	43	11	how	how	SCONJ
easat-1809	43	12	the	the	DET
easat-1809	43	13	attack	attack	NOUN
easat-1809	43	14	occurred	occur	VERB
easat-1809	43	15	or	or	CCONJ
easat-1809	43	16	what	what	PRON
easat-1809	43	17	was	be	AUX
easat-1809	43	18	done	do	VERB
easat-1809	43	19	maliciously	maliciously	ADV
easat-1809	43	20	if	if	SCONJ
easat-1809	43	21	there	there	PRON
easat-1809	43	22	are	be	VERB
easat-1809	43	23	no	no	DET
easat-1809	43	24	efficient	efficient	ADJ
easat-1809	43	25	detection	detection	NOUN
easat-1809	43	26	channels	channel	NOUN
easat-1809	43	27	in	in	ADP
easat-1809	43	28	place	place	NOUN
easat-1809	43	29	for	for	SCONJ
easat-1809	43	30	forensic	forensic	ADJ
easat-1809	43	31	investigators	investigator	NOUN
easat-1809	43	32	to	to	PART
easat-1809	43	33	discover	discover	VERB
easat-1809	43	34	.	.	PUNCT
easat-1809	44	1	1092	1092	NUM
easat-1809	44	2	edelweiss	edelweiss	PROPN
easat-1809	44	3	applied	apply	VERB
easat-1809	44	4	science	science	NOUN
easat-1809	44	5	and	and	CCONJ
easat-1809	44	6	technology	technology	NOUN
easat-1809	44	7	issn	issn	PROPN
easat-1809	44	8	:	:	PUNCT
easat-1809	44	9	2576	2576	NUM
easat-1809	44	10	-	-	SYM
easat-1809	44	11	8484	8484	NUM
easat-1809	44	12	vol	vol	NOUN
easat-1809	44	13	.	.	PROPN
easat-1809	44	14	8	8	NUM
easat-1809	44	15	,	,	PUNCT
easat-1809	44	16	no	no	INTJ
easat-1809	44	17	.	.	NOUN
easat-1809	44	18	5	5	NUM
easat-1809	44	19	:	:	SYM
easat-1809	44	20	1090	1090	NUM
easat-1809	44	21	-	-	SYM
easat-1809	44	22	1100	1100	NUM
easat-1809	44	23	,	,	PUNCT
easat-1809	44	24	2024	2024	NUM
easat-1809	44	25	doi	doi	NOUN
easat-1809	44	26	:	:	PUNCT
easat-1809	44	27	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	44	28	©	©	NOUN
easat-1809	44	29	2024	2024	NUM
easat-1809	44	30	by	by	ADP
easat-1809	44	31	the	the	DET
easat-1809	44	32	author	author	NOUN
easat-1809	44	33	;	;	PUNCT
easat-1809	44	34	licensee	licensee	PROPN
easat-1809	44	35	learning	learning	NOUN
easat-1809	44	36	gate	gate	NOUN
easat-1809	44	37	moreover	moreover	ADV
easat-1809	44	38	,	,	PUNCT
easat-1809	44	39	since	since	SCONJ
easat-1809	44	40	badusb	badusb	PROPN
easat-1809	44	41	attacks	attack	NOUN
easat-1809	44	42	can	can	AUX
easat-1809	44	43	change	change	VERB
easat-1809	44	44	usb	usb	NOUN
easat-1809	44	45	devices	device	NOUN
easat-1809	44	46	to	to	PART
easat-1809	44	47	mimic	mimic	VERB
easat-1809	44	48	several	several	ADJ
easat-1809	44	49	types	type	NOUN
easat-1809	44	50	of	of	ADP
easat-1809	44	51	equipment	equipment	NOUN
easat-1809	44	52	,	,	PUNCT
easat-1809	44	53	like	like	ADP
easat-1809	44	54	a	a	DET
easat-1809	44	55	keyboard	keyboard	NOUN
easat-1809	44	56	injecting	inject	VERB
easat-1809	44	57	keystroke	keystroke	NOUN
easat-1809	44	58	or	or	CCONJ
easat-1809	44	59	a	a	DET
easat-1809	44	60	nic	nic	PROPN
easat-1809	44	61	redirecting	redirecting	ADJ
easat-1809	44	62	traffic	traffic	NOUN
easat-1809	44	63	,	,	PUNCT
easat-1809	44	64	such	such	ADJ
easat-1809	44	65	attacks	attack	NOUN
easat-1809	44	66	pose	pose	VERB
easat-1809	44	67	issues	issue	NOUN
easat-1809	44	68	that	that	PRON
easat-1809	44	69	typical	typical	ADJ
easat-1809	44	70	forensics	forensic	NOUN
easat-1809	44	71	utilities	utility	NOUN
easat-1809	44	72	are	be	AUX
easat-1809	44	73	ill	ill	ADV
easat-1809	44	74	-	-	PUNCT
easat-1809	44	75	equipped	equipped	ADJ
easat-1809	44	76	to	to	PART
easat-1809	44	77	solve	solve	VERB
easat-1809	44	78	[	[	PUNCT
easat-1809	44	79	13	13	NUM
easat-1809	44	80	]	]	PUNCT
easat-1809	44	81	.	.	PUNCT
easat-1809	45	1	its	its	PRON
easat-1809	45	2	polyfunctional	polyfunctional	ADJ
easat-1809	45	3	character	character	NOUN
easat-1809	45	4	makes	make	VERB
easat-1809	45	5	badusb	badusb	PROPN
easat-1809	45	6	tricky	tricky	ADJ
easat-1809	45	7	to	to	PART
easat-1809	45	8	identify	identify	VERB
easat-1809	45	9	in	in	ADP
easat-1809	45	10	the	the	DET
easat-1809	45	11	first	first	ADJ
easat-1809	45	12	place	place	NOUN
easat-1809	45	13	.	.	PUNCT
easat-1809	46	1	one	one	NUM
easat-1809	46	2	needs	need	VERB
easat-1809	46	3	to	to	PART
easat-1809	46	4	use	use	VERB
easat-1809	46	5	highly	highly	ADV
easat-1809	46	6	specific	specific	ADJ
easat-1809	46	7	tools	tool	NOUN
easat-1809	46	8	that	that	PRON
easat-1809	46	9	are	be	AUX
easat-1809	46	10	not	not	PART
easat-1809	46	11	universal	universal	ADJ
easat-1809	46	12	for	for	ADP
easat-1809	46	13	analysts	analyst	NOUN
easat-1809	46	14	and	and	CCONJ
easat-1809	46	15	it	it	PRON
easat-1809	46	16	security	security	NOUN
easat-1809	46	17	practitioners	practitioner	NOUN
easat-1809	46	18	.	.	PUNCT
easat-1809	47	1	1.2	1.2	NUM
easat-1809	47	2	.	.	PUNCT
easat-1809	47	3	research	research	NOUN
easat-1809	47	4	gap	gap	NOUN
easat-1809	47	5	the	the	DET
easat-1809	47	6	absence	absence	NOUN
easat-1809	47	7	of	of	ADP
easat-1809	47	8	adequate	adequate	ADJ
easat-1809	47	9	forensic	forensic	ADJ
easat-1809	47	10	approaches	approach	NOUN
easat-1809	47	11	to	to	ADP
easat-1809	47	12	identifying	identify	VERB
easat-1809	47	13	and	and	CCONJ
easat-1809	47	14	investigating	investigate	VERB
easat-1809	47	15	badusb	badusb	PROPN
easat-1809	47	16	occurrences	occurrence	NOUN
easat-1809	47	17	is	be	AUX
easat-1809	47	18	a	a	DET
easat-1809	47	19	challenge	challenge	NOUN
easat-1809	47	20	in	in	ADP
easat-1809	47	21	the	the	DET
easat-1809	47	22	current	current	ADJ
easat-1809	47	23	security	security	NOUN
easat-1809	47	24	systems	system	NOUN
easat-1809	47	25	.	.	PUNCT
easat-1809	48	1	a	a	DET
easat-1809	48	2	lot	lot	NOUN
easat-1809	48	3	of	of	ADP
easat-1809	48	4	the	the	DET
easat-1809	48	5	current	current	ADJ
easat-1809	48	6	generation	generation	NOUN
easat-1809	48	7	of	of	ADP
easat-1809	48	8	forensic	forensic	ADJ
easat-1809	48	9	tools	tool	NOUN
easat-1809	48	10	have	have	AUX
easat-1809	48	11	been	be	AUX
easat-1809	48	12	designed	design	VERB
easat-1809	48	13	and	and	CCONJ
easat-1809	48	14	work	work	VERB
easat-1809	48	15	at	at	ADP
easat-1809	48	16	the	the	DET
easat-1809	48	17	macro	macro	ADJ
easat-1809	48	18	level	level	NOUN
easat-1809	48	19	and	and	CCONJ
easat-1809	48	20	,	,	PUNCT
easat-1809	48	21	therefore	therefore	ADV
easat-1809	48	22	,	,	PUNCT
easat-1809	48	23	can	can	AUX
easat-1809	48	24	not	not	PART
easat-1809	48	25	easily	easily	ADV
easat-1809	48	26	detect	detect	VERB
easat-1809	48	27	firmware	firmware	NOUN
easat-1809	48	28	changes	change	NOUN
easat-1809	48	29	in	in	ADP
easat-1809	48	30	usb	usb	NOUN
easat-1809	48	31	devices	device	NOUN
easat-1809	48	32	[	[	X
easat-1809	48	33	14	14	NUM
easat-1809	48	34	]	]	PUNCT
easat-1809	48	35	because	because	SCONJ
easat-1809	48	36	they	they	PRON
easat-1809	48	37	are	be	AUX
easat-1809	48	38	more	more	ADV
easat-1809	48	39	suitable	suitable	ADJ
easat-1809	48	40	for	for	ADP
easat-1809	48	41	tasks	task	NOUN
easat-1809	48	42	such	such	ADJ
easat-1809	48	43	as	as	ADP
easat-1809	48	44	file	file	NOUN
easat-1809	48	45	creation	creation	NOUN
easat-1809	48	46	time	time	NOUN
easat-1809	48	47	,	,	PUNCT
easat-1809	48	48	modification	modification	NOUN
easat-1809	48	49	time	time	NOUN
easat-1809	48	50	,	,	PUNCT
easat-1809	48	51	and	and	CCONJ
easat-1809	48	52	possibly	possibly	ADV
easat-1809	48	53	many	many	ADJ
easat-1809	48	54	network	network	NOUN
easat-1809	48	55	activities	activity	NOUN
easat-1809	48	56	.	.	PUNCT
easat-1809	49	1	also	also	ADV
easat-1809	49	2	,	,	PUNCT
easat-1809	49	3	there	there	PRON
easat-1809	49	4	needs	need	VERB
easat-1809	49	5	to	to	PART
easat-1809	49	6	be	be	AUX
easat-1809	49	7	more	more	ADV
easat-1809	49	8	automatable	automatable	ADJ
easat-1809	49	9	and	and	CCONJ
easat-1809	49	10	trustworthy	trustworthy	ADJ
easat-1809	49	11	methods	method	NOUN
easat-1809	49	12	for	for	ADP
easat-1809	49	13	distinguishing	distinguish	VERB
easat-1809	49	14	between	between	ADP
easat-1809	49	15	the	the	DET
easat-1809	49	16	normal	normal	ADJ
easat-1809	49	17	behavior	behavior	NOUN
easat-1809	49	18	of	of	ADP
easat-1809	49	19	usb	usb	NOUN
easat-1809	49	20	devices	device	NOUN
easat-1809	49	21	and	and	CCONJ
easat-1809	49	22	malware	malware	NOUN
easat-1809	49	23	-	-	PUNCT
easat-1809	49	24	tampered	tamper	VERB
easat-1809	49	25	firmware	firmware	NOUN
easat-1809	49	26	.	.	PUNCT
easat-1809	50	1	there	there	PRON
easat-1809	50	2	are	be	VERB
easat-1809	50	3	works	work	NOUN
easat-1809	50	4	on	on	ADP
easat-1809	50	5	identifying	identify	VERB
easat-1809	50	6	malicious	malicious	ADJ
easat-1809	50	7	usb	usb	NOUN
easat-1809	50	8	activities	activity	NOUN
easat-1809	50	9	,	,	PUNCT
easat-1809	50	10	behavior	behavior	NOUN
easat-1809	50	11	analysis	analysis	NOUN
easat-1809	50	12	,	,	PUNCT
easat-1809	50	13	or	or	CCONJ
easat-1809	50	14	machine	machine	NOUN
easat-1809	50	15	learning	learning	NOUN
easat-1809	50	16	.	.	PUNCT
easat-1809	51	1	however	however	ADV
easat-1809	51	2	,	,	PUNCT
easat-1809	51	3	these	these	DET
easat-1809	51	4	studies	study	NOUN
easat-1809	51	5	are	be	AUX
easat-1809	51	6	limited	limit	VERB
easat-1809	51	7	,	,	PUNCT
easat-1809	51	8	and	and	CCONJ
easat-1809	51	9	most	most	ADJ
easat-1809	51	10	do	do	AUX
easat-1809	51	11	not	not	PART
easat-1809	51	12	explore	explore	VERB
easat-1809	51	13	the	the	DET
easat-1809	51	14	possible	possible	ADJ
easat-1809	51	15	solutions	solution	NOUN
easat-1809	51	16	to	to	ADP
easat-1809	51	17	this	this	DET
easat-1809	51	18	cyber	cyber	ADJ
easat-1809	51	19	threat	threat	NOUN
easat-1809	51	20	.	.	PUNCT
easat-1809	52	1	also	also	ADV
easat-1809	52	2	,	,	PUNCT
easat-1809	52	3	there	there	PRON
easat-1809	52	4	are	be	VERB
easat-1809	52	5	few	few	ADJ
easat-1809	52	6	standard	standard	ADJ
easat-1809	52	7	measures	measure	NOUN
easat-1809	52	8	for	for	ADP
easat-1809	52	9	assessing	assess	VERB
easat-1809	52	10	the	the	DET
easat-1809	52	11	effectiveness	effectiveness	NOUN
easat-1809	52	12	of	of	ADP
easat-1809	52	13	forensic	forensic	ADJ
easat-1809	52	14	methods	method	NOUN
easat-1809	52	15	to	to	PART
easat-1809	52	16	detect	detect	VERB
easat-1809	52	17	badusb	badusb	PROPN
easat-1809	52	18	attacks	attack	NOUN
easat-1809	52	19	.	.	PUNCT
easat-1809	53	1	the	the	DET
easat-1809	53	2	lack	lack	NOUN
easat-1809	53	3	of	of	ADP
easat-1809	53	4	a	a	DET
easat-1809	53	5	solid	solid	ADJ
easat-1809	53	6	,	,	PUNCT
easat-1809	53	7	scientifically	scientifically	ADV
easat-1809	53	8	proven	prove	VERB
easat-1809	53	9	way	way	NOUN
easat-1809	53	10	to	to	PART
easat-1809	53	11	identify	identify	VERB
easat-1809	53	12	,	,	PUNCT
easat-1809	53	13	evaluate	evaluate	VERB
easat-1809	53	14	,	,	PUNCT
easat-1809	53	15	and	and	CCONJ
easat-1809	53	16	prevent	prevent	VERB
easat-1809	53	17	badusb	badusb	PROPN
easat-1809	53	18	often	often	ADV
easat-1809	53	19	puts	put	VERB
easat-1809	53	20	many	many	ADJ
easat-1809	53	21	organizations	organization	NOUN
easat-1809	53	22	at	at	ADP
easat-1809	53	23	severe	severe	ADJ
easat-1809	53	24	risk	risk	NOUN
easat-1809	53	25	of	of	ADP
easat-1809	53	26	attack	attack	NOUN
easat-1809	53	27	[	[	X
easat-1809	53	28	15	15	NUM
easat-1809	53	29	]	]	PUNCT
easat-1809	53	30	.	.	PUNCT
easat-1809	54	1	from	from	ADP
easat-1809	54	2	the	the	DET
easat-1809	54	3	perspective	perspective	NOUN
easat-1809	54	4	of	of	ADP
easat-1809	54	5	digital	digital	ADJ
easat-1809	54	6	forensic	forensic	ADJ
easat-1809	54	7	investigators	investigator	NOUN
easat-1809	54	8	,	,	PUNCT
easat-1809	54	9	this	this	DET
easat-1809	54	10	gap	gap	NOUN
easat-1809	54	11	implies	imply	VERB
easat-1809	54	12	that	that	SCONJ
easat-1809	54	13	tasks	task	NOUN
easat-1809	54	14	such	such	ADJ
easat-1809	54	15	as	as	ADP
easat-1809	54	16	attributing	attribute	VERB
easat-1809	54	17	an	an	DET
easat-1809	54	18	attack	attack	NOUN
easat-1809	54	19	,	,	PUNCT
easat-1809	54	20	identifying	identify	VERB
easat-1809	54	21	affected	affected	ADJ
easat-1809	54	22	devices	device	NOUN
easat-1809	54	23	,	,	PUNCT
easat-1809	54	24	or	or	CCONJ
easat-1809	54	25	reconstructing	reconstruct	VERB
easat-1809	54	26	an	an	DET
easat-1809	54	27	attack	attack	NOUN
easat-1809	54	28	timeline	timeline	NOUN
easat-1809	54	29	and	and	CCONJ
easat-1809	54	30	sequence	sequence	NOUN
easat-1809	54	31	are	be	AUX
easat-1809	54	32	close	close	ADJ
easat-1809	54	33	to	to	ADP
easat-1809	54	34	impossible	impossible	ADJ
easat-1809	54	35	using	use	VERB
easat-1809	54	36	existing	exist	VERB
easat-1809	54	37	tools	tool	NOUN
easat-1809	54	38	and	and	CCONJ
easat-1809	54	39	methodologies	methodology	NOUN
easat-1809	54	40	[	[	X
easat-1809	54	41	16	16	NUM
easat-1809	54	42	]	]	PUNCT
easat-1809	54	43	.	.	PUNCT
easat-1809	55	1	this	this	DET
easat-1809	55	2	research	research	NOUN
easat-1809	55	3	seeks	seek	VERB
easat-1809	55	4	to	to	PART
easat-1809	55	5	fill	fill	VERB
easat-1809	55	6	this	this	DET
easat-1809	55	7	gap	gap	NOUN
easat-1809	55	8	by	by	ADP
easat-1809	55	9	developing	develop	VERB
easat-1809	55	10	and	and	CCONJ
easat-1809	55	11	presenting	present	VERB
easat-1809	55	12	a	a	DET
easat-1809	55	13	new	new	ADJ
easat-1809	55	14	forensic	forensic	ADJ
easat-1809	55	15	model	model	NOUN
easat-1809	55	16	that	that	PRON
easat-1809	55	17	would	would	AUX
easat-1809	55	18	be	be	AUX
easat-1809	55	19	useful	useful	ADJ
easat-1809	55	20	in	in	ADP
easat-1809	55	21	identifying	identify	VERB
easat-1809	55	22	badusb	badusb	PROPN
easat-1809	55	23	attacks	attack	NOUN
easat-1809	55	24	and	and	CCONJ
easat-1809	55	25	the	the	DET
easat-1809	55	26	subsequent	subsequent	ADJ
easat-1809	55	27	analysis	analysis	NOUN
easat-1809	55	28	of	of	ADP
easat-1809	55	29	these	these	DET
easat-1809	55	30	attacks	attack	NOUN
easat-1809	55	31	.	.	PUNCT
easat-1809	56	1	1.3	1.3	NUM
easat-1809	56	2	.	.	PUNCT
easat-1809	56	3	objectives	objective	NOUN
easat-1809	56	4	and	and	CCONJ
easat-1809	56	5	hypothesis	hypothesis	NOUN
easat-1809	56	6	of	of	ADP
easat-1809	56	7	the	the	DET
easat-1809	56	8	research	research	NOUN
easat-1809	56	9	the	the	DET
easat-1809	56	10	main	main	ADJ
easat-1809	56	11	goal	goal	NOUN
easat-1809	56	12	of	of	ADP
easat-1809	56	13	this	this	DET
easat-1809	56	14	work	work	NOUN
easat-1809	56	15	is	be	AUX
easat-1809	56	16	to	to	PART
easat-1809	56	17	outline	outline	VERB
easat-1809	56	18	and	and	CCONJ
easat-1809	56	19	compare	compare	VERB
easat-1809	56	20	the	the	DET
easat-1809	56	21	forensic	forensic	ADJ
easat-1809	56	22	approaches	approach	NOUN
easat-1809	56	23	for	for	ADP
easat-1809	56	24	identifying	identify	VERB
easat-1809	56	25	and	and	CCONJ
easat-1809	56	26	analyzing	analyze	VERB
easat-1809	56	27	the	the	DET
easat-1809	56	28	badusb	badusb	PROPN
easat-1809	56	29	attack	attack	NOUN
easat-1809	56	30	.	.	PUNCT
easat-1809	57	1	this	this	PRON
easat-1809	57	2	will	will	AUX
easat-1809	57	3	be	be	AUX
easat-1809	57	4	achieved	achieve	VERB
easat-1809	57	5	by	by	ADP
easat-1809	57	6	constructing	construct	VERB
easat-1809	57	7	several	several	ADJ
easat-1809	57	8	prototypes	prototype	NOUN
easat-1809	57	9	of	of	ADP
easat-1809	57	10	the	the	DET
easat-1809	57	11	badusb	badusb	PROPN
easat-1809	57	12	attack	attack	NOUN
easat-1809	57	13	and	and	CCONJ
easat-1809	57	14	comparing	compare	VERB
easat-1809	57	15	the	the	DET
easat-1809	57	16	ability	ability	NOUN
easat-1809	57	17	of	of	ADP
easat-1809	57	18	the	the	DET
easat-1809	57	19	different	different	ADJ
easat-1809	57	20	forensic	forensic	ADJ
easat-1809	57	21	approaches	approach	NOUN
easat-1809	57	22	,	,	PUNCT
easat-1809	57	23	including	include	VERB
easat-1809	57	24	signature	signature	NOUN
easat-1809	57	25	detection	detection	NOUN
easat-1809	57	26	,	,	PUNCT
easat-1809	57	27	behavioral	behavioral	ADJ
easat-1809	57	28	analysis	analysis	NOUN
easat-1809	57	29	,	,	PUNCT
easat-1809	57	30	and	and	CCONJ
easat-1809	57	31	ml	ml	X
easat-1809	57	32	,	,	PUNCT
easat-1809	57	33	to	to	PART
easat-1809	57	34	identify	identify	VERB
easat-1809	57	35	the	the	DET
easat-1809	57	36	attacks	attack	NOUN
easat-1809	57	37	.	.	PUNCT
easat-1809	58	1	this	this	DET
easat-1809	58	2	research	research	NOUN
easat-1809	58	3	hypothesizes	hypothesize	VERB
easat-1809	58	4	that	that	SCONJ
easat-1809	58	5	conventional	conventional	ADJ
easat-1809	58	6	forensic	forensic	ADJ
easat-1809	58	7	approaches	approach	NOUN
easat-1809	58	8	are	be	AUX
easat-1809	58	9	not	not	PART
easat-1809	58	10	very	very	ADV
easat-1809	58	11	effective	effective	ADJ
easat-1809	58	12	in	in	ADP
easat-1809	58	13	detecting	detect	VERB
easat-1809	58	14	and	and	CCONJ
easat-1809	58	15	analyzing	analyze	VERB
easat-1809	58	16	badusb	badusb	PROPN
easat-1809	58	17	attacks	attack	NOUN
easat-1809	58	18	,	,	PUNCT
easat-1809	58	19	but	but	CCONJ
easat-1809	58	20	using	use	VERB
easat-1809	58	21	behavioral	behavioral	ADJ
easat-1809	58	22	analysis	analysis	NOUN
easat-1809	58	23	and	and	CCONJ
easat-1809	58	24	machine	machine	NOUN
easat-1809	58	25	learning	learning	NOUN
easat-1809	58	26	improves	improve	VERB
easat-1809	58	27	the	the	DET
easat-1809	58	28	detection	detection	NOUN
easat-1809	58	29	rate	rate	NOUN
easat-1809	58	30	of	of	ADP
easat-1809	58	31	the	the	DET
easat-1809	58	32	attack	attack	NOUN
easat-1809	58	33	and	and	CCONJ
easat-1809	58	34	its	its	PRON
easat-1809	58	35	accuracy	accuracy	NOUN
easat-1809	58	36	.	.	PUNCT
easat-1809	59	1	specifically	specifically	ADV
easat-1809	59	2	,	,	PUNCT
easat-1809	59	3	the	the	DET
easat-1809	59	4	research	research	NOUN
easat-1809	59	5	posits	posit	NOUN
easat-1809	59	6	that	that	SCONJ
easat-1809	59	7	machine	machine	NOUN
easat-1809	59	8	learning	learning	NOUN
easat-1809	59	9	models	model	NOUN
easat-1809	59	10	can	can	AUX
easat-1809	59	11	improve	improve	VERB
easat-1809	59	12	detectability	detectability	NOUN
easat-1809	59	13	because	because	SCONJ
easat-1809	59	14	it	it	PRON
easat-1809	59	15	is	be	AUX
easat-1809	59	16	possible	possible	ADJ
easat-1809	59	17	to	to	PART
easat-1809	59	18	distinguish	distinguish	VERB
easat-1809	59	19	between	between	ADP
easat-1809	59	20	malicious	malicious	ADJ
easat-1809	59	21	and	and	CCONJ
easat-1809	59	22	non	non	ADJ
easat-1809	59	23	-	-	ADJ
easat-1809	59	24	malicious	malicious	ADJ
easat-1809	59	25	usb	usb	NOUN
easat-1809	59	26	devices	device	NOUN
easat-1809	59	27	based	base	VERB
easat-1809	59	28	on	on	ADP
easat-1809	59	29	pattern	pattern	NOUN
easat-1809	59	30	recognition	recognition	NOUN
easat-1809	59	31	.	.	PUNCT
easat-1809	60	1	2	2	X
easat-1809	60	2	.	.	X
easat-1809	60	3	literature	literature	NOUN
easat-1809	60	4	review	review	VERB
easat-1809	60	5	2.1	2.1	NUM
easat-1809	60	6	.	.	PUNCT
easat-1809	61	1	review	review	NOUN
easat-1809	61	2	of	of	ADP
easat-1809	61	3	existing	exist	VERB
easat-1809	61	4	literature	literature	NOUN
easat-1809	61	5	usb	usb	NOUN
easat-1809	61	6	-	-	PUNCT
easat-1809	61	7	based	base	VERB
easat-1809	61	8	attacks	attack	NOUN
easat-1809	61	9	have	have	AUX
easat-1809	61	10	been	be	AUX
easat-1809	61	11	identified	identify	VERB
easat-1809	61	12	for	for	ADP
easat-1809	61	13	a	a	DET
easat-1809	61	14	long	long	ADJ
easat-1809	61	15	time	time	NOUN
easat-1809	61	16	as	as	ADP
easat-1809	61	17	one	one	NUM
easat-1809	61	18	of	of	ADP
easat-1809	61	19	the	the	DET
easat-1809	61	20	threats	threat	NOUN
easat-1809	61	21	in	in	ADP
easat-1809	61	22	cybersecurity	cybersecurity	NOUN
easat-1809	61	23	,	,	PUNCT
easat-1809	61	24	with	with	ADP
easat-1809	61	25	various	various	ADJ
easat-1809	61	26	research	research	NOUN
easat-1809	61	27	showing	show	VERB
easat-1809	61	28	how	how	SCONJ
easat-1809	61	29	usb	usb	NOUN
easat-1809	61	30	media	medium	NOUN
easat-1809	61	31	have	have	AUX
easat-1809	61	32	been	be	AUX
easat-1809	61	33	involved	involve	VERB
easat-1809	61	34	in	in	ADP
easat-1809	61	35	compromising	compromise	VERB
easat-1809	61	36	both	both	CCONJ
easat-1809	61	37	individual	individual	ADJ
easat-1809	61	38	and	and	CCONJ
easat-1809	61	39	corporate	corporate	ADJ
easat-1809	61	40	networks	network	NOUN
easat-1809	61	41	.	.	PUNCT
easat-1809	62	1	the	the	DET
easat-1809	62	2	badusb	badusb	PROPN
easat-1809	62	3	attack	attack	NOUN
easat-1809	62	4	is	be	AUX
easat-1809	62	5	one	one	NUM
easat-1809	62	6	of	of	ADP
easat-1809	62	7	the	the	DET
easat-1809	62	8	most	most	ADV
easat-1809	62	9	dangerous	dangerous	ADJ
easat-1809	62	10	evolutions	evolution	NOUN
easat-1809	62	11	in	in	ADP
easat-1809	62	12	usb	usb	NOUN
easat-1809	62	13	-	-	PUNCT
easat-1809	62	14	based	base	VERB
easat-1809	62	15	threats	threat	NOUN
easat-1809	62	16	and	and	CCONJ
easat-1809	62	17	was	be	AUX
easat-1809	62	18	first	first	ADV
easat-1809	62	19	brought	bring	VERB
easat-1809	62	20	to	to	ADP
easat-1809	62	21	the	the	DET
easat-1809	62	22	public	public	ADJ
easat-1809	62	23	domain	domain	NOUN
easat-1809	62	24	by	by	ADP
easat-1809	62	25	two	two	NUM
easat-1809	62	26	different	different	ADJ
easat-1809	62	27	security	security	NOUN
easat-1809	62	28	researchers	researcher	NOUN
easat-1809	62	29	,	,	PUNCT
easat-1809	62	30	namely	namely	ADV
easat-1809	62	31	karsten	karsten	PROPN
easat-1809	62	32	nohl	nohl	PROPN
easat-1809	62	33	and	and	CCONJ
easat-1809	62	34	jakob	jakob	PROPN
easat-1809	62	35	lell	lell	PROPN
easat-1809	62	36	,	,	PUNCT
easat-1809	62	37	in	in	ADP
easat-1809	62	38	2014	2014	NUM
easat-1809	62	39	[	[	X
easat-1809	62	40	17	17	NUM
easat-1809	62	41	]	]	PUNCT
easat-1809	62	42	.	.	PUNCT
easat-1809	63	1	they	they	PRON
easat-1809	63	2	presented	present	VERB
easat-1809	63	3	possible	possible	ADJ
easat-1809	63	4	exploits	exploit	NOUN
easat-1809	63	5	if	if	SCONJ
easat-1809	63	6	usb	usb	NOUN
easat-1809	63	7	devices	device	NOUN
easat-1809	63	8	are	be	AUX
easat-1809	63	9	processed	process	VERB
easat-1809	63	10	at	at	ADP
easat-1809	63	11	the	the	DET
easat-1809	63	12	firmware	firmware	NOUN
easat-1809	63	13	level	level	NOUN
easat-1809	63	14	,	,	PUNCT
easat-1809	63	15	and	and	CCONJ
easat-1809	63	16	none	none	NOUN
easat-1809	63	17	of	of	ADP
easat-1809	63	18	the	the	DET
easat-1809	63	19	existing	exist	VERB
easat-1809	63	20	security	security	NOUN
easat-1809	63	21	products	product	NOUN
easat-1809	63	22	could	could	AUX
easat-1809	63	23	detect	detect	VERB
easat-1809	63	24	these	these	DET
easat-1809	63	25	attacks	attack	NOUN
easat-1809	63	26	.	.	PUNCT
easat-1809	64	1	this	this	DET
easat-1809	64	2	attack	attack	NOUN
easat-1809	64	3	differs	differ	VERB
easat-1809	64	4	from	from	ADP
easat-1809	64	5	previous	previous	ADJ
easat-1809	64	6	threats	threat	NOUN
easat-1809	64	7	,	,	PUNCT
easat-1809	64	8	such	such	ADJ
easat-1809	64	9	as	as	ADP
easat-1809	64	10	the	the	DET
easat-1809	64	11	usb	usb	NOUN
easat-1809	64	12	-	-	PUNCT
easat-1809	64	13	based	base	VERB
easat-1809	64	14	viruses	virus	NOUN
easat-1809	64	15	that	that	PRON
easat-1809	64	16	inserted	insert	VERB
easat-1809	64	17	malicious	malicious	ADJ
easat-1809	64	18	files	file	NOUN
easat-1809	64	19	inside	inside	ADP
easat-1809	64	20	a	a	DET
easat-1809	64	21	usb	usb	NOUN
easat-1809	64	22	drive	drive	NOUN
easat-1809	64	23	.	.	PUNCT
easat-1809	65	1	however	however	ADV
easat-1809	65	2	,	,	PUNCT
easat-1809	65	3	badusb	badusb	PROPN
easat-1809	65	4	works	work	VERB
easat-1809	65	5	in	in	ADP
easat-1809	65	6	the	the	DET
easat-1809	65	7	firmware	firmware	NOUN
easat-1809	65	8	plane	plane	NOUN
easat-1809	65	9	,	,	PUNCT
easat-1809	65	10	which	which	PRON
easat-1809	65	11	means	mean	VERB
easat-1809	65	12	that	that	SCONJ
easat-1809	65	13	it	it	PRON
easat-1809	65	14	manages	manage	VERB
easat-1809	65	15	the	the	DET
easat-1809	65	16	actions	action	NOUN
easat-1809	65	17	of	of	ADP
easat-1809	65	18	the	the	DET
easat-1809	65	19	device	device	NOUN
easat-1809	65	20	.	.	PUNCT
easat-1809	66	1	several	several	ADJ
easat-1809	66	2	researchers	researcher	NOUN
easat-1809	66	3	have	have	AUX
easat-1809	66	4	subsequently	subsequently	ADV
easat-1809	66	5	looked	look	VERB
easat-1809	66	6	into	into	ADP
easat-1809	66	7	badusb	badusb	PROPN
easat-1809	66	8	and	and	CCONJ
easat-1809	66	9	how	how	SCONJ
easat-1809	66	10	these	these	DET
easat-1809	66	11	attacks	attack	NOUN
easat-1809	66	12	are	be	AUX
easat-1809	66	13	implemented	implement	VERB
easat-1809	66	14	on	on	ADP
easat-1809	66	15	the	the	DET
easat-1809	66	16	technical	technical	ADJ
easat-1809	66	17	front	front	NOUN
easat-1809	66	18	.	.	PUNCT
easat-1809	67	1	ray	ray	NOUN
easat-1809	67	2	and	and	CCONJ
easat-1809	67	3	apala	apala	PROPN
easat-1809	67	4	(	(	PUNCT
easat-1809	67	5	2017	2017	NUM
easat-1809	67	6	)	)	PUNCT
easat-1809	67	7	,	,	PUNCT
easat-1809	67	8	for	for	ADP
easat-1809	67	9	instance	instance	NOUN
easat-1809	67	10	,	,	PUNCT
easat-1809	67	11	suggested	suggest	VERB
easat-1809	67	12	that	that	SCONJ
easat-1809	67	13	the	the	DET
easat-1809	67	14	actual	actual	ADJ
easat-1809	67	15	problem	problem	NOUN
easat-1809	67	16	with	with	ADP
easat-1809	67	17	these	these	DET
easat-1809	67	18	attacks	attack	NOUN
easat-1809	67	19	revolves	revolve	VERB
easat-1809	67	20	around	around	ADP
easat-1809	67	21	the	the	DET
easat-1809	67	22	trust	trust	NOUN
easat-1809	67	23	-	-	PUNCT
easat-1809	67	24	based	base	VERB
easat-1809	67	25	infrastructural	infrastructural	ADJ
easat-1809	67	26	model	model	NOUN
easat-1809	67	27	that	that	PRON
easat-1809	67	28	is	be	AUX
easat-1809	67	29	seen	see	VERB
easat-1809	67	30	as	as	ADP
easat-1809	67	31	a	a	DET
easat-1809	67	32	part	part	NOUN
easat-1809	67	33	of	of	ADP
easat-1809	67	34	the	the	DET
easat-1809	67	35	universal	universal	ADJ
easat-1809	67	36	serial	serial	ADJ
easat-1809	67	37	bus	bus	NOUN
easat-1809	67	38	(	(	PUNCT
easat-1809	67	39	usb	usb	NOUN
easat-1809	67	40	)	)	PUNCT
easat-1809	68	1	[	[	X
easat-1809	68	2	18	18	NUM
easat-1809	68	3	]	]	PUNCT
easat-1809	68	4	.	.	PUNCT
easat-1809	69	1	much	much	ADV
easat-1809	69	2	like	like	INTJ
easat-1809	69	3	in	in	ADP
easat-1809	69	4	the	the	DET
easat-1809	69	5	case	case	NOUN
easat-1809	69	6	of	of	ADP
easat-1809	69	7	the	the	DET
easat-1809	69	8	pseudo	pseudo	NOUN
easat-1809	69	9	-	-	ADJ
easat-1809	69	10	random	random	ADJ
easat-1809	69	11	number	number	NOUN
easat-1809	69	12	generator	generator	NOUN
easat-1809	69	13	,	,	PUNCT
easat-1809	69	14	usb	usb	NOUN
easat-1809	69	15	devices	device	NOUN
easat-1809	69	16	are	be	AUX
easat-1809	69	17	presumed	presume	VERB
easat-1809	69	18	to	to	PART
easat-1809	69	19	behave	behave	VERB
easat-1809	69	20	in	in	ADP
easat-1809	69	21	a	a	DET
easat-1809	69	22	manner	manner	NOUN
easat-1809	69	23	that	that	PRON
easat-1809	69	24	is	be	AUX
easat-1809	69	25	consistent	consistent	ADJ
easat-1809	69	26	with	with	ADP
easat-1809	69	27	their	their	PRON
easat-1809	69	28	function	function	NOUN
easat-1809	69	29	(	(	PUNCT
easat-1809	69	30	e.g.	e.g.	ADV
easat-1809	69	31	,	,	PUNCT
easat-1809	69	32	a	a	DET
easat-1809	69	33	keyboard	keyboard	NOUN
easat-1809	69	34	being	be	AUX
easat-1809	69	35	a	a	DET
easat-1809	69	36	keyboard	keyboard	NOUN
easat-1809	69	37	)	)	PUNCT
easat-1809	69	38	,	,	PUNCT
easat-1809	69	39	and	and	CCONJ
easat-1809	69	40	thus	thus	ADV
easat-1809	69	41	,	,	PUNCT
easat-1809	69	42	it	it	PRON
easat-1809	69	43	is	be	AUX
easat-1809	69	44	almost	almost	ADV
easat-1809	69	45	impossible	impossible	ADJ
easat-1809	69	46	to	to	PART
easat-1809	69	47	differentiate	differentiate	VERB
easat-1809	69	48	between	between	ADP
easat-1809	69	49	a	a	DET
easat-1809	69	50	genuine	genuine	ADJ
easat-1809	69	51	electronic	electronic	ADJ
easat-1809	69	52	device	device	NOUN
easat-1809	69	53	and	and	CCONJ
easat-1809	69	54	a	a	DET
easat-1809	69	55	device	device	NOUN
easat-1809	69	56	with	with	ADP
easat-1809	69	57	modified	modified	ADJ
easat-1809	69	58	firmware	firmware	NOUN
easat-1809	69	59	.	.	PUNCT
easat-1809	70	1	1093	1093	NUM
easat-1809	70	2	edelweiss	edelweiss	PROPN
easat-1809	70	3	applied	apply	VERB
easat-1809	70	4	science	science	NOUN
easat-1809	70	5	and	and	CCONJ
easat-1809	70	6	technology	technology	NOUN
easat-1809	70	7	issn	issn	PROPN
easat-1809	70	8	:	:	PUNCT
easat-1809	70	9	2576	2576	NUM
easat-1809	70	10	-	-	SYM
easat-1809	70	11	8484	8484	NUM
easat-1809	70	12	vol	vol	NOUN
easat-1809	70	13	.	.	PROPN
easat-1809	70	14	8	8	NUM
easat-1809	70	15	,	,	PUNCT
easat-1809	70	16	no	no	INTJ
easat-1809	70	17	.	.	NOUN
easat-1809	70	18	5	5	NUM
easat-1809	70	19	:	:	SYM
easat-1809	70	20	1090	1090	NUM
easat-1809	70	21	-	-	SYM
easat-1809	70	22	1100	1100	NUM
easat-1809	70	23	,	,	PUNCT
easat-1809	70	24	2024	2024	NUM
easat-1809	70	25	doi	doi	NOUN
easat-1809	70	26	:	:	PUNCT
easat-1809	70	27	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	70	28	©	©	NOUN
easat-1809	70	29	2024	2024	NUM
easat-1809	70	30	by	by	ADP
easat-1809	70	31	the	the	DET
easat-1809	70	32	author	author	NOUN
easat-1809	70	33	;	;	PUNCT
easat-1809	70	34	licensee	licensee	PROPN
easat-1809	70	35	learning	learning	NOUN
easat-1809	70	36	gate	gate	VERB
easat-1809	70	37	several	several	ADJ
easat-1809	70	38	efforts	effort	NOUN
easat-1809	70	39	have	have	AUX
easat-1809	70	40	been	be	AUX
easat-1809	70	41	made	make	VERB
easat-1809	70	42	to	to	PART
easat-1809	70	43	find	find	VERB
easat-1809	70	44	ways	way	NOUN
easat-1809	70	45	to	to	PART
easat-1809	70	46	contain	contain	VERB
easat-1809	70	47	the	the	DET
easat-1809	70	48	detection	detection	NOUN
easat-1809	70	49	and	and	CCONJ
easat-1809	70	50	prevention	prevention	NOUN
easat-1809	70	51	of	of	ADP
easat-1809	70	52	badusb	badusb	PROPN
easat-1809	70	53	,	,	PUNCT
easat-1809	70	54	but	but	CCONJ
easat-1809	70	55	they	they	PRON
easat-1809	70	56	encounter	encounter	VERB
easat-1809	70	57	several	several	ADJ
easat-1809	70	58	challenges	challenge	NOUN
easat-1809	70	59	.	.	PUNCT
easat-1809	71	1	as	as	SCONJ
easat-1809	71	2	pointed	point	VERB
easat-1809	71	3	out	out	ADP
easat-1809	71	4	by	by	ADP
easat-1809	71	5	dobiasch	dobiasch	PROPN
easat-1809	71	6	et	et	PROPN
easat-1809	71	7	al	al	PROPN
easat-1809	71	8	.	.	PUNCT
easat-1809	72	1	(	(	PUNCT
easat-1809	72	2	2018	2018	NUM
easat-1809	72	3	)	)	PUNCT
easat-1809	72	4	,	,	PUNCT
easat-1809	72	5	this	this	PRON
easat-1809	72	6	is	be	AUX
easat-1809	72	7	because	because	SCONJ
easat-1809	72	8	badusb	badusb	PROPN
easat-1809	72	9	can	can	AUX
easat-1809	72	10	not	not	PART
easat-1809	72	11	be	be	AUX
easat-1809	72	12	detected	detect	VERB
easat-1809	72	13	by	by	ADP
easat-1809	72	14	the	the	DET
easat-1809	72	15	signature	signature	NOUN
easat-1809	72	16	-	-	PUNCT
easat-1809	72	17	based	base	VERB
easat-1809	72	18	detection	detection	NOUN
easat-1809	72	19	methods	method	NOUN
easat-1809	72	20	normally	normally	ADV
easat-1809	72	21	employed	employ	VERB
easat-1809	72	22	in	in	ADP
easat-1809	72	23	antivirus	antivirus	NOUN
easat-1809	72	24	software	software	NOUN
easat-1809	72	25	because	because	SCONJ
easat-1809	72	26	these	these	PRON
easat-1809	72	27	are	be	AUX
easat-1809	72	28	not	not	PART
easat-1809	72	29	briefed	brief	VERB
easat-1809	72	30	in	in	ADP
easat-1809	72	31	any	any	DET
easat-1809	72	32	executable	executable	ADJ
easat-1809	72	33	code	code	NOUN
easat-1809	72	34	with	with	ADP
easat-1809	72	35	a	a	DET
easat-1809	72	36	signature	signature	NOUN
easat-1809	72	37	[	[	X
easat-1809	72	38	19	19	NUM
easat-1809	72	39	]	]	PUNCT
easat-1809	72	40	.	.	PUNCT
easat-1809	73	1	tian	tian	PROPN
easat-1809	73	2	et	et	PROPN
easat-1809	73	3	al	al	PROPN
easat-1809	73	4	.	.	PROPN
easat-1809	74	1	(	(	PUNCT
easat-1809	74	2	2018	2018	NUM
easat-1809	74	3	)	)	PUNCT
easat-1809	74	4	noted	note	VERB
easat-1809	74	5	the	the	DET
easat-1809	74	6	greatest	great	ADJ
easat-1809	74	7	challenge	challenge	NOUN
easat-1809	74	8	is	be	AUX
easat-1809	74	9	the	the	DET
easat-1809	74	10	similarity	similarity	NOUN
easat-1809	74	11	between	between	ADP
easat-1809	74	12	appropriate	appropriate	ADJ
easat-1809	74	13	and	and	CCONJ
easat-1809	74	14	malicious	malicious	ADJ
easat-1809	74	15	usb	usb	NOUN
easat-1809	74	16	peripherals	peripheral	NOUN
easat-1809	74	17	[	[	X
easat-1809	74	18	20	20	NUM
easat-1809	74	19	]	]	PUNCT
easat-1809	74	20	.	.	PUNCT
easat-1809	75	1	for	for	ADP
easat-1809	75	2	instance	instance	NOUN
easat-1809	75	3	,	,	PUNCT
easat-1809	75	4	a	a	DET
easat-1809	75	5	badusb	badusb	PROPN
easat-1809	75	6	attack	attack	NOUN
easat-1809	75	7	might	might	AUX
easat-1809	75	8	employ	employ	VERB
easat-1809	75	9	a	a	DET
easat-1809	75	10	usb	usb	NOUN
easat-1809	75	11	device	device	NOUN
easat-1809	75	12	that	that	PRON
easat-1809	75	13	imitates	imitate	VERB
easat-1809	75	14	,	,	PUNCT
easat-1809	75	15	for	for	ADP
easat-1809	75	16	example	example	NOUN
easat-1809	75	17	,	,	PUNCT
easat-1809	75	18	a	a	DET
easat-1809	75	19	keyboard	keyboard	NOUN
easat-1809	75	20	and	and	CCONJ
easat-1809	75	21	performs	perform	VERB
easat-1809	75	22	key	key	ADJ
easat-1809	75	23	logging	logging	NOUN
easat-1809	75	24	,	,	PUNCT
easat-1809	75	25	which	which	PRON
easat-1809	75	26	is	be	AUX
easat-1809	75	27	impossible	impossible	ADJ
easat-1809	75	28	to	to	PART
easat-1809	75	29	differentiate	differentiate	VERB
easat-1809	75	30	from	from	ADP
easat-1809	75	31	actual	actual	ADJ
easat-1809	75	32	keystrokes	keystroke	NOUN
easat-1809	75	33	on	on	ADP
easat-1809	75	34	a	a	DET
easat-1809	75	35	higher	high	ADJ
easat-1809	75	36	level	level	NOUN
easat-1809	75	37	.	.	PUNCT
easat-1809	76	1	another	another	DET
easat-1809	76	2	important	important	ADJ
easat-1809	76	3	issue	issue	NOUN
easat-1809	76	4	is	be	AUX
easat-1809	76	5	that	that	SCONJ
easat-1809	76	6	there	there	PRON
easat-1809	76	7	are	be	VERB
easat-1809	76	8	currently	currently	ADV
easat-1809	76	9	limited	limited	ADJ
easat-1809	76	10	possibilities	possibility	NOUN
easat-1809	76	11	of	of	ADP
easat-1809	76	12	identifying	identify	VERB
easat-1809	76	13	or	or	CCONJ
easat-1809	76	14	determining	determine	VERB
easat-1809	76	15	badusb	badusb	PROPN
easat-1809	76	16	attacks	attack	NOUN
easat-1809	76	17	with	with	ADP
easat-1809	76	18	the	the	DET
easat-1809	76	19	help	help	NOUN
easat-1809	76	20	of	of	ADP
easat-1809	76	21	common	common	ADJ
easat-1809	76	22	forensic	forensic	ADJ
easat-1809	76	23	analysis	analysis	NOUN
easat-1809	76	24	tools	tool	NOUN
easat-1809	76	25	.	.	PUNCT
easat-1809	77	1	almost	almost	ADV
easat-1809	77	2	all	all	DET
easat-1809	77	3	security	security	NOUN
easat-1809	77	4	products	product	NOUN
easat-1809	77	5	target	target	NOUN
easat-1809	77	6	detecting	detect	VERB
easat-1809	77	7	software	software	NOUN
easat-1809	77	8	-	-	PUNCT
easat-1809	77	9	based	base	VERB
easat-1809	77	10	threats	threat	NOUN
easat-1809	77	11	without	without	ADP
easat-1809	77	12	possessing	possess	VERB
easat-1809	77	13	the	the	DET
easat-1809	77	14	ability	ability	NOUN
easat-1809	77	15	to	to	PART
easat-1809	77	16	inspect	inspect	VERB
easat-1809	77	17	firmware	firmware	NOUN
easat-1809	77	18	-	-	PUNCT
easat-1809	77	19	level	level	NOUN
easat-1809	77	20	changes	change	NOUN
easat-1809	77	21	of	of	ADP
easat-1809	77	22	the	the	DET
easat-1809	77	23	badusb	badusb	PROPN
easat-1809	77	24	attack	attack	NOUN
easat-1809	77	25	.	.	PUNCT
easat-1809	78	1	consequently	consequently	ADV
easat-1809	78	2	,	,	PUNCT
easat-1809	78	3	identifying	identify	VERB
easat-1809	78	4	attacks	attack	NOUN
easat-1809	78	5	of	of	ADP
easat-1809	78	6	the	the	DET
easat-1809	78	7	badusb	badusb	PROPN
easat-1809	78	8	type	type	NOUN
easat-1809	78	9	remains	remain	VERB
easat-1809	78	10	a	a	DET
easat-1809	78	11	challenge	challenge	NOUN
easat-1809	78	12	beyond	beyond	ADP
easat-1809	78	13	traditional	traditional	ADJ
easat-1809	78	14	cybersecurity	cybersecurity	NOUN
easat-1809	78	15	best	good	ADJ
easat-1809	78	16	practices	practice	NOUN
easat-1809	78	17	.	.	PUNCT
easat-1809	79	1	2.2	2.2	NUM
easat-1809	79	2	.	.	PUNCT
easat-1809	79	3	overview	overview	NOUN
easat-1809	79	4	of	of	ADP
easat-1809	79	5	current	current	ADJ
easat-1809	79	6	forensic	forensic	ADJ
easat-1809	79	7	techniques	technique	NOUN
easat-1809	79	8	analysis	analysis	NOUN
easat-1809	79	9	of	of	ADP
easat-1809	79	10	usb	usb	NOUN
easat-1809	79	11	devices	device	NOUN
easat-1809	79	12	has	have	AUX
easat-1809	79	13	been	be	AUX
easat-1809	79	14	one	one	NUM
easat-1809	79	15	of	of	ADP
easat-1809	79	16	the	the	DET
easat-1809	79	17	most	most	ADV
easat-1809	79	18	significant	significant	ADJ
easat-1809	79	19	applications	application	NOUN
easat-1809	79	20	of	of	ADP
easat-1809	79	21	digital	digital	ADJ
easat-1809	79	22	forensic	forensic	ADJ
easat-1809	79	23	investigations	investigation	NOUN
easat-1809	79	24	for	for	ADP
easat-1809	79	25	quite	quite	DET
easat-1809	79	26	some	some	DET
easat-1809	79	27	time	time	NOUN
easat-1809	79	28	.	.	PUNCT
easat-1809	80	1	traditional	traditional	ADJ
easat-1809	80	2	analysis	analysis	NOUN
easat-1809	80	3	is	be	AUX
easat-1809	80	4	carried	carry	VERB
easat-1809	80	5	out	out	ADP
easat-1809	80	6	by	by	ADP
easat-1809	80	7	monitoring	monitor	VERB
easat-1809	80	8	the	the	DET
easat-1809	80	9	usb	usb	NOUN
easat-1809	80	10	device	device	NOUN
easat-1809	80	11	activities	activity	NOUN
easat-1809	80	12	in	in	ADP
easat-1809	80	13	system	system	NOUN
easat-1809	80	14	logs	log	NOUN
easat-1809	80	15	,	,	PUNCT
easat-1809	80	16	registry	registry	NOUN
easat-1809	80	17	keys	key	NOUN
easat-1809	80	18	,	,	PUNCT
easat-1809	80	19	and	and	CCONJ
easat-1809	80	20	other	other	ADJ
easat-1809	80	21	file	file	NOUN
easat-1809	80	22	system	system	NOUN
easat-1809	80	23	artifacts	artifact	NOUN
easat-1809	80	24	[	[	X
easat-1809	80	25	21	21	NUM
easat-1809	80	26	]	]	PUNCT
easat-1809	80	27	.	.	PUNCT
easat-1809	81	1	for	for	ADP
easat-1809	81	2	instance	instance	NOUN
easat-1809	81	3	,	,	PUNCT
easat-1809	81	4	windows	windows	PROPN
easat-1809	81	5	os	os	NOUN
easat-1809	81	6	keeps	keep	VERB
easat-1809	81	7	some	some	DET
easat-1809	81	8	records	record	NOUN
easat-1809	81	9	of	of	ADP
easat-1809	81	10	those	those	DET
easat-1809	81	11	usb	usb	NOUN
easat-1809	81	12	devices	device	NOUN
easat-1809	81	13	that	that	PRON
easat-1809	81	14	have	have	AUX
easat-1809	81	15	been	be	AUX
easat-1809	81	16	connected	connect	VERB
easat-1809	81	17	to	to	ADP
easat-1809	81	18	a	a	DET
easat-1809	81	19	user	user	NOUN
easat-1809	81	20	's	's	PART
easat-1809	81	21	machine	machine	NOUN
easat-1809	81	22	,	,	PUNCT
easat-1809	81	23	including	include	VERB
easat-1809	81	24	things	thing	NOUN
easat-1809	81	25	such	such	ADJ
easat-1809	81	26	as	as	ADP
easat-1809	81	27	the	the	DET
easat-1809	81	28	device	device	NOUN
easat-1809	81	29	i	i	PROPN
easat-1809	81	30	d	d	NOUN
easat-1809	81	31	,	,	PUNCT
easat-1809	81	32	serial	serial	ADJ
easat-1809	81	33	number	number	NOUN
easat-1809	81	34	,	,	PUNCT
easat-1809	81	35	and	and	CCONJ
easat-1809	81	36	even	even	ADV
easat-1809	81	37	the	the	DET
easat-1809	81	38	time	time	NOUN
easat-1809	81	39	the	the	DET
easat-1809	81	40	device	device	NOUN
easat-1809	81	41	was	be	AUX
easat-1809	81	42	connected	connect	VERB
easat-1809	81	43	.	.	PUNCT
easat-1809	82	1	this	this	DET
easat-1809	82	2	data	datum	NOUN
easat-1809	82	3	may	may	AUX
easat-1809	82	4	prove	prove	VERB
easat-1809	82	5	useful	useful	ADJ
easat-1809	82	6	in	in	ADP
easat-1809	82	7	such	such	DET
easat-1809	82	8	a	a	DET
easat-1809	82	9	case	case	NOUN
easat-1809	82	10	as	as	SCONJ
easat-1809	82	11	it	it	PRON
easat-1809	82	12	aids	aid	VERB
easat-1809	82	13	in	in	ADP
easat-1809	82	14	reconstructing	reconstruct	VERB
easat-1809	82	15	scenarios	scenario	NOUN
easat-1809	82	16	in	in	ADP
easat-1809	82	17	an	an	DET
easat-1809	82	18	investigation	investigation	NOUN
easat-1809	82	19	,	,	PUNCT
easat-1809	82	20	thus	thus	ADV
easat-1809	82	21	identifying	identify	VERB
easat-1809	82	22	the	the	DET
easat-1809	82	23	time	time	NOUN
easat-1809	82	24	and	and	CCONJ
easat-1809	82	25	location	location	NOUN
easat-1809	82	26	of	of	ADP
easat-1809	82	27	the	the	DET
easat-1809	82	28	use	use	NOUN
easat-1809	82	29	of	of	ADP
easat-1809	82	30	a	a	DET
easat-1809	82	31	usb	usb	NOUN
easat-1809	82	32	device	device	NOUN
easat-1809	82	33	.	.	PUNCT
easat-1809	83	1	however	however	ADV
easat-1809	83	2	,	,	PUNCT
easat-1809	83	3	the	the	DET
easat-1809	83	4	landscape	landscape	NOUN
easat-1809	83	5	of	of	ADP
easat-1809	83	6	forensic	forensic	ADJ
easat-1809	83	7	analysis	analysis	NOUN
easat-1809	83	8	is	be	AUX
easat-1809	83	9	continuously	continuously	ADV
easat-1809	83	10	changing	change	VERB
easat-1809	83	11	due	due	ADP
easat-1809	83	12	to	to	ADP
easat-1809	83	13	the	the	DET
easat-1809	83	14	rising	rise	VERB
easat-1809	83	15	complexity	complexity	NOUN
easat-1809	83	16	of	of	ADP
easat-1809	83	17	usb	usb	NOUN
easat-1809	83	18	-	-	PUNCT
easat-1809	83	19	based	base	VERB
easat-1809	83	20	exploits	exploit	NOUN
easat-1809	83	21	,	,	PUNCT
easat-1809	83	22	including	include	VERB
easat-1809	83	23	badusb	badusb	PROPN
easat-1809	83	24	[	[	X
easat-1809	83	25	22	22	NUM
easat-1809	83	26	]	]	PUNCT
easat-1809	83	27	.	.	PUNCT
easat-1809	84	1	existing	exist	VERB
easat-1809	84	2	approaches	approach	NOUN
easat-1809	84	3	in	in	ADP
easat-1809	84	4	digital	digital	ADJ
easat-1809	84	5	investigations	investigation	NOUN
easat-1809	84	6	for	for	ADP
easat-1809	84	7	usb	usb	NOUN
easat-1809	84	8	instances	instance	NOUN
easat-1809	84	9	may	may	AUX
easat-1809	84	10	be	be	AUX
easat-1809	84	11	sufficient	sufficient	ADJ
easat-1809	84	12	in	in	ADP
easat-1809	84	13	identifying	identify	VERB
easat-1809	84	14	routine	routine	ADJ
easat-1809	84	15	usb	usb	NOUN
easat-1809	84	16	interactions	interaction	NOUN
easat-1809	84	17	,	,	PUNCT
easat-1809	84	18	but	but	CCONJ
easat-1809	84	19	they	they	PRON
easat-1809	84	20	lack	lack	VERB
easat-1809	84	21	the	the	DET
easat-1809	84	22	capacity	capacity	NOUN
easat-1809	84	23	to	to	PART
easat-1809	84	24	identify	identify	VERB
easat-1809	84	25	firmware	firmware	NOUN
easat-1809	84	26	changes	change	NOUN
easat-1809	84	27	.	.	PUNCT
easat-1809	85	1	the	the	DET
easat-1809	85	2	second	second	ADJ
easat-1809	85	3	approach	approach	NOUN
easat-1809	85	4	includes	include	VERB
easat-1809	85	5	the	the	DET
easat-1809	85	6	analysis	analysis	NOUN
easat-1809	85	7	of	of	ADP
easat-1809	85	8	the	the	DET
easat-1809	85	9	actual	actual	ADJ
easat-1809	85	10	behavior	behavior	NOUN
easat-1809	85	11	of	of	ADP
easat-1809	85	12	usb	usb	NOUN
easat-1809	85	13	devices	device	NOUN
easat-1809	85	14	connected	connect	VERB
easat-1809	85	15	to	to	ADP
easat-1809	85	16	the	the	DET
easat-1809	85	17	system	system	NOUN
easat-1809	85	18	in	in	ADP
easat-1809	85	19	real	real	ADJ
easat-1809	85	20	time	time	NOUN
easat-1809	85	21	(	(	PUNCT
easat-1809	85	22	behavioral	behavioral	ADJ
easat-1809	85	23	analysis	analysis	NOUN
easat-1809	85	24	)	)	PUNCT
easat-1809	85	25	.	.	PUNCT
easat-1809	86	1	this	this	DET
easat-1809	86	2	method	method	NOUN
easat-1809	86	3	has	have	AUX
easat-1809	86	4	been	be	AUX
easat-1809	86	5	effective	effective	ADJ
easat-1809	86	6	in	in	ADP
easat-1809	86	7	detecting	detect	VERB
easat-1809	86	8	malicious	malicious	ADJ
easat-1809	86	9	activities	activity	NOUN
easat-1809	86	10	by	by	ADP
easat-1809	86	11	detecting	detect	VERB
easat-1809	86	12	behavior	behavior	NOUN
easat-1809	86	13	changes	change	NOUN
easat-1809	86	14	in	in	ADP
easat-1809	86	15	the	the	DET
easat-1809	86	16	device	device	NOUN
easat-1809	86	17	.	.	PUNCT
easat-1809	87	1	for	for	ADP
easat-1809	87	2	instance	instance	NOUN
easat-1809	87	3	,	,	PUNCT
easat-1809	87	4	where	where	SCONJ
easat-1809	87	5	a	a	DET
easat-1809	87	6	usb	usb	NOUN
easat-1809	87	7	device	device	NOUN
easat-1809	87	8	sends	send	VERB
easat-1809	87	9	many	many	ADJ
easat-1809	87	10	commands	command	NOUN
easat-1809	87	11	to	to	ADP
easat-1809	87	12	the	the	DET
easat-1809	87	13	system	system	NOUN
easat-1809	87	14	in	in	ADP
easat-1809	87	15	quick	quick	ADJ
easat-1809	87	16	succession	succession	NOUN
easat-1809	87	17	,	,	PUNCT
easat-1809	87	18	as	as	SCONJ
easat-1809	87	19	is	be	AUX
easat-1809	87	20	typical	typical	ADJ
easat-1809	87	21	with	with	ADP
easat-1809	87	22	keystroke	keystroke	NOUN
easat-1809	87	23	injection	injection	NOUN
easat-1809	87	24	attacks	attack	NOUN
easat-1809	87	25	,	,	PUNCT
easat-1809	87	26	such	such	DET
easat-1809	87	27	a	a	DET
easat-1809	87	28	feature	feature	NOUN
easat-1809	87	29	will	will	AUX
easat-1809	87	30	be	be	AUX
easat-1809	87	31	flagged	flag	VERB
easat-1809	87	32	as	as	ADP
easat-1809	87	33	suspicious	suspicious	ADJ
easat-1809	87	34	.	.	PUNCT
easat-1809	88	1	the	the	DET
easat-1809	88	2	challenge	challenge	NOUN
easat-1809	88	3	in	in	ADP
easat-1809	88	4	behavioral	behavioral	ADJ
easat-1809	88	5	analysis	analysis	NOUN
easat-1809	88	6	is	be	AUX
easat-1809	88	7	to	to	PART
easat-1809	88	8	differentiate	differentiate	VERB
easat-1809	88	9	between	between	ADP
easat-1809	88	10	a	a	DET
easat-1809	88	11	security	security	NOUN
easat-1809	88	12	threat	threat	NOUN
easat-1809	88	13	and	and	CCONJ
easat-1809	88	14	a	a	DET
easat-1809	88	15	user	user	NOUN
easat-1809	88	16	's	's	PART
easat-1809	88	17	normal	normal	ADJ
easat-1809	88	18	activity	activity	NOUN
easat-1809	88	19	[	[	X
easat-1809	88	20	23	23	NUM
easat-1809	88	21	]	]	PUNCT
easat-1809	88	22	.	.	PUNCT
easat-1809	89	1	for	for	ADP
easat-1809	89	2	example	example	NOUN
easat-1809	89	3	,	,	PUNCT
easat-1809	89	4	it	it	PRON
easat-1809	89	5	may	may	AUX
easat-1809	89	6	be	be	AUX
easat-1809	89	7	a	a	DET
easat-1809	89	8	person	person	NOUN
easat-1809	89	9	typing	type	VERB
easat-1809	89	10	quickly	quickly	ADV
easat-1809	89	11	using	use	VERB
easat-1809	89	12	a	a	DET
easat-1809	89	13	usb	usb	NOUN
easat-1809	89	14	keyboard	keyboard	NOUN
easat-1809	89	15	and	and	CCONJ
easat-1809	89	16	typing	type	VERB
easat-1809	89	17	multiple	multiple	ADJ
easat-1809	89	18	keystrokes	keystroke	NOUN
easat-1809	89	19	per	per	ADP
easat-1809	89	20	second	second	NOUN
easat-1809	89	21	,	,	PUNCT
easat-1809	89	22	which	which	PRON
easat-1809	89	23	is	be	AUX
easat-1809	89	24	not	not	PART
easat-1809	89	25	necessarily	necessarily	ADV
easat-1809	89	26	an	an	DET
easat-1809	89	27	attack	attack	NOUN
easat-1809	89	28	.	.	PUNCT
easat-1809	90	1	in	in	ADP
easat-1809	90	2	the	the	DET
easat-1809	90	3	last	last	ADJ
easat-1809	90	4	defense	defense	NOUN
easat-1809	90	5	technique	technique	NOUN
easat-1809	90	6	,	,	PUNCT
easat-1809	90	7	the	the	DET
easat-1809	90	8	use	use	NOUN
easat-1809	90	9	of	of	ADP
easat-1809	90	10	machine	machine	NOUN
easat-1809	90	11	learning	learning	NOUN
easat-1809	90	12	methods	method	NOUN
easat-1809	90	13	in	in	ADP
easat-1809	90	14	identifying	identify	VERB
easat-1809	90	15	usb	usb	NOUN
easat-1809	90	16	-	-	PUNCT
easat-1809	90	17	based	base	VERB
easat-1809	90	18	attacks	attack	NOUN
easat-1809	90	19	has	have	AUX
easat-1809	90	20	also	also	ADV
easat-1809	90	21	emerged	emerge	VERB
easat-1809	90	22	recently	recently	ADV
easat-1809	90	23	.	.	PUNCT
easat-1809	91	1	such	such	ADJ
easat-1809	91	2	methods	method	NOUN
easat-1809	91	3	include	include	VERB
easat-1809	91	4	designing	design	VERB
easat-1809	91	5	algorithms	algorithm	NOUN
easat-1809	91	6	trained	train	VERB
easat-1809	91	7	and	and	CCONJ
easat-1809	91	8	tested	test	VERB
easat-1809	91	9	on	on	ADP
easat-1809	91	10	huge	huge	ADJ
easat-1809	91	11	volumes	volume	NOUN
easat-1809	91	12	of	of	ADP
easat-1809	91	13	data	datum	NOUN
easat-1809	91	14	of	of	ADP
easat-1809	91	15	normal	normal	ADJ
easat-1809	91	16	and	and	CCONJ
easat-1809	91	17	abnormal	abnormal	ADJ
easat-1809	91	18	usb	usb	NOUN
easat-1809	91	19	device	device	NOUN
easat-1809	91	20	activities	activity	NOUN
easat-1809	91	21	.	.	PUNCT
easat-1809	92	1	mittal	mittal	PROPN
easat-1809	92	2	et	et	PROPN
easat-1809	92	3	al	al	PROPN
easat-1809	92	4	.	.	PROPN
easat-1809	93	1	(	(	PUNCT
easat-1809	93	2	2021	2021	NUM
easat-1809	93	3	)	)	PUNCT
easat-1809	93	4	explained	explain	VERB
easat-1809	93	5	in	in	ADP
easat-1809	93	6	a	a	DET
easat-1809	93	7	study	study	NOUN
easat-1809	93	8	that	that	SCONJ
easat-1809	93	9	machine	machine	NOUN
easat-1809	93	10	learning	learning	NOUN
easat-1809	93	11	can	can	AUX
easat-1809	93	12	be	be	AUX
easat-1809	93	13	employed	employ	VERB
easat-1809	93	14	to	to	PART
easat-1809	93	15	detect	detect	VERB
easat-1809	93	16	unauthorized	unauthorized	ADJ
easat-1809	93	17	activity	activity	NOUN
easat-1809	93	18	on	on	ADP
easat-1809	93	19	a	a	DET
easat-1809	93	20	usb	usb	NOUN
easat-1809	93	21	device	device	NOUN
easat-1809	93	22	which	which	PRON
easat-1809	93	23	,	,	PUNCT
easat-1809	93	24	for	for	ADP
easat-1809	93	25	instance	instance	NOUN
easat-1809	93	26	,	,	PUNCT
easat-1809	93	27	engages	engage	VERB
easat-1809	93	28	in	in	ADP
easat-1809	93	29	operations	operation	NOUN
easat-1809	93	30	that	that	PRON
easat-1809	93	31	are	be	AUX
easat-1809	93	32	not	not	PART
easat-1809	93	33	expected	expect	VERB
easat-1809	93	34	of	of	ADP
easat-1809	93	35	it	it	PRON
easat-1809	93	36	,	,	PUNCT
easat-1809	93	37	like	like	ADP
easat-1809	93	38	fundamentally	fundamentally	ADV
easat-1809	93	39	changing	change	VERB
easat-1809	93	40	system	system	NOUN
easat-1809	93	41	files	file	NOUN
easat-1809	93	42	in	in	ADP
easat-1809	93	43	a	a	DET
easat-1809	93	44	usb	usb	NOUN
easat-1809	93	45	drive	drive	NOUN
easat-1809	93	46	[	[	X
easat-1809	93	47	24	24	NUM
easat-1809	93	48	]	]	PUNCT
easat-1809	93	49	.	.	PUNCT
easat-1809	94	1	however	however	ADV
easat-1809	94	2	,	,	PUNCT
easat-1809	94	3	as	as	ADP
easat-1809	94	4	to	to	ADP
easat-1809	94	5	the	the	DET
easat-1809	94	6	disadvantages	disadvantage	NOUN
easat-1809	94	7	,	,	PUNCT
easat-1809	94	8	the	the	DET
easat-1809	94	9	application	application	NOUN
easat-1809	94	10	of	of	ADP
easat-1809	94	11	machine	machine	NOUN
easat-1809	94	12	learning	learning	NOUN
easat-1809	94	13	is	be	AUX
easat-1809	94	14	vulnerable	vulnerable	ADJ
easat-1809	94	15	to	to	ADP
easat-1809	94	16	a	a	DET
easat-1809	94	17	high	high	ADJ
easat-1809	94	18	number	number	NOUN
easat-1809	94	19	of	of	ADP
easat-1809	94	20	false	false	ADJ
easat-1809	94	21	positives	positive	NOUN
easat-1809	94	22	since	since	SCONJ
easat-1809	94	23	many	many	ADJ
easat-1809	94	24	legitimate	legitimate	ADJ
easat-1809	94	25	actions	action	NOUN
easat-1809	94	26	usb	usb	NOUN
easat-1809	94	27	devices	device	NOUN
easat-1809	94	28	can	can	AUX
easat-1809	94	29	mimic	mimic	VERB
easat-1809	94	30	an	an	DET
easat-1809	94	31	attack	attack	NOUN
easat-1809	94	32	[	[	X
easat-1809	94	33	25	25	NUM
easat-1809	94	34	]	]	PUNCT
easat-1809	94	35	.	.	PUNCT
easat-1809	95	1	2.3	2.3	NUM
easat-1809	95	2	.	.	PUNCT
easat-1809	95	3	limitations	limitation	NOUN
easat-1809	95	4	in	in	ADP
easat-1809	95	5	existing	exist	VERB
easat-1809	95	6	methods	method	NOUN
easat-1809	95	7	most	most	ADJ
easat-1809	95	8	present	present	ADJ
easat-1809	95	9	-	-	PUNCT
easat-1809	95	10	day	day	NOUN
easat-1809	95	11	forensic	forensic	ADJ
easat-1809	95	12	applications	application	NOUN
easat-1809	95	13	are	be	AUX
easat-1809	95	14	centered	center	VERB
easat-1809	95	15	on	on	ADP
easat-1809	95	16	identifying	identify	VERB
easat-1809	95	17	the	the	DET
easat-1809	95	18	software	software	NOUN
easat-1809	95	19	communications	communication	NOUN
easat-1809	95	20	between	between	ADP
easat-1809	95	21	usb	usb	NOUN
easat-1809	95	22	devices	device	NOUN
easat-1809	95	23	and	and	CCONJ
easat-1809	95	24	the	the	DET
easat-1809	95	25	host	host	NOUN
easat-1809	95	26	,	,	PUNCT
easat-1809	95	27	which	which	PRON
easat-1809	95	28	include	include	VERB
easat-1809	95	29	log	log	NOUN
easat-1809	95	30	files	file	NOUN
easat-1809	95	31	,	,	PUNCT
easat-1809	95	32	registry	registry	NOUN
easat-1809	95	33	entries	entry	NOUN
easat-1809	95	34	,	,	PUNCT
easat-1809	95	35	and	and	CCONJ
easat-1809	95	36	file	file	NOUN
easat-1809	95	37	systems	system	NOUN
easat-1809	95	38	.	.	PUNCT
easat-1809	96	1	however	however	ADV
easat-1809	96	2	,	,	PUNCT
easat-1809	96	3	attacks	attack	NOUN
easat-1809	96	4	function	function	VERB
easat-1809	96	5	on	on	ADP
easat-1809	96	6	the	the	DET
easat-1809	96	7	firmware	firmware	NOUN
easat-1809	96	8	level	level	NOUN
easat-1809	96	9	,	,	PUNCT
easat-1809	96	10	which	which	PRON
easat-1809	96	11	is	be	AUX
easat-1809	96	12	undetectable	undetectable	ADJ
easat-1809	96	13	to	to	ADP
easat-1809	96	14	the	the	DET
easat-1809	96	15	usual	usual	ADJ
easat-1809	96	16	forensic	forensic	ADJ
easat-1809	96	17	tools	tool	NOUN
easat-1809	96	18	.	.	PUNCT
easat-1809	97	1	a	a	DET
easat-1809	97	2	firmware	firmware	NOUN
easat-1809	97	3	has	have	VERB
easat-1809	97	4	no	no	DET
easat-1809	97	5	logs	log	NOUN
easat-1809	97	6	created	create	VERB
easat-1809	97	7	by	by	ADP
easat-1809	97	8	the	the	DET
easat-1809	97	9	operating	operating	NOUN
easat-1809	97	10	system	system	NOUN
easat-1809	97	11	,	,	PUNCT
easat-1809	97	12	so	so	CCONJ
easat-1809	97	13	no	no	DET
easat-1809	97	14	modifications	modification	NOUN
easat-1809	97	15	in	in	ADP
easat-1809	97	16	the	the	DET
easat-1809	97	17	firmware	firmware	NOUN
easat-1809	97	18	can	can	AUX
easat-1809	97	19	be	be	AUX
easat-1809	97	20	logged	log	VERB
easat-1809	97	21	,	,	PUNCT
easat-1809	97	22	hence	hence	ADV
easat-1809	97	23	posing	pose	VERB
easat-1809	97	24	a	a	DET
easat-1809	97	25	major	major	ADJ
easat-1809	97	26	security	security	NOUN
easat-1809	97	27	threat	threat	NOUN
easat-1809	97	28	.	.	PUNCT
easat-1809	98	1	this	this	DET
easat-1809	98	2	research	research	NOUN
easat-1809	98	3	seeks	seek	VERB
easat-1809	98	4	to	to	PART
easat-1809	98	5	fill	fill	VERB
easat-1809	98	6	this	this	DET
easat-1809	98	7	gap	gap	NOUN
easat-1809	98	8	by	by	ADP
easat-1809	98	9	exploring	explore	VERB
easat-1809	98	10	new	new	ADJ
easat-1809	98	11	methods	method	NOUN
easat-1809	98	12	that	that	PRON
easat-1809	98	13	can	can	AUX
easat-1809	98	14	be	be	AUX
easat-1809	98	15	used	use	VERB
easat-1809	98	16	to	to	PART
easat-1809	98	17	identify	identify	VERB
easat-1809	98	18	firmware	firmware	NOUN
easat-1809	98	19	changes	change	NOUN
easat-1809	98	20	in	in	ADP
easat-1809	98	21	usb	usb	NOUN
easat-1809	98	22	devices	device	NOUN
easat-1809	98	23	.	.	PUNCT
easat-1809	99	1	the	the	DET
easat-1809	99	2	problem	problem	NOUN
easat-1809	99	3	with	with	ADP
easat-1809	99	4	employing	employ	VERB
easat-1809	99	5	signature	signature	NOUN
easat-1809	99	6	-	-	PUNCT
easat-1809	99	7	based	base	VERB
easat-1809	99	8	detection	detection	NOUN
easat-1809	99	9	for	for	ADP
easat-1809	99	10	countering	counter	VERB
easat-1809	99	11	badusb	badusb	ADJ
easat-1809	99	12	attacks	attack	NOUN
easat-1809	99	13	is	be	AUX
easat-1809	99	14	that	that	SCONJ
easat-1809	99	15	it	it	PRON
easat-1809	99	16	successfully	successfully	ADV
easat-1809	99	17	works	work	VERB
easat-1809	99	18	only	only	ADV
easat-1809	99	19	as	as	ADP
easat-1809	99	20	protection	protection	NOUN
easat-1809	99	21	against	against	ADP
easat-1809	99	22	traditional	traditional	ADJ
easat-1809	99	23	types	type	NOUN
easat-1809	99	24	of	of	ADP
easat-1809	99	25	malwares	malware	NOUN
easat-1809	99	26	.	.	PUNCT
easat-1809	100	1	according	accord	VERB
easat-1809	100	2	to	to	ADP
easat-1809	100	3	vouteva	vouteva	PROPN
easat-1809	100	4	et	et	PROPN
easat-1809	100	5	al	al	PROPN
easat-1809	100	6	.	.	PROPN
easat-1809	101	1	(	(	PUNCT
easat-1809	101	2	2015	2015	NUM
easat-1809	101	3	)	)	PUNCT
easat-1809	101	4	,	,	PUNCT
easat-1809	101	5	badusb	badusb	PROPN
easat-1809	101	6	attacks	attack	NOUN
easat-1809	101	7	remain	remain	VERB
easat-1809	101	8	undetected	undetected	ADJ
easat-1809	101	9	because	because	SCONJ
easat-1809	101	10	they	they	PRON
easat-1809	101	11	do	do	AUX
easat-1809	101	12	not	not	PART
easat-1809	101	13	create	create	VERB
easat-1809	101	14	malware	malware	NOUN
easat-1809	101	15	signatures	signature	NOUN
easat-1809	101	16	or	or	CCONJ
easat-1809	101	17	malicious	malicious	ADJ
easat-1809	101	18	files	file	NOUN
easat-1809	101	19	[	[	X
easat-1809	101	20	26	26	NUM
easat-1809	101	21	]	]	PUNCT
easat-1809	101	22	.	.	PUNCT
easat-1809	102	1	therefore	therefore	ADV
easat-1809	102	2	,	,	PUNCT
easat-1809	102	3	this	this	DET
easat-1809	102	4	research	research	NOUN
easat-1809	102	5	will	will	AUX
easat-1809	102	6	consider	consider	VERB
easat-1809	102	7	the	the	DET
easat-1809	102	8	following	follow	VERB
easat-1809	102	9	promising	promising	ADJ
easat-1809	102	10	approaches	approach	NOUN
easat-1809	102	11	that	that	PRON
easat-1809	102	12	do	do	AUX
easat-1809	102	13	not	not	PART
easat-1809	102	14	operate	operate	VERB
easat-1809	102	15	based	base	VERB
easat-1809	102	16	on	on	ADP
easat-1809	102	17	signature	signature	NOUN
easat-1809	102	18	-	-	PUNCT
easat-1809	102	19	based	base	VERB
easat-1809	102	20	detection	detection	NOUN
easat-1809	102	21	,	,	PUNCT
easat-1809	102	22	1094	1094	NUM
easat-1809	102	23	edelweiss	edelweiss	PROPN
easat-1809	102	24	applied	apply	VERB
easat-1809	102	25	science	science	NOUN
easat-1809	102	26	and	and	CCONJ
easat-1809	102	27	technology	technology	NOUN
easat-1809	102	28	issn	issn	PROPN
easat-1809	102	29	:	:	PUNCT
easat-1809	102	30	2576	2576	NUM
easat-1809	102	31	-	-	SYM
easat-1809	102	32	8484	8484	NUM
easat-1809	102	33	vol	vol	NOUN
easat-1809	102	34	.	.	PROPN
easat-1809	102	35	8	8	NUM
easat-1809	102	36	,	,	PUNCT
easat-1809	102	37	no	no	INTJ
easat-1809	102	38	.	.	NOUN
easat-1809	102	39	5	5	NUM
easat-1809	102	40	:	:	SYM
easat-1809	102	41	1090	1090	NUM
easat-1809	102	42	-	-	SYM
easat-1809	102	43	1100	1100	NUM
easat-1809	102	44	,	,	PUNCT
easat-1809	102	45	2024	2024	NUM
easat-1809	102	46	doi	doi	NOUN
easat-1809	102	47	:	:	PUNCT
easat-1809	102	48	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	102	49	©	©	NOUN
easat-1809	102	50	2024	2024	NUM
easat-1809	102	51	by	by	ADP
easat-1809	102	52	the	the	DET
easat-1809	102	53	author	author	NOUN
easat-1809	102	54	;	;	PUNCT
easat-1809	102	55	licensee	licensee	PROPN
easat-1809	102	56	learning	learn	VERB
easat-1809	102	57	gate	gate	VERB
easat-1809	102	58	behavioral	behavioral	ADJ
easat-1809	102	59	analysis	analysis	NOUN
easat-1809	102	60	,	,	PUNCT
easat-1809	102	61	and	and	CCONJ
easat-1809	102	62	machine	machine	NOUN
easat-1809	102	63	learning	learning	NOUN
easat-1809	102	64	.	.	PUNCT
easat-1809	103	1	wang	wang	PROPN
easat-1809	103	2	et	et	PROPN
easat-1809	103	3	al	al	PROPN
easat-1809	103	4	.	.	PROPN
easat-1809	103	5	(	(	PUNCT
easat-1809	103	6	2021	2021	NUM
easat-1809	103	7	)	)	PUNCT
easat-1809	103	8	also	also	ADV
easat-1809	103	9	designate	designate	ADJ
easat-1809	103	10	that	that	SCONJ
easat-1809	103	11	current	current	ADJ
easat-1809	103	12	machinelearning	machinelearning	NOUN
easat-1809	103	13	models	model	NOUN
easat-1809	103	14	need	need	VERB
easat-1809	103	15	big	big	ADJ
easat-1809	103	16	datasets	dataset	NOUN
easat-1809	103	17	to	to	PART
easat-1809	103	18	learn	learn	VERB
easat-1809	103	19	the	the	DET
easat-1809	103	20	distinctions	distinction	NOUN
easat-1809	103	21	between	between	ADP
easat-1809	103	22	normal	normal	ADJ
easat-1809	103	23	and	and	CCONJ
easat-1809	103	24	malicious	malicious	ADJ
easat-1809	103	25	device	device	NOUN
easat-1809	103	26	activities	activity	NOUN
easat-1809	103	27	[	[	X
easat-1809	103	28	27	27	NUM
easat-1809	103	29	]	]	PUNCT
easat-1809	103	30	.	.	PUNCT
easat-1809	104	1	however	however	ADV
easat-1809	104	2	,	,	PUNCT
easat-1809	104	3	due	due	ADP
easat-1809	104	4	to	to	ADP
easat-1809	104	5	the	the	DET
easat-1809	104	6	high	high	ADJ
easat-1809	104	7	versatility	versatility	NOUN
easat-1809	104	8	of	of	ADP
easat-1809	104	9	legitimate	legitimate	ADJ
easat-1809	104	10	usb	usb	NOUN
easat-1809	104	11	device	device	NOUN
easat-1809	104	12	activities	activity	NOUN
easat-1809	104	13	,	,	PUNCT
easat-1809	104	14	it	it	PRON
easat-1809	104	15	is	be	AUX
easat-1809	104	16	challenging	challenge	VERB
easat-1809	104	17	to	to	PART
easat-1809	104	18	build	build	VERB
easat-1809	104	19	reliable	reliable	ADJ
easat-1809	104	20	training	training	NOUN
easat-1809	104	21	sets	set	NOUN
easat-1809	104	22	.	.	PUNCT
easat-1809	105	1	this	this	DET
easat-1809	105	2	research	research	NOUN
easat-1809	105	3	will	will	AUX
easat-1809	105	4	add	add	VERB
easat-1809	105	5	to	to	ADP
easat-1809	105	6	such	such	ADJ
easat-1809	105	7	models	model	NOUN
easat-1809	105	8	by	by	ADP
easat-1809	105	9	garnering	garner	VERB
easat-1809	105	10	better	well	ADJ
easat-1809	105	11	information	information	NOUN
easat-1809	105	12	about	about	ADP
easat-1809	105	13	usb	usb	NOUN
easat-1809	105	14	behaviors	behavior	NOUN
easat-1809	105	15	through	through	ADP
easat-1809	105	16	enhanced	enhance	VERB
easat-1809	105	17	data	datum	NOUN
easat-1809	105	18	gathering	gathering	NOUN
easat-1809	105	19	and	and	CCONJ
easat-1809	105	20	analysis	analysis	NOUN
easat-1809	105	21	of	of	ADP
easat-1809	105	22	the	the	DET
easat-1809	105	23	aforementioned	aforementioned	ADJ
easat-1809	105	24	badusb	badusb	NOUN
easat-1809	105	25	behaviors	behavior	NOUN
easat-1809	105	26	at	at	ADP
easat-1809	105	27	the	the	DET
easat-1809	105	28	firmware	firmware	NOUN
easat-1809	105	29	level	level	NOUN
easat-1809	105	30	.	.	PUNCT
easat-1809	106	1	3	3	X
easat-1809	106	2	.	.	X
easat-1809	106	3	methodology	methodology	NOUN
easat-1809	106	4	3.1	3.1	NUM
easat-1809	106	5	.	.	PUNCT
easat-1809	107	1	experimental	experimental	ADJ
easat-1809	107	2	design	design	NOUN
easat-1809	107	3	i	i	PRON
easat-1809	107	4	contacted	contact	VERB
easat-1809	107	5	trend	trend	NOUN
easat-1809	107	6	micro	micro	PROPN
easat-1809	107	7	inc	inc	PROPN
easat-1809	107	8	.	.	PROPN
easat-1809	107	9	,	,	PUNCT
easat-1809	107	10	an	an	DET
easat-1809	107	11	american	american	ADJ
easat-1809	107	12	-	-	PUNCT
easat-1809	107	13	japanese	japanese	ADJ
easat-1809	107	14	cyber	cyber	NOUN
easat-1809	107	15	security	security	NOUN
easat-1809	107	16	software	software	NOUN
easat-1809	107	17	company	company	NOUN
easat-1809	107	18	,	,	PUNCT
easat-1809	107	19	to	to	PART
easat-1809	107	20	determine	determine	VERB
easat-1809	107	21	the	the	DET
easat-1809	107	22	efficiency	efficiency	NOUN
easat-1809	107	23	of	of	ADP
easat-1809	107	24	the	the	DET
easat-1809	107	25	different	different	ADJ
easat-1809	107	26	forensic	forensic	ADJ
easat-1809	107	27	approaches	approach	NOUN
easat-1809	107	28	for	for	ADP
easat-1809	107	29	identifying	identify	VERB
easat-1809	107	30	and	and	CCONJ
easat-1809	107	31	analyzing	analyze	VERB
easat-1809	107	32	badusb	badusb	PROPN
easat-1809	107	33	.	.	PUNCT
easat-1809	108	1	with	with	ADP
easat-1809	108	2	the	the	DET
easat-1809	108	3	help	help	NOUN
easat-1809	108	4	of	of	ADP
easat-1809	108	5	this	this	DET
easat-1809	108	6	company	company	NOUN
easat-1809	108	7	’s	’s	PART
easat-1809	108	8	cybersecurity	cybersecurity	NOUN
easat-1809	108	9	specialists	specialist	NOUN
easat-1809	108	10	,	,	PUNCT
easat-1809	108	11	i	i	PRON
easat-1809	108	12	conducted	conduct	VERB
easat-1809	108	13	an	an	DET
easat-1809	108	14	experiment	experiment	NOUN
easat-1809	108	15	at	at	ADP
easat-1809	108	16	the	the	DET
easat-1809	108	17	cybersecurity	cybersecurity	NOUN
easat-1809	108	18	lab	lab	NOUN
easat-1809	108	19	.	.	PUNCT
easat-1809	109	1	the	the	DET
easat-1809	109	2	experiment	experiment	NOUN
easat-1809	109	3	was	be	AUX
easat-1809	109	4	designed	design	VERB
easat-1809	109	5	in	in	ADP
easat-1809	109	6	a	a	DET
easat-1809	109	7	laboratory	laboratory	NOUN
easat-1809	109	8	setup	setup	NOUN
easat-1809	109	9	created	create	VERB
easat-1809	109	10	to	to	PART
easat-1809	109	11	depict	depict	VERB
easat-1809	109	12	an	an	DET
easat-1809	109	13	actual	actual	ADJ
easat-1809	109	14	situation	situation	NOUN
easat-1809	109	15	where	where	SCONJ
easat-1809	109	16	usb	usb	NOUN
easat-1809	109	17	devices	device	NOUN
easat-1809	109	18	can	can	AUX
easat-1809	109	19	be	be	AUX
easat-1809	109	20	used	use	VERB
easat-1809	109	21	for	for	ADP
easat-1809	109	22	malicious	malicious	ADJ
easat-1809	109	23	purposes	purpose	NOUN
easat-1809	109	24	.	.	PUNCT
easat-1809	110	1	the	the	DET
easat-1809	110	2	experiment	experiment	NOUN
easat-1809	110	3	was	be	AUX
easat-1809	110	4	conducted	conduct	VERB
easat-1809	110	5	to	to	PART
easat-1809	110	6	compare	compare	VERB
easat-1809	110	7	the	the	DET
easat-1809	110	8	effectiveness	effectiveness	NOUN
easat-1809	110	9	of	of	ADP
easat-1809	110	10	various	various	ADJ
easat-1809	110	11	forensic	forensic	ADJ
easat-1809	110	12	approaches	approach	NOUN
easat-1809	110	13	to	to	PART
easat-1809	110	14	detect	detect	VERB
easat-1809	110	15	modified	modified	ADJ
easat-1809	110	16	usb	usb	NOUN
easat-1809	110	17	devices	device	NOUN
easat-1809	110	18	that	that	PRON
easat-1809	110	19	may	may	AUX
easat-1809	110	20	perform	perform	VERB
easat-1809	110	21	malicious	malicious	ADJ
easat-1809	110	22	activities	activity	NOUN
easat-1809	110	23	.	.	PUNCT
easat-1809	111	1	3.1.1	3.1.1	X
easat-1809	111	2	.	.	PUNCT
easat-1809	111	3	hardware	hardware	NOUN
easat-1809	111	4	setup	setup	NOUN
easat-1809	111	5	three	three	NUM
easat-1809	111	6	commercially	commercially	ADV
easat-1809	111	7	available	available	ADJ
easat-1809	111	8	desktops	desktop	NOUN
easat-1809	111	9	with	with	ADP
easat-1809	111	10	generic	generic	ADJ
easat-1809	111	11	configurations	configuration	NOUN
easat-1809	111	12	were	be	AUX
easat-1809	111	13	used	use	VERB
easat-1809	111	14	as	as	ADP
easat-1809	111	15	target	target	NOUN
easat-1809	111	16	systems	system	NOUN
easat-1809	111	17	.	.	PUNCT
easat-1809	112	1	to	to	PART
easat-1809	112	2	mimic	mimic	VERB
easat-1809	112	3	different	different	ADJ
easat-1809	112	4	conditions	condition	NOUN
easat-1809	112	5	,	,	PUNCT
easat-1809	112	6	some	some	PRON
easat-1809	112	7	of	of	ADP
easat-1809	112	8	these	these	DET
easat-1809	112	9	computers	computer	NOUN
easat-1809	112	10	had	have	VERB
easat-1809	112	11	different	different	ADJ
easat-1809	112	12	operating	operating	NOUN
easat-1809	112	13	systems	system	NOUN
easat-1809	112	14	installed	instal	VERB
easat-1809	112	15	on	on	ADP
easat-1809	112	16	them	they	PRON
easat-1809	112	17	:	:	PUNCT
easat-1809	112	18	windows	window	NOUN
easat-1809	112	19	10	10	NUM
easat-1809	112	20	and	and	CCONJ
easat-1809	112	21	linux	linux	PROPN
easat-1809	112	22	ubuntu	ubuntu	NOUN
easat-1809	112	23	20	20	NUM
easat-1809	112	24	.	.	NOUN
easat-1809	112	25	04	04	NUM
easat-1809	112	26	,	,	PUNCT
easat-1809	112	27	macos	macos	NOUN
easat-1809	112	28	monterey	monterey	NOUN
easat-1809	112	29	.	.	PUNCT
easat-1809	113	1	this	this	DET
easat-1809	113	2	variation	variation	NOUN
easat-1809	113	3	would	would	AUX
easat-1809	113	4	compare	compare	VERB
easat-1809	113	5	the	the	DET
easat-1809	113	6	effectiveness	effectiveness	NOUN
easat-1809	113	7	of	of	ADP
easat-1809	113	8	various	various	ADJ
easat-1809	113	9	forensic	forensic	ADJ
easat-1809	113	10	tools	tool	NOUN
easat-1809	113	11	depending	depend	VERB
easat-1809	113	12	on	on	ADP
easat-1809	113	13	the	the	DET
easat-1809	113	14	os	os	NOUN
easat-1809	113	15	they	they	PRON
easat-1809	113	16	were	be	AUX
easat-1809	113	17	used	use	VERB
easat-1809	113	18	on	on	ADP
easat-1809	113	19	.	.	PUNCT
easat-1809	114	1	additionally	additionally	ADV
easat-1809	114	2	,	,	PUNCT
easat-1809	114	3	ten	ten	NUM
easat-1809	114	4	usb	usb	NOUN
easat-1809	114	5	devices	device	NOUN
easat-1809	114	6	were	be	AUX
easat-1809	114	7	selected	select	VERB
easat-1809	114	8	for	for	ADP
easat-1809	114	9	the	the	DET
easat-1809	114	10	experiment	experiment	NOUN
easat-1809	114	11	;	;	PUNCT
easat-1809	114	12	these	these	PRON
easat-1809	114	13	are	be	AUX
easat-1809	114	14	:	:	PUNCT
easat-1809	114	15	usb	usb	PROPN
easat-1809	114	16	flash	flash	NOUN
easat-1809	114	17	drive	drive	NOUN
easat-1809	114	18	,	,	PUNCT
easat-1809	114	19	usb	usb	NOUN
easat-1809	114	20	keyboard	keyboard	NOUN
easat-1809	114	21	,	,	PUNCT
easat-1809	114	22	and	and	CCONJ
easat-1809	114	23	usb	usb	NOUN
easat-1809	114	24	network	network	NOUN
easat-1809	114	25	adapter	adapter	NOUN
easat-1809	114	26	,	,	PUNCT
easat-1809	114	27	among	among	ADP
easat-1809	114	28	others	other	NOUN
easat-1809	114	29	.	.	PUNCT
easat-1809	115	1	these	these	DET
easat-1809	115	2	devices	device	NOUN
easat-1809	115	3	were	be	AUX
easat-1809	115	4	infected	infect	VERB
easat-1809	115	5	with	with	ADP
easat-1809	115	6	badusb	badusb	PROPN
easat-1809	115	7	firmware	firmware	VERB
easat-1809	115	8	to	to	PART
easat-1809	115	9	mimic	mimic	VERB
easat-1809	115	10	the	the	DET
easat-1809	115	11	attacks	attack	NOUN
easat-1809	115	12	.	.	PUNCT
easat-1809	116	1	every	every	DET
easat-1809	116	2	usb	usb	NOUN
easat-1809	116	3	device	device	NOUN
easat-1809	116	4	contained	contain	VERB
easat-1809	116	5	different	different	ADJ
easat-1809	116	6	types	type	NOUN
easat-1809	116	7	of	of	ADP
easat-1809	116	8	malicious	malicious	ADJ
easat-1809	116	9	firmware	firmware	NOUN
easat-1809	116	10	,	,	PUNCT
easat-1809	116	11	which	which	PRON
easat-1809	116	12	was	be	AUX
easat-1809	116	13	programmed	program	VERB
easat-1809	116	14	to	to	PART
easat-1809	116	15	do	do	VERB
easat-1809	116	16	a	a	DET
easat-1809	116	17	particular	particular	ADJ
easat-1809	116	18	action	action	NOUN
easat-1809	116	19	,	,	PUNCT
easat-1809	116	20	such	such	ADJ
easat-1809	116	21	as	as	ADP
easat-1809	116	22	keystroke	keystroke	NOUN
easat-1809	116	23	injection	injection	NOUN
easat-1809	116	24	,	,	PUNCT
easat-1809	116	25	data	data	NOUN
easat-1809	116	26	theft	theft	NOUN
easat-1809	116	27	,	,	PUNCT
easat-1809	116	28	and	and	CCONJ
easat-1809	116	29	malware	malware	NOUN
easat-1809	116	30	distribution	distribution	NOUN
easat-1809	116	31	.	.	PUNCT
easat-1809	117	1	other	other	ADJ
easat-1809	117	2	recommended	recommend	VERB
easat-1809	117	3	forensic	forensic	ADJ
easat-1809	117	4	hardware	hardware	NOUN
easat-1809	117	5	used	use	VERB
easat-1809	117	6	were	be	AUX
easat-1809	117	7	the	the	DET
easat-1809	117	8	usb	usb	NOUN
easat-1809	117	9	write	write	VERB
easat-1809	117	10	blockers	blocker	NOUN
easat-1809	117	11	to	to	PART
easat-1809	117	12	ensure	ensure	VERB
easat-1809	117	13	that	that	SCONJ
easat-1809	117	14	the	the	DET
easat-1809	117	15	modified	modify	VERB
easat-1809	117	16	usb	usb	NOUN
easat-1809	117	17	equipment	equipment	NOUN
easat-1809	117	18	does	do	AUX
easat-1809	117	19	not	not	PART
easat-1809	117	20	modify	modify	VERB
easat-1809	117	21	the	the	DET
easat-1809	117	22	information	information	NOUN
easat-1809	117	23	in	in	ADP
easat-1809	117	24	the	the	DET
easat-1809	117	25	system	system	NOUN
easat-1809	117	26	when	when	SCONJ
easat-1809	117	27	connected	connect	VERB
easat-1809	117	28	for	for	ADP
easat-1809	117	29	forensic	forensic	ADJ
easat-1809	117	30	analysis	analysis	NOUN
easat-1809	117	31	and	and	CCONJ
easat-1809	117	32	the	the	DET
easat-1809	117	33	external	external	ADJ
easat-1809	117	34	hard	hard	ADJ
easat-1809	117	35	drives	drive	NOUN
easat-1809	117	36	for	for	ADP
easat-1809	117	37	storage	storage	NOUN
easat-1809	117	38	of	of	ADP
easat-1809	117	39	the	the	DET
easat-1809	117	40	forensic	forensic	ADJ
easat-1809	117	41	data	datum	NOUN
easat-1809	117	42	.	.	PUNCT
easat-1809	118	1	3.1.2	3.1.2	X
easat-1809	118	2	.	.	PUNCT
easat-1809	118	3	software	software	NOUN
easat-1809	118	4	tools	tool	VERB
easat-1809	118	5	forensic	forensic	ADJ
easat-1809	118	6	analysistools	analysistool	NOUN
easat-1809	118	7	like	like	ADP
easat-1809	118	8	autopsy	autopsy	ADJ
easat-1809	118	9	and	and	CCONJ
easat-1809	118	10	ftk	ftk	PROPN
easat-1809	118	11	imager	imager	PROPN
easat-1809	118	12	were	be	AUX
easat-1809	118	13	employed	employ	VERB
easat-1809	118	14	to	to	PART
easat-1809	118	15	conduct	conduct	VERB
easat-1809	118	16	forensic	forensic	ADJ
easat-1809	118	17	analysis	analysis	NOUN
easat-1809	118	18	.	.	PUNCT
easat-1809	119	1	data	datum	NOUN
easat-1809	119	2	logging	logging	NOUN
easat-1809	119	3	—	—	PUNCT
easat-1809	119	4	for	for	ADP
easat-1809	119	5	these	these	DET
easat-1809	119	6	purposes	purpose	NOUN
easat-1809	119	7	,	,	PUNCT
easat-1809	119	8	the	the	DET
easat-1809	119	9	open	open	ADJ
easat-1809	119	10	-	-	PUNCT
easat-1809	119	11	source	source	NOUN
easat-1809	119	12	packet	packet	NOUN
easat-1809	119	13	capturing	capture	VERB
easat-1809	119	14	tool	tool	NOUN
easat-1809	119	15	usbpcap	usbpcap	NOUN
easat-1809	119	16	was	be	AUX
easat-1809	119	17	employed	employ	VERB
easat-1809	119	18	to	to	PART
easat-1809	119	19	intercept	intercept	VERB
easat-1809	119	20	all	all	DET
easat-1809	119	21	usb	usb	NOUN
easat-1809	119	22	inter(pair)face	inter(pair)face	NOUN
easat-1809	119	23	communication	communication	NOUN
easat-1809	119	24	with	with	ADP
easat-1809	119	25	the	the	DET
easat-1809	119	26	target	target	NOUN
easat-1809	119	27	computers	computer	NOUN
easat-1809	119	28	.	.	PUNCT
easat-1809	120	1	this	this	DET
easat-1809	120	2	tool	tool	NOUN
easat-1809	120	3	recorded	record	VERB
easat-1809	120	4	the	the	DET
easat-1809	120	5	usb	usb	NOUN
easat-1809	120	6	device	device	NOUN
easat-1809	120	7	descriptors	descriptor	NOUN
easat-1809	120	8	,	,	PUNCT
easat-1809	120	9	firmware	firmware	NOUN
easat-1809	120	10	,	,	PUNCT
easat-1809	120	11	and	and	CCONJ
easat-1809	120	12	command	command	VERB
easat-1809	120	13	sequences	sequence	NOUN
easat-1809	120	14	executed	execute	VERB
easat-1809	120	15	.	.	PUNCT
easat-1809	121	1	behavioral	behavioral	ADJ
easat-1809	121	2	monitoring	monitoring	NOUN
easat-1809	121	3	tools	tool	NOUN
easat-1809	121	4	—	—	PUNCT
easat-1809	121	5	wireshark	wireshark	NOUN
easat-1809	121	6	was	be	AUX
easat-1809	121	7	used	use	VERB
easat-1809	121	8	to	to	PART
easat-1809	121	9	monitor	monitor	VERB
easat-1809	121	10	and	and	CCONJ
easat-1809	121	11	study	study	VERB
easat-1809	121	12	the	the	DET
easat-1809	121	13	behavioral	behavioral	ADJ
easat-1809	121	14	patterns	pattern	NOUN
easat-1809	121	15	of	of	ADP
easat-1809	121	16	usb	usb	NOUN
easat-1809	121	17	devices	device	NOUN
easat-1809	121	18	,	,	PUNCT
easat-1809	121	19	capturing	capture	VERB
easat-1809	121	20	the	the	DET
easat-1809	121	21	traffic	traffic	NOUN
easat-1809	121	22	that	that	PRON
easat-1809	121	23	the	the	DET
easat-1809	121	24	usb	usb	NOUN
easat-1809	121	25	network	network	NOUN
easat-1809	121	26	adapters	adapter	NOUN
easat-1809	121	27	generated	generate	VERB
easat-1809	121	28	on	on	ADP
easat-1809	121	29	the	the	DET
easat-1809	121	30	network	network	NOUN
easat-1809	121	31	.	.	PUNCT
easat-1809	122	1	3.1.3	3.1.3	NUM
easat-1809	122	2	.	.	PUNCT
easat-1809	122	3	preparation	preparation	NOUN
easat-1809	122	4	of	of	ADP
easat-1809	122	5	usb	usb	NOUN
easat-1809	122	6	devices	device	NOUN
easat-1809	122	7	with	with	ADP
easat-1809	122	8	badusb	badusb	PROPN
easat-1809	122	9	firmware	firmware	VERB
easat-1809	122	10	in	in	ADP
easat-1809	122	11	this	this	DET
easat-1809	122	12	experiment	experiment	NOUN
easat-1809	122	13	,	,	PUNCT
easat-1809	122	14	all	all	DET
easat-1809	122	15	the	the	DET
easat-1809	122	16	usb	usb	NOUN
easat-1809	122	17	devices	device	NOUN
easat-1809	122	18	were	be	AUX
easat-1809	122	19	preprogrammed	preprogramme	VERB
easat-1809	122	20	by	by	ADP
easat-1809	122	21	installing	instal	VERB
easat-1809	122	22	the	the	DET
easat-1809	122	23	badusb	badusb	PROPN
easat-1809	122	24	firmware	firmware	VERB
easat-1809	122	25	tools	tool	NOUN
easat-1809	122	26	,	,	PUNCT
easat-1809	122	27	the	the	DET
easat-1809	122	28	usb	usb	NOUN
easat-1809	122	29	rubber	rubber	NOUN
easat-1809	122	30	ducky	ducky	PROPN
easat-1809	122	31	.	.	PUNCT
easat-1809	123	1	the	the	DET
easat-1809	123	2	usb	usb	NOUN
easat-1809	123	3	devices	device	NOUN
easat-1809	123	4	were	be	AUX
easat-1809	123	5	coded	code	VERB
easat-1809	123	6	in	in	ADP
easat-1809	123	7	the	the	DET
easat-1809	123	8	analysis	analysis	NOUN
easat-1809	123	9	to	to	PART
easat-1809	123	10	execute	execute	VERB
easat-1809	123	11	several	several	ADJ
easat-1809	123	12	nefarious	nefarious	ADJ
easat-1809	123	13	activities	activity	NOUN
easat-1809	123	14	for	for	ADP
easat-1809	123	15	every	every	DET
easat-1809	123	16	attack	attack	NOUN
easat-1809	123	17	scenario	scenario	NOUN
easat-1809	123	18	.	.	PUNCT
easat-1809	124	1	the	the	DET
easat-1809	124	2	preparation	preparation	NOUN
easat-1809	124	3	steps	step	NOUN
easat-1809	124	4	involved	involve	VERB
easat-1809	124	5	:	:	PUNCT
easat-1809	124	6	keystroke	keystroke	VERB
easat-1809	124	7	injection	injection	NOUN
easat-1809	124	8	—	—	PUNCT
easat-1809	124	9	the	the	DET
easat-1809	124	10	keyboards	keyboard	NOUN
easat-1809	124	11	were	be	AUX
easat-1809	124	12	physically	physically	ADV
easat-1809	124	13	changed	change	VERB
easat-1809	124	14	to	to	PART
easat-1809	124	15	function	function	VERB
easat-1809	124	16	like	like	ADP
easat-1809	124	17	human	human	ADJ
easat-1809	124	18	interface	interface	NOUN
easat-1809	124	19	devices	device	NOUN
easat-1809	124	20	.	.	PUNCT
easat-1809	125	1	this	this	PRON
easat-1809	125	2	enabled	enable	VERB
easat-1809	125	3	them	they	PRON
easat-1809	125	4	to	to	PART
easat-1809	125	5	execute	execute	VERB
easat-1809	125	6	scripted	script	VERB
easat-1809	125	7	keystrokes	keystroke	NOUN
easat-1809	125	8	as	as	ADV
easat-1809	125	9	soon	soon	ADV
easat-1809	125	10	as	as	SCONJ
easat-1809	125	11	the	the	DET
easat-1809	125	12	usb	usb	NOUN
easat-1809	125	13	was	be	AUX
easat-1809	125	14	connected	connect	VERB
easat-1809	125	15	to	to	ADP
easat-1809	125	16	the	the	DET
easat-1809	125	17	specific	specific	ADJ
easat-1809	125	18	stations	station	NOUN
easat-1809	125	19	.	.	PUNCT
easat-1809	126	1	data	datum	NOUN
easat-1809	126	2	exfiltration	exfiltration	NOUN
easat-1809	126	3	—	—	PUNCT
easat-1809	126	4	malware	malware	NOUN
easat-1809	126	5	contained	contain	VERB
easat-1809	126	6	in	in	ADP
easat-1809	126	7	usb	usb	NOUN
easat-1809	126	8	flash	flash	NOUN
easat-1809	126	9	drives	drive	NOUN
easat-1809	126	10	was	be	AUX
easat-1809	126	11	configured	configure	VERB
easat-1809	126	12	to	to	PART
easat-1809	126	13	copy	copy	VERB
easat-1809	126	14	files	file	NOUN
easat-1809	126	15	from	from	ADP
easat-1809	126	16	the	the	DET
easat-1809	126	17	target	target	NOUN
easat-1809	126	18	pcs	pc	NOUN
easat-1809	126	19	to	to	ADP
easat-1809	126	20	a	a	DET
easat-1809	126	21	given	give	VERB
easat-1809	126	22	host	host	NOUN
easat-1809	126	23	server	server	NOUN
easat-1809	126	24	.	.	PUNCT
easat-1809	127	1	this	this	DET
easat-1809	127	2	attack	attack	NOUN
easat-1809	127	3	was	be	AUX
easat-1809	127	4	designed	design	VERB
easat-1809	127	5	to	to	PART
easat-1809	127	6	mimic	mimic	VERB
easat-1809	127	7	a	a	DET
easat-1809	127	8	data	data	NOUN
easat-1809	127	9	exfiltration	exfiltration	NOUN
easat-1809	127	10	scenario	scenario	NOUN
easat-1809	127	11	in	in	ADP
easat-1809	127	12	which	which	PRON
easat-1809	127	13	files	file	NOUN
easat-1809	127	14	were	be	AUX
easat-1809	127	15	taken	take	VERB
easat-1809	127	16	without	without	ADP
easat-1809	127	17	the	the	DET
easat-1809	127	18	user	user	NOUN
easat-1809	127	19	's	's	PART
easat-1809	127	20	permission	permission	NOUN
easat-1809	127	21	.	.	PUNCT
easat-1809	128	1	1095	1095	NUM
easat-1809	128	2	edelweiss	edelweiss	PROPN
easat-1809	128	3	applied	apply	VERB
easat-1809	128	4	science	science	NOUN
easat-1809	128	5	and	and	CCONJ
easat-1809	128	6	technology	technology	NOUN
easat-1809	128	7	issn	issn	PROPN
easat-1809	128	8	:	:	PUNCT
easat-1809	128	9	2576	2576	NUM
easat-1809	128	10	-	-	SYM
easat-1809	128	11	8484	8484	NUM
easat-1809	128	12	vol	vol	NOUN
easat-1809	128	13	.	.	PROPN
easat-1809	128	14	8	8	NUM
easat-1809	128	15	,	,	PUNCT
easat-1809	128	16	no	no	INTJ
easat-1809	128	17	.	.	NOUN
easat-1809	128	18	5	5	NUM
easat-1809	128	19	:	:	SYM
easat-1809	128	20	1090	1090	NUM
easat-1809	128	21	-	-	SYM
easat-1809	128	22	1100	1100	NUM
easat-1809	128	23	,	,	PUNCT
easat-1809	128	24	2024	2024	NUM
easat-1809	128	25	doi	doi	NOUN
easat-1809	128	26	:	:	PUNCT
easat-1809	128	27	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	128	28	©	©	NOUN
easat-1809	128	29	2024	2024	NUM
easat-1809	128	30	by	by	ADP
easat-1809	128	31	the	the	DET
easat-1809	128	32	author	author	NOUN
easat-1809	128	33	;	;	PUNCT
easat-1809	128	34	licensee	licensee	PROPN
easat-1809	128	35	learning	learn	VERB
easat-1809	128	36	gate	gate	PROPN
easat-1809	128	37	malware	malware	NOUN
easat-1809	128	38	delivery	delivery	NOUN
easat-1809	128	39	—	—	PUNCT
easat-1809	128	40	a	a	DET
easat-1809	128	41	selection	selection	NOUN
easat-1809	128	42	of	of	ADP
easat-1809	128	43	manipulated	manipulate	VERB
easat-1809	128	44	usb	usb	NOUN
easat-1809	128	45	devices	device	NOUN
easat-1809	128	46	was	be	AUX
easat-1809	128	47	presented	present	VERB
easat-1809	128	48	to	to	PART
easat-1809	128	49	execute	execute	VERB
easat-1809	128	50	harmful	harmful	ADJ
easat-1809	128	51	programs	program	NOUN
easat-1809	128	52	.	.	PUNCT
easat-1809	129	1	when	when	SCONJ
easat-1809	129	2	inserted	insert	VERB
easat-1809	129	3	,	,	PUNCT
easat-1809	129	4	these	these	DET
easat-1809	129	5	devices	device	NOUN
easat-1809	129	6	looked	look	VERB
easat-1809	129	7	like	like	ADP
easat-1809	129	8	ordinary	ordinary	ADJ
easat-1809	129	9	adapters	adapter	NOUN
easat-1809	129	10	but	but	CCONJ
easat-1809	129	11	installed	instal	VERB
easat-1809	129	12	dangerous	dangerous	ADJ
easat-1809	129	13	malware	malware	NOUN
easat-1809	129	14	into	into	ADP
easat-1809	129	15	their	their	PRON
easat-1809	129	16	system	system	NOUN
easat-1809	129	17	.	.	PUNCT
easat-1809	130	1	this	this	PRON
easat-1809	130	2	included	include	VERB
easat-1809	130	3	ransomware	ransomware	NOUN
easat-1809	130	4	and	and	CCONJ
easat-1809	130	5	remote	remote	ADJ
easat-1809	130	6	access	access	NOUN
easat-1809	130	7	trojans	trojan	NOUN
easat-1809	130	8	,	,	PUNCT
easat-1809	130	9	better	well	ADV
easat-1809	130	10	known	know	VERB
easat-1809	130	11	as	as	ADP
easat-1809	130	12	rats	rat	NOUN
easat-1809	130	13	.	.	PUNCT
easat-1809	131	1	network	network	NOUN
easat-1809	131	2	traffic	traffic	NOUN
easat-1809	131	3	manipulation	manipulation	NOUN
easat-1809	131	4	—	—	PUNCT
easat-1809	131	5	other	other	ADJ
easat-1809	131	6	exploits	exploit	NOUN
easat-1809	131	7	involved	involve	VERB
easat-1809	131	8	tampering	tamper	VERB
easat-1809	131	9	with	with	ADP
easat-1809	131	10	the	the	DET
easat-1809	131	11	usb	usb	NOUN
easat-1809	131	12	network	network	NOUN
easat-1809	131	13	adapters	adapter	NOUN
easat-1809	131	14	to	to	PART
easat-1809	131	15	reroute	reroute	VERB
easat-1809	131	16	traffic	traffic	NOUN
easat-1809	131	17	through	through	ADP
easat-1809	131	18	the	the	DET
easat-1809	131	19	bad	bad	ADJ
easat-1809	131	20	proxies	proxy	NOUN
easat-1809	131	21	.	.	PUNCT
easat-1809	132	1	this	this	PRON
easat-1809	132	2	mimicked	mimic	VERB
easat-1809	132	3	an	an	DET
easat-1809	132	4	attack	attack	NOUN
easat-1809	132	5	whereby	whereby	SCONJ
easat-1809	132	6	an	an	DET
easat-1809	132	7	attacker	attacker	NOUN
easat-1809	132	8	can	can	AUX
easat-1809	132	9	intercept	intercept	VERB
easat-1809	132	10	messages	message	NOUN
easat-1809	132	11	and	and	CCONJ
easat-1809	132	12	modify	modify	VERB
easat-1809	132	13	them	they	PRON
easat-1809	132	14	to	to	PART
easat-1809	132	15	launch	launch	VERB
easat-1809	132	16	man	man	NOUN
easat-1809	132	17	-	-	PUNCT
easat-1809	132	18	in	in	ADP
easat-1809	132	19	-	-	PUNCT
easat-1809	132	20	the	the	DET
easat-1809	132	21	-	-	PUNCT
easat-1809	132	22	middle	middle	ADJ
easat-1809	132	23	(	(	PUNCT
easat-1809	132	24	mitm	mitm	NOUN
easat-1809	132	25	)	)	PUNCT
easat-1809	132	26	attacks	attack	NOUN
easat-1809	132	27	.	.	PUNCT
easat-1809	133	1	3.2	3.2	NUM
easat-1809	133	2	.	.	PUNCT
easat-1809	133	3	procedure	procedure	NOUN
easat-1809	133	4	the	the	DET
easat-1809	133	5	4	4	NUM
easat-1809	133	6	-	-	PUNCT
easat-1809	133	7	step	step	NOUN
easat-1809	133	8	procedure	procedure	NOUN
easat-1809	133	9	shown	show	VERB
easat-1809	133	10	in	in	ADP
easat-1809	133	11	figure	figure	NOUN
easat-1809	133	12	2	2	NUM
easat-1809	133	13	below	below	ADP
easat-1809	133	14	presents	present	VERB
easat-1809	133	15	the	the	DET
easat-1809	133	16	simulated	simulated	ADJ
easat-1809	133	17	attack	attack	NOUN
easat-1809	133	18	scenarios	scenario	NOUN
easat-1809	133	19	performed	perform	VERB
easat-1809	133	20	on	on	ADP
easat-1809	133	21	the	the	DET
easat-1809	133	22	target	target	NOUN
easat-1809	133	23	systems	system	NOUN
easat-1809	133	24	and	and	CCONJ
easat-1809	133	25	the	the	DET
easat-1809	133	26	data	data	NOUN
easat-1809	133	27	collection	collection	NOUN
easat-1809	133	28	process	process	NOUN
easat-1809	133	29	aimed	aim	VERB
easat-1809	133	30	at	at	ADP
easat-1809	133	31	assessing	assess	VERB
easat-1809	133	32	the	the	DET
easat-1809	133	33	analyzed	analyze	VERB
easat-1809	133	34	forensic	forensic	ADJ
easat-1809	133	35	methods	method	NOUN
easat-1809	133	36	.	.	PUNCT
easat-1809	134	1	figure	figure	NOUN
easat-1809	134	2	2	2	NUM
easat-1809	134	3	.	.	PUNCT
easat-1809	135	1	the	the	DET
easat-1809	135	2	data	data	NOUN
easat-1809	135	3	collection	collection	NOUN
easat-1809	135	4	process	process	NOUN
easat-1809	135	5	aimed	aim	VERB
easat-1809	135	6	at	at	ADP
easat-1809	135	7	assessing	assess	VERB
easat-1809	135	8	the	the	DET
easat-1809	135	9	analyzed	analyze	VERB
easat-1809	135	10	forensic	forensic	ADJ
easat-1809	135	11	methods	method	NOUN
easat-1809	135	12	.	.	PUNCT
easat-1809	136	1	the	the	DET
easat-1809	136	2	experiment	experiment	NOUN
easat-1809	136	3	commenced	commence	VERB
easat-1809	136	4	with	with	ADP
easat-1809	136	5	the	the	DET
easat-1809	136	6	first	first	ADJ
easat-1809	136	7	step	step	NOUN
easat-1809	136	8	(	(	PUNCT
easat-1809	136	9	initialization	initialization	NOUN
easat-1809	136	10	)	)	PUNCT
easat-1809	136	11	,	,	PUNCT
easat-1809	136	12	where	where	SCONJ
easat-1809	136	13	usb	usb	NOUN
easat-1809	136	14	rubber	rubber	NOUN
easat-1809	136	15	ducky	ducky	PROPN
easat-1809	136	16	was	be	AUX
easat-1809	136	17	introduced	introduce	VERB
easat-1809	136	18	with	with	ADP
easat-1809	136	19	virulent	virulent	ADJ
easat-1809	136	20	firmware	firmware	NOUN
easat-1809	136	21	to	to	PART
easat-1809	136	22	mimic	mimic	VERB
easat-1809	136	23	some	some	DET
easat-1809	136	24	attacks	attack	NOUN
easat-1809	136	25	like	like	ADP
easat-1809	136	26	keystroke	keystroke	NOUN
easat-1809	136	27	injection	injection	NOUN
easat-1809	136	28	attacks	attack	NOUN
easat-1809	136	29	,	,	PUNCT
easat-1809	136	30	data	datum	NOUN
easat-1809	136	31	leakage	leakage	NOUN
easat-1809	136	32	attacks	attack	NOUN
easat-1809	136	33	,	,	PUNCT
easat-1809	136	34	malware	malware	NOUN
easat-1809	136	35	delivery	delivery	NOUN
easat-1809	136	36	attacks	attack	NOUN
easat-1809	136	37	,	,	PUNCT
easat-1809	136	38	and	and	CCONJ
easat-1809	136	39	network	network	NOUN
easat-1809	136	40	traffic	traffic	NOUN
easat-1809	136	41	attacks	attack	NOUN
easat-1809	136	42	.	.	PUNCT
easat-1809	137	1	in	in	ADP
easat-1809	137	2	the	the	DET
easat-1809	137	3	second	second	ADJ
easat-1809	137	4	step	step	NOUN
easat-1809	137	5	(	(	PUNCT
easat-1809	137	6	execution	execution	NOUN
easat-1809	137	7	)	)	PUNCT
easat-1809	137	8	,	,	PUNCT
easat-1809	137	9	these	these	DET
easat-1809	137	10	modified	modify	VERB
easat-1809	137	11	usb	usb	NOUN
easat-1809	137	12	devices	device	NOUN
easat-1809	137	13	are	be	AUX
easat-1809	137	14	connected	connect	VERB
easat-1809	137	15	to	to	ADP
easat-1809	137	16	the	the	DET
easat-1809	137	17	windows	window	NOUN
easat-1809	137	18	,	,	PUNCT
easat-1809	137	19	linux	linux	PROPN
easat-1809	137	20	,	,	PUNCT
easat-1809	137	21	and	and	CCONJ
easat-1809	137	22	macos	macos	PROPN
easat-1809	137	23	target	target	NOUN
easat-1809	137	24	systems	system	NOUN
easat-1809	137	25	to	to	PART
easat-1809	137	26	execute	execute	VERB
easat-1809	137	27	the	the	DET
easat-1809	137	28	preprogrammed	preprogrammed	ADJ
easat-1809	137	29	attacks	attack	NOUN
easat-1809	137	30	.	.	PUNCT
easat-1809	138	1	the	the	DET
easat-1809	138	2	third	third	ADJ
easat-1809	138	3	step	step	NOUN
easat-1809	138	4	(	(	PUNCT
easat-1809	138	5	monitoring	monitoring	NOUN
easat-1809	138	6	and	and	CCONJ
easat-1809	138	7	data	datum	NOUN
easat-1809	138	8	collection	collection	NOUN
easat-1809	138	9	)	)	PUNCT
easat-1809	138	10	was	be	AUX
easat-1809	138	11	performed	perform	VERB
easat-1809	138	12	by	by	ADP
easat-1809	138	13	logging	log	VERB
easat-1809	138	14	all	all	DET
easat-1809	138	15	usb	usb	NOUN
easat-1809	138	16	interactions	interaction	NOUN
easat-1809	138	17	,	,	PUNCT
easat-1809	138	18	which	which	PRON
easat-1809	138	19	included	include	VERB
easat-1809	138	20	communication	communication	NOUN
easat-1809	138	21	capture	capture	NOUN
easat-1809	138	22	with	with	ADP
easat-1809	138	23	the	the	DET
easat-1809	138	24	help	help	NOUN
easat-1809	138	25	of	of	ADP
easat-1809	138	26	usbpcap	usbpcap	NOUN
easat-1809	138	27	,	,	PUNCT
easat-1809	138	28	system	system	NOUN
easat-1809	138	29	event	event	NOUN
easat-1809	138	30	monitoring	monitor	VERB
easat-1809	138	31	with	with	ADP
easat-1809	138	32	the	the	DET
easat-1809	138	33	help	help	NOUN
easat-1809	138	34	of	of	ADP
easat-1809	138	35	sysmon	sysmon	ADJ
easat-1809	138	36	,	,	PUNCT
easat-1809	138	37	and	and	CCONJ
easat-1809	138	38	network	network	NOUN
easat-1809	138	39	activity	activity	NOUN
easat-1809	138	40	monitoring	monitoring	NOUN
easat-1809	138	41	with	with	ADP
easat-1809	138	42	the	the	DET
easat-1809	138	43	help	help	NOUN
easat-1809	138	44	of	of	ADP
easat-1809	138	45	wireshark	wireshark	NOUN
easat-1809	138	46	.	.	PUNCT
easat-1809	139	1	this	this	DET
easat-1809	139	2	information	information	NOUN
easat-1809	139	3	includes	include	VERB
easat-1809	139	4	memory	memory	NOUN
easat-1809	139	5	dumps	dump	NOUN
easat-1809	139	6	and	and	CCONJ
easat-1809	139	7	usb	usb	NOUN
easat-1809	139	8	activity	activity	NOUN
easat-1809	139	9	logs	log	NOUN
easat-1809	139	10	obtained	obtain	VERB
easat-1809	139	11	during	during	ADP
easat-1809	139	12	the	the	DET
easat-1809	139	13	attacks	attack	NOUN
easat-1809	139	14	.	.	PUNCT
easat-1809	140	1	in	in	ADP
easat-1809	140	2	the	the	DET
easat-1809	140	3	fourth	fourth	ADJ
easat-1809	140	4	step	step	NOUN
easat-1809	140	5	(	(	PUNCT
easat-1809	140	6	forensic	forensic	ADJ
easat-1809	140	7	analysis	analysis	NOUN
easat-1809	140	8	)	)	PUNCT
easat-1809	140	9	,	,	PUNCT
easat-1809	140	10	the	the	DET
easat-1809	140	11	copied	copy	VERB
easat-1809	140	12	logs	log	NOUN
easat-1809	140	13	and	and	CCONJ
easat-1809	140	14	memory	memory	NOUN
easat-1809	140	15	dumps	dump	NOUN
easat-1809	140	16	were	be	AUX
easat-1809	140	17	analyzed	analyze	VERB
easat-1809	140	18	using	use	VERB
easat-1809	140	19	autopsy	autopsy	ADJ
easat-1809	140	20	and	and	CCONJ
easat-1809	140	21	ftk	ftk	PROPN
easat-1809	140	22	imager	imager	PROPN
easat-1809	140	23	for	for	ADP
easat-1809	140	24	any	any	DET
easat-1809	140	25	signs	sign	NOUN
easat-1809	140	26	of	of	ADP
easat-1809	140	27	malicious	malicious	ADJ
easat-1809	140	28	activity	activity	NOUN
easat-1809	140	29	,	,	PUNCT
easat-1809	140	30	particularly	particularly	ADV
easat-1809	140	31	any	any	DET
easat-1809	140	32	abnormality	abnormality	NOUN
easat-1809	140	33	in	in	ADP
easat-1809	140	34	the	the	DET
easat-1809	140	35	devices	device	NOUN
easat-1809	140	36	’	'	PUNCT
easat-1809	140	37	behavior	behavior	NOUN
easat-1809	140	38	implicated	implicate	VERB
easat-1809	140	39	in	in	ADP
easat-1809	140	40	the	the	DET
easat-1809	140	41	badusb	badusb	PROPN
easat-1809	140	42	attack	attack	NOUN
easat-1809	140	43	.	.	PUNCT
easat-1809	141	1	3.3	3.3	NUM
easat-1809	141	2	.	.	PUNCT
easat-1809	141	3	evaluation	evaluation	NOUN
easat-1809	141	4	metrics	metric	NOUN
easat-1809	141	5	the	the	DET
easat-1809	141	6	experiment	experiment	NOUN
easat-1809	141	7	findings	finding	NOUN
easat-1809	141	8	were	be	AUX
easat-1809	141	9	recorded	record	VERB
easat-1809	141	10	in	in	ADP
easat-1809	141	11	a	a	DET
easat-1809	141	12	table	table	NOUN
easat-1809	141	13	(	(	PUNCT
easat-1809	141	14	table	table	NOUN
easat-1809	141	15	1	1	NUM
easat-1809	141	16	)	)	PUNCT
easat-1809	141	17	to	to	PART
easat-1809	141	18	assess	assess	VERB
easat-1809	141	19	the	the	DET
easat-1809	141	20	efficiency	efficiency	NOUN
easat-1809	141	21	of	of	ADP
easat-1809	141	22	forensic	forensic	ADJ
easat-1809	141	23	methods	method	NOUN
easat-1809	141	24	.	.	PUNCT
easat-1809	142	1	a	a	DET
easat-1809	142	2	second	second	ADJ
easat-1809	142	3	table	table	NOUN
easat-1809	142	4	(	(	PUNCT
easat-1809	142	5	table	table	NOUN
easat-1809	142	6	2	2	NUM
easat-1809	142	7	)	)	PUNCT
easat-1809	142	8	was	be	AUX
easat-1809	142	9	also	also	ADV
easat-1809	142	10	filled	fill	VERB
easat-1809	142	11	with	with	ADP
easat-1809	142	12	data	datum	NOUN
easat-1809	142	13	regarding	regard	VERB
easat-1809	142	14	the	the	DET
easat-1809	142	15	number	number	NOUN
easat-1809	142	16	of	of	ADP
easat-1809	142	17	false	false	ADJ
easat-1809	142	18	positives	positive	NOUN
easat-1809	142	19	and	and	CCONJ
easat-1809	142	20	average	average	ADJ
easat-1809	142	21	detection	detection	NOUN
easat-1809	142	22	time	time	NOUN
easat-1809	142	23	for	for	ADP
easat-1809	142	24	each	each	DET
easat-1809	142	25	forensic	forensic	ADJ
easat-1809	142	26	method	method	NOUN
easat-1809	142	27	.	.	PUNCT
easat-1809	143	1	this	this	DET
easat-1809	143	2	information	information	NOUN
easat-1809	143	3	will	will	AUX
easat-1809	143	4	compare	compare	VERB
easat-1809	143	5	the	the	DET
easat-1809	143	6	speed	speed	NOUN
easat-1809	143	7	and	and	CCONJ
easat-1809	143	8	accuracy	accuracy	NOUN
easat-1809	143	9	of	of	ADP
easat-1809	143	10	the	the	DET
easat-1809	143	11	mentioned	mention	VERB
easat-1809	143	12	techniques	technique	NOUN
easat-1809	143	13	.	.	PUNCT
easat-1809	144	1	the	the	DET
easat-1809	144	2	efficiency	efficiency	NOUN
easat-1809	144	3	of	of	ADP
easat-1809	144	4	these	these	DET
easat-1809	144	5	techniques	technique	NOUN
easat-1809	144	6	was	be	AUX
easat-1809	144	7	based	base	VERB
easat-1809	144	8	on	on	ADP
easat-1809	144	9	several	several	ADJ
easat-1809	144	10	key	key	ADJ
easat-1809	144	11	criteria	criterion	NOUN
easat-1809	144	12	:	:	PUNCT
easat-1809	144	13	detection	detection	NOUN
easat-1809	144	14	rate	rate	NOUN
easat-1809	144	15	,	,	PUNCT
easat-1809	144	16	false	false	ADJ
easat-1809	144	17	positives	positive	NOUN
easat-1809	144	18	rate	rate	NOUN
easat-1809	144	19	,	,	PUNCT
easat-1809	144	20	and	and	CCONJ
easat-1809	144	21	time	time	NOUN
easat-1809	144	22	of	of	ADP
easat-1809	144	23	detection	detection	NOUN
easat-1809	144	24	.	.	PUNCT
easat-1809	145	1	the	the	DET
easat-1809	145	2	positive	positive	ADJ
easat-1809	145	3	detection	detection	NOUN
easat-1809	145	4	rate	rate	NOUN
easat-1809	145	5	evaluated	evaluate	VERB
easat-1809	145	6	the	the	DET
easat-1809	145	7	1096	1096	NUM
easat-1809	145	8	edelweiss	edelweiss	PROPN
easat-1809	145	9	applied	apply	VERB
easat-1809	145	10	science	science	NOUN
easat-1809	145	11	and	and	CCONJ
easat-1809	145	12	technology	technology	NOUN
easat-1809	145	13	issn	issn	PROPN
easat-1809	145	14	:	:	PUNCT
easat-1809	145	15	2576	2576	NUM
easat-1809	145	16	-	-	SYM
easat-1809	145	17	8484	8484	NUM
easat-1809	145	18	vol	vol	NOUN
easat-1809	145	19	.	.	PROPN
easat-1809	145	20	8	8	NUM
easat-1809	145	21	,	,	PUNCT
easat-1809	145	22	no	no	INTJ
easat-1809	145	23	.	.	NOUN
easat-1809	145	24	5	5	NUM
easat-1809	145	25	:	:	SYM
easat-1809	145	26	1090	1090	NUM
easat-1809	145	27	-	-	SYM
easat-1809	145	28	1100	1100	NUM
easat-1809	145	29	,	,	PUNCT
easat-1809	145	30	2024	2024	NUM
easat-1809	145	31	doi	doi	NOUN
easat-1809	145	32	:	:	PUNCT
easat-1809	145	33	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	145	34	©	©	NOUN
easat-1809	145	35	2024	2024	NUM
easat-1809	145	36	by	by	ADP
easat-1809	145	37	the	the	DET
easat-1809	145	38	author	author	NOUN
easat-1809	145	39	;	;	PUNCT
easat-1809	145	40	licensee	licensee	PROPN
easat-1809	145	41	learning	learning	PROPN
easat-1809	145	42	gate	gate	NOUN
easat-1809	145	43	effectiveness	effectiveness	NOUN
easat-1809	145	44	of	of	ADP
easat-1809	145	45	every	every	DET
easat-1809	145	46	approach	approach	NOUN
easat-1809	145	47	in	in	ADP
easat-1809	145	48	properly	properly	ADV
easat-1809	145	49	identifying	identify	VERB
easat-1809	145	50	compromised	compromise	VERB
easat-1809	145	51	usb	usb	NOUN
easat-1809	145	52	peripherals	peripheral	NOUN
easat-1809	145	53	and	and	CCONJ
easat-1809	145	54	firmware	firmware	NOUN
easat-1809	145	55	updates	update	NOUN
easat-1809	145	56	.	.	PUNCT
easat-1809	146	1	false	false	ADJ
easat-1809	146	2	positives	positive	NOUN
easat-1809	146	3	were	be	AUX
easat-1809	146	4	determined	determine	VERB
easat-1809	146	5	by	by	ADP
easat-1809	146	6	how	how	SCONJ
easat-1809	146	7	every	every	DET
easat-1809	146	8	approach	approach	NOUN
easat-1809	146	9	identified	identify	VERB
easat-1809	146	10	the	the	DET
easat-1809	146	11	normal	normal	ADJ
easat-1809	146	12	operation	operation	NOUN
easat-1809	146	13	of	of	ADP
easat-1809	146	14	the	the	DET
easat-1809	146	15	usb	usb	NOUN
easat-1809	146	16	device	device	NOUN
easat-1809	146	17	and	and	CCONJ
easat-1809	146	18	then	then	ADV
easat-1809	146	19	flagged	flag	VERB
easat-1809	146	20	it	it	PRON
easat-1809	146	21	as	as	ADP
easat-1809	146	22	malware	malware	NOUN
easat-1809	146	23	.	.	PUNCT
easat-1809	147	1	lastly	lastly	ADV
easat-1809	147	2	,	,	PUNCT
easat-1809	147	3	the	the	DET
easat-1809	147	4	detection	detection	NOUN
easat-1809	147	5	time	time	NOUN
easat-1809	147	6	,	,	PUNCT
easat-1809	147	7	which	which	PRON
easat-1809	147	8	implies	imply	VERB
easat-1809	147	9	the	the	DET
easat-1809	147	10	time	time	NOUN
easat-1809	147	11	taken	take	VERB
easat-1809	147	12	by	by	ADP
easat-1809	147	13	different	different	ADJ
easat-1809	147	14	methods	method	NOUN
easat-1809	147	15	to	to	PART
easat-1809	147	16	detect	detect	VERB
easat-1809	147	17	malicious	malicious	ADJ
easat-1809	147	18	activities	activity	NOUN
easat-1809	147	19	besides	besides	SCONJ
easat-1809	147	20	analyzing	analyze	VERB
easat-1809	147	21	them	they	PRON
easat-1809	147	22	in	in	ADP
easat-1809	147	23	case	case	NOUN
easat-1809	147	24	of	of	ADP
easat-1809	147	25	real	real	ADJ
easat-1809	147	26	-	-	PUNCT
easat-1809	147	27	time	time	NOUN
easat-1809	147	28	threat	threat	NOUN
easat-1809	147	29	intelligence	intelligence	NOUN
easat-1809	147	30	,	,	PUNCT
easat-1809	147	31	offered	offer	VERB
easat-1809	147	32	an	an	DET
easat-1809	147	33	effective	effective	ADJ
easat-1809	147	34	evaluation	evaluation	NOUN
easat-1809	147	35	of	of	ADP
easat-1809	147	36	the	the	DET
easat-1809	147	37	reliability	reliability	NOUN
easat-1809	147	38	of	of	ADP
easat-1809	147	39	the	the	DET
easat-1809	147	40	given	give	VERB
easat-1809	147	41	method	method	NOUN
easat-1809	147	42	in	in	ADP
easat-1809	147	43	time	time	NOUN
easat-1809	147	44	-	-	PUNCT
easat-1809	147	45	bound	bind	VERB
easat-1809	147	46	situations	situation	NOUN
easat-1809	147	47	.	.	PUNCT
easat-1809	148	1	4	4	X
easat-1809	148	2	.	.	NOUN
easat-1809	148	3	results	result	VERB
easat-1809	148	4	4.1	4.1	NUM
easat-1809	148	5	.	.	PUNCT
easat-1809	149	1	experimental	experimental	ADJ
easat-1809	149	2	findings	finding	NOUN
easat-1809	149	3	findings	finding	NOUN
easat-1809	149	4	from	from	ADP
easat-1809	149	5	the	the	DET
easat-1809	149	6	experiment	experiment	NOUN
easat-1809	149	7	were	be	AUX
easat-1809	149	8	recorded	record	VERB
easat-1809	149	9	in	in	ADP
easat-1809	149	10	table	table	NOUN
easat-1809	149	11	1	1	NUM
easat-1809	149	12	below	below	ADV
easat-1809	149	13	,	,	PUNCT
easat-1809	149	14	which	which	PRON
easat-1809	149	15	assesses	assess	VERB
easat-1809	149	16	the	the	DET
easat-1809	149	17	efficiency	efficiency	NOUN
easat-1809	149	18	of	of	ADP
easat-1809	149	19	forensic	forensic	ADJ
easat-1809	149	20	methods	method	NOUN
easat-1809	149	21	by	by	ADP
easat-1809	149	22	showing	show	VERB
easat-1809	149	23	the	the	DET
easat-1809	149	24	success	success	NOUN
easat-1809	149	25	rate	rate	NOUN
easat-1809	149	26	of	of	ADP
easat-1809	149	27	each	each	DET
easat-1809	149	28	detection	detection	NOUN
easat-1809	149	29	method	method	NOUN
easat-1809	149	30	for	for	ADP
easat-1809	149	31	different	different	ADJ
easat-1809	149	32	attack	attack	NOUN
easat-1809	149	33	types	type	NOUN
easat-1809	149	34	.	.	PUNCT
easat-1809	150	1	table	table	NOUN
easat-1809	150	2	1	1	NUM
easat-1809	150	3	.	.	PUNCT
easat-1809	151	1	the	the	DET
easat-1809	151	2	success	success	NOUN
easat-1809	151	3	rate	rate	NOUN
easat-1809	151	4	of	of	ADP
easat-1809	151	5	different	different	ADJ
easat-1809	151	6	forensic	forensic	ADJ
easat-1809	151	7	methods	method	NOUN
easat-1809	151	8	type	type	NOUN
easat-1809	151	9	of	of	ADP
easat-1809	151	10	badusb	badusb	PROPN
easat-1809	151	11	attack	attack	VERB
easat-1809	151	12	signature	signature	NOUN
easat-1809	151	13	-	-	PUNCT
easat-1809	151	14	based	base	VERB
easat-1809	151	15	detection	detection	NOUN
easat-1809	151	16	(	(	PUNCT
easat-1809	151	17	success	success	NOUN
easat-1809	151	18	rate	rate	NOUN
easat-1809	151	19	)	)	PUNCT
easat-1809	151	20	behavioral	behavioral	ADJ
easat-1809	151	21	analysis	analysis	NOUN
easat-1809	151	22	method	method	NOUN
easat-1809	151	23	success	success	NOUN
easat-1809	151	24	rate	rate	NOUN
easat-1809	151	25	the	the	DET
easat-1809	151	26	ml	ml	NOUN
easat-1809	151	27	-	-	PUNCT
easat-1809	151	28	based	base	VERB
easat-1809	151	29	method	method	NOUN
easat-1809	151	30	success	success	NOUN
easat-1809	151	31	rate	rate	NOUN
easat-1809	151	32	keystroke	keystroke	PROPN
easat-1809	151	33	injection	injection	NOUN
easat-1809	151	34	80	80	NUM
easat-1809	151	35	%	%	NOUN
easat-1809	151	36	92	92	NUM
easat-1809	151	37	%	%	NOUN
easat-1809	151	38	95	95	NUM
easat-1809	151	39	%	%	NOUN
easat-1809	151	40	data	datum	NOUN
easat-1809	151	41	exfiltration	exfiltration	NOUN
easat-1809	151	42	70	70	NUM
easat-1809	151	43	%	%	NOUN
easat-1809	151	44	87	87	NUM
easat-1809	151	45	%	%	NOUN
easat-1809	151	46	92	92	NUM
easat-1809	151	47	%	%	NOUN
easat-1809	151	48	malware	malware	NOUN
easat-1809	151	49	delivery	delivery	NOUN
easat-1809	151	50	80	80	NUM
easat-1809	151	51	%	%	NOUN
easat-1809	151	52	88	88	NUM
easat-1809	151	53	%	%	NOUN
easat-1809	151	54	89	89	NUM
easat-1809	151	55	%	%	NOUN
easat-1809	151	56	network	network	NOUN
easat-1809	151	57	traffic	traffic	NOUN
easat-1809	151	58	manipulation	manipulation	NOUN
easat-1809	151	59	80	80	NUM
easat-1809	151	60	%	%	NOUN
easat-1809	151	61	90	90	NUM
easat-1809	151	62	%	%	NOUN
easat-1809	151	63	94	94	NUM
easat-1809	151	64	%	%	NOUN
easat-1809	151	65	unauthorized	unauthorized	ADJ
easat-1809	151	66	execution	execution	NOUN
easat-1809	151	67	70	70	NUM
easat-1809	151	68	%	%	NOUN
easat-1809	151	69	85	85	NUM
easat-1809	151	70	%	%	NOUN
easat-1809	151	71	90	90	NUM
easat-1809	151	72	%	%	NOUN
easat-1809	151	73	according	accord	VERB
easat-1809	151	74	to	to	ADP
easat-1809	151	75	table	table	NOUN
easat-1809	151	76	1	1	NUM
easat-1809	151	77	findings	finding	NOUN
easat-1809	151	78	,	,	PUNCT
easat-1809	151	79	signature	signature	NOUN
easat-1809	151	80	-	-	PUNCT
easat-1809	151	81	based	base	VERB
easat-1809	151	82	detection	detection	NOUN
easat-1809	151	83	was	be	AUX
easat-1809	151	84	relatively	relatively	ADV
easat-1809	151	85	effective	effective	ADJ
easat-1809	151	86	,	,	PUNCT
easat-1809	151	87	with	with	ADP
easat-1809	151	88	detection	detection	NOUN
easat-1809	151	89	rates	rate	NOUN
easat-1809	151	90	that	that	PRON
easat-1809	151	91	fell	fall	VERB
easat-1809	151	92	within	within	ADP
easat-1809	151	93	70	70	NUM
easat-1809	151	94	%	%	NOUN
easat-1809	151	95	to	to	PART
easat-1809	151	96	80	80	NUM
easat-1809	151	97	%	%	NOUN
easat-1809	151	98	per	per	ADP
easat-1809	151	99	endpoint	endpoint	NOUN
easat-1809	151	100	.	.	PUNCT
easat-1809	152	1	it	it	PRON
easat-1809	152	2	was	be	AUX
easat-1809	152	3	most	most	ADV
easat-1809	152	4	effective	effective	ADJ
easat-1809	152	5	against	against	ADP
easat-1809	152	6	keystroke	keystroke	NOUN
easat-1809	152	7	injection	injection	NOUN
easat-1809	152	8	,	,	PUNCT
easat-1809	152	9	malware	malware	NOUN
easat-1809	152	10	delivery	delivery	NOUN
easat-1809	152	11	,	,	PUNCT
easat-1809	152	12	and	and	CCONJ
easat-1809	152	13	network	network	NOUN
easat-1809	152	14	traffic	traffic	NOUN
easat-1809	152	15	manipulation	manipulation	NOUN
easat-1809	152	16	cases	case	NOUN
easat-1809	152	17	,	,	PUNCT
easat-1809	152	18	which	which	PRON
easat-1809	152	19	was	be	AUX
easat-1809	152	20	80	80	NUM
easat-1809	152	21	%	%	NOUN
easat-1809	152	22	successful	successful	ADJ
easat-1809	152	23	.	.	PUNCT
easat-1809	153	1	however	however	ADV
easat-1809	153	2	,	,	PUNCT
easat-1809	153	3	it	it	PRON
easat-1809	153	4	was	be	AUX
easat-1809	153	5	less	less	ADV
easat-1809	153	6	effective	effective	ADJ
easat-1809	153	7	in	in	ADP
easat-1809	153	8	identifying	identify	VERB
easat-1809	153	9	data	data	NOUN
easat-1809	153	10	exfiltration	exfiltration	NOUN
easat-1809	153	11	percentage	percentage	NOUN
easat-1809	153	12	,	,	PUNCT
easat-1809	153	13	which	which	PRON
easat-1809	153	14	is	be	AUX
easat-1809	153	15	70	70	NUM
easat-1809	153	16	%	%	NOUN
easat-1809	153	17	,	,	PUNCT
easat-1809	153	18	and	and	CCONJ
easat-1809	153	19	unauthorized	unauthorized	ADJ
easat-1809	153	20	execution	execution	NOUN
easat-1809	153	21	,	,	PUNCT
easat-1809	153	22	which	which	PRON
easat-1809	153	23	was	be	AUX
easat-1809	153	24	also	also	ADV
easat-1809	153	25	70	70	NUM
easat-1809	153	26	%	%	NOUN
easat-1809	153	27	,	,	PUNCT
easat-1809	153	28	thus	thus	ADV
easat-1809	153	29	pointing	point	VERB
easat-1809	153	30	to	to	ADP
easat-1809	153	31	the	the	DET
easat-1809	153	32	weaknesses	weakness	NOUN
easat-1809	153	33	associated	associate	VERB
easat-1809	153	34	with	with	ADP
easat-1809	153	35	signature	signature	NOUN
easat-1809	153	36	detection	detection	NOUN
easat-1809	153	37	for	for	ADP
easat-1809	153	38	firmwarelevel	firmwarelevel	ADJ
easat-1809	153	39	attacks	attack	NOUN
easat-1809	153	40	.	.	PUNCT
easat-1809	154	1	the	the	DET
easat-1809	154	2	detection	detection	NOUN
easat-1809	154	3	rates	rate	NOUN
easat-1809	154	4	with	with	ADP
easat-1809	154	5	ba	ba	PROPN
easat-1809	154	6	and	and	CCONJ
easat-1809	154	7	ml	ml	NOUN
easat-1809	154	8	-	-	PUNCT
easat-1809	154	9	based	base	VERB
easat-1809	154	10	methods	method	NOUN
easat-1809	154	11	were	be	AUX
easat-1809	154	12	much	much	ADV
easat-1809	154	13	higher	high	ADJ
easat-1809	154	14	than	than	ADP
easat-1809	154	15	the	the	DET
easat-1809	154	16	results	result	NOUN
easat-1809	154	17	of	of	ADP
easat-1809	154	18	the	the	DET
easat-1809	154	19	previous	previous	ADJ
easat-1809	154	20	method	method	NOUN
easat-1809	154	21	.	.	PUNCT
easat-1809	155	1	behavioral	behavioral	ADJ
easat-1809	155	2	analysis	analysis	NOUN
easat-1809	155	3	proved	prove	VERB
easat-1809	155	4	to	to	PART
easat-1809	155	5	be	be	AUX
easat-1809	155	6	successful	successful	ADJ
easat-1809	155	7	for	for	ADP
easat-1809	155	8	all	all	DET
easat-1809	155	9	types	type	NOUN
easat-1809	155	10	of	of	ADP
easat-1809	155	11	attacks	attack	NOUN
easat-1809	155	12	,	,	PUNCT
easat-1809	155	13	with	with	ADP
easat-1809	155	14	an	an	DET
easat-1809	155	15	overall	overall	ADJ
easat-1809	155	16	success	success	NOUN
easat-1809	155	17	rate	rate	NOUN
easat-1809	155	18	of	of	ADP
easat-1809	155	19	85	85	NUM
easat-1809	155	20	92	92	NUM
easat-1809	155	21	%	%	NOUN
easat-1809	155	22	and	and	CCONJ
easat-1809	155	23	much	much	ADV
easat-1809	155	24	higher	high	ADJ
easat-1809	155	25	for	for	ADP
easat-1809	155	26	keystroke	keystroke	NOUN
easat-1809	155	27	injection	injection	NOUN
easat-1809	155	28	(	(	PUNCT
easat-1809	155	29	92	92	NUM
easat-1809	155	30	%	%	NOUN
easat-1809	155	31	)	)	PUNCT
easat-1809	155	32	and	and	CCONJ
easat-1809	155	33	network	network	NOUN
easat-1809	155	34	traffic	traffic	NOUN
easat-1809	155	35	manipulation	manipulation	NOUN
easat-1809	155	36	attacks	attack	NOUN
easat-1809	155	37	(	(	PUNCT
easat-1809	155	38	90	90	NUM
easat-1809	155	39	%	%	NOUN
easat-1809	155	40	)	)	PUNCT
easat-1809	155	41	.	.	PUNCT
easat-1809	156	1	the	the	DET
easat-1809	156	2	success	success	NOUN
easat-1809	156	3	rates	rate	NOUN
easat-1809	156	4	ranged	range	VERB
easat-1809	156	5	between	between	ADP
easat-1809	156	6	89	89	NUM
easat-1809	156	7	%	%	NOUN
easat-1809	156	8	and	and	CCONJ
easat-1809	156	9	95	95	NUM
easat-1809	156	10	%	%	NOUN
easat-1809	156	11	,	,	PUNCT
easat-1809	156	12	with	with	ADP
easat-1809	156	13	the	the	DET
easat-1809	156	14	highest	high	ADJ
easat-1809	156	15	score	score	NOUN
easat-1809	156	16	in	in	ADP
easat-1809	156	17	keystroke	keystroke	NOUN
easat-1809	156	18	injection	injection	NOUN
easat-1809	156	19	(	(	PUNCT
easat-1809	156	20	95	95	NUM
easat-1809	156	21	%	%	NOUN
easat-1809	156	22	)	)	PUNCT
easat-1809	156	23	and	and	CCONJ
easat-1809	156	24	data	data	NOUN
easat-1809	156	25	exfiltration	exfiltration	NOUN
easat-1809	156	26	(	(	PUNCT
easat-1809	156	27	92	92	NUM
easat-1809	156	28	%	%	NOUN
easat-1809	156	29	)	)	PUNCT
easat-1809	156	30	detection	detection	NOUN
easat-1809	156	31	,	,	PUNCT
easat-1809	156	32	where	where	SCONJ
easat-1809	156	33	ml	ml	AUX
easat-1809	156	34	provided	provide	VERB
easat-1809	156	35	the	the	DET
easat-1809	156	36	best	good	ADJ
easat-1809	156	37	results	result	NOUN
easat-1809	156	38	in	in	ADP
easat-1809	156	39	all	all	DET
easat-1809	156	40	the	the	DET
easat-1809	156	41	examined	examine	VERB
easat-1809	156	42	scenarios	scenario	NOUN
easat-1809	156	43	.	.	PUNCT
easat-1809	157	1	these	these	DET
easat-1809	157	2	results	result	NOUN
easat-1809	157	3	indicate	indicate	VERB
easat-1809	157	4	that	that	SCONJ
easat-1809	157	5	though	though	SCONJ
easat-1809	157	6	signature	signature	NOUN
easat-1809	157	7	-	-	PUNCT
easat-1809	157	8	based	base	VERB
easat-1809	157	9	detection	detection	NOUN
easat-1809	157	10	techniques	technique	NOUN
easat-1809	157	11	can	can	AUX
easat-1809	157	12	give	give	VERB
easat-1809	157	13	some	some	DET
easat-1809	157	14	level	level	NOUN
easat-1809	157	15	of	of	ADP
easat-1809	157	16	protection	protection	NOUN
easat-1809	157	17	,	,	PUNCT
easat-1809	157	18	other	other	ADJ
easat-1809	157	19	advanced	advanced	ADJ
easat-1809	157	20	methods	method	NOUN
easat-1809	157	21	,	,	PUNCT
easat-1809	157	22	such	such	ADJ
easat-1809	157	23	as	as	ADP
easat-1809	157	24	behavioral	behavioral	ADJ
easat-1809	157	25	analysis	analysis	NOUN
easat-1809	157	26	and	and	CCONJ
easat-1809	157	27	ml	ml	NOUN
easat-1809	157	28	-	-	PUNCT
easat-1809	157	29	based	base	VERB
easat-1809	157	30	approaches	approach	NOUN
easat-1809	157	31	,	,	PUNCT
easat-1809	157	32	have	have	VERB
easat-1809	157	33	higher	high	ADJ
easat-1809	157	34	precision	precision	NOUN
easat-1809	157	35	in	in	ADP
easat-1809	157	36	detecting	detect	VERB
easat-1809	157	37	badusb	badusb	PROPN
easat-1809	157	38	attacks	attack	VERB
easat-1809	157	39	.	.	PUNCT
easat-1809	158	1	the	the	DET
easat-1809	158	2	ml	ml	ADV
easat-1809	158	3	-	-	PUNCT
easat-1809	158	4	based	base	VERB
easat-1809	158	5	method	method	NOUN
easat-1809	158	6	is	be	AUX
easat-1809	158	7	clearly	clearly	ADV
easat-1809	158	8	the	the	DET
easat-1809	158	9	most	most	ADV
easat-1809	158	10	effective	effective	ADJ
easat-1809	158	11	in	in	ADP
easat-1809	158	12	handling	handle	VERB
easat-1809	158	13	sophisticated	sophisticated	ADJ
easat-1809	158	14	or	or	CCONJ
easat-1809	158	15	stealthy	stealthy	ADJ
easat-1809	158	16	actions	action	NOUN
easat-1809	158	17	like	like	ADP
easat-1809	158	18	unauthorized	unauthorized	ADJ
easat-1809	158	19	execution	execution	NOUN
easat-1809	158	20	and	and	CCONJ
easat-1809	158	21	data	datum	NOUN
easat-1809	158	22	theft	theft	NOUN
easat-1809	158	23	.	.	PUNCT
easat-1809	159	1	the	the	DET
easat-1809	159	2	graph	graph	NOUN
easat-1809	159	3	in	in	ADP
easat-1809	159	4	figure	figure	NOUN
easat-1809	159	5	3	3	NUM
easat-1809	159	6	below	below	ADV
easat-1809	159	7	visually	visually	ADV
easat-1809	159	8	represents	represent	VERB
easat-1809	159	9	the	the	DET
easat-1809	159	10	average	average	ADJ
easat-1809	159	11	success	success	NOUN
easat-1809	159	12	rate	rate	NOUN
easat-1809	159	13	of	of	ADP
easat-1809	159	14	the	the	DET
easat-1809	159	15	three	three	NUM
easat-1809	159	16	detection	detection	NOUN
easat-1809	159	17	methods	method	NOUN
easat-1809	159	18	.	.	PUNCT
easat-1809	160	1	ml	ml	VERB
easat-1809	160	2	-	-	PUNCT
easat-1809	160	3	based	base	VERB
easat-1809	160	4	detection	detection	NOUN
easat-1809	160	5	method	method	NOUN
easat-1809	160	6	showed	show	VERB
easat-1809	160	7	the	the	DET
easat-1809	160	8	highest	high	ADJ
easat-1809	160	9	average	average	ADJ
easat-1809	160	10	success	success	NOUN
easat-1809	160	11	rate	rate	NOUN
easat-1809	160	12	of	of	ADP
easat-1809	160	13	92	92	NUM
easat-1809	160	14	%	%	NOUN
easat-1809	160	15	.	.	PUNCT
easat-1809	161	1	ba	ba	PROPN
easat-1809	161	2	indicated	indicate	VERB
easat-1809	161	3	an	an	DET
easat-1809	161	4	88.4	88.4	NUM
easat-1809	161	5	%	%	NOUN
easat-1809	161	6	success	success	NOUN
easat-1809	161	7	rate	rate	NOUN
easat-1809	161	8	,	,	PUNCT
easat-1809	161	9	while	while	SCONJ
easat-1809	161	10	signature	signature	NOUN
easat-1809	161	11	-	-	PUNCT
easat-1809	161	12	based	base	VERB
easat-1809	161	13	detection	detection	NOUN
easat-1809	161	14	indicated	indicate	VERB
easat-1809	161	15	an	an	DET
easat-1809	161	16	average	average	NOUN
easat-1809	161	17	of	of	ADP
easat-1809	161	18	77	77	NUM
easat-1809	161	19	%	%	NOUN
easat-1809	161	20	.	.	PUNCT
easat-1809	162	1	1097	1097	NUM
easat-1809	162	2	edelweiss	edelweiss	PROPN
easat-1809	162	3	applied	apply	VERB
easat-1809	162	4	science	science	NOUN
easat-1809	162	5	and	and	CCONJ
easat-1809	162	6	technology	technology	NOUN
easat-1809	162	7	issn	issn	PROPN
easat-1809	162	8	:	:	PUNCT
easat-1809	162	9	2576	2576	NUM
easat-1809	162	10	-	-	SYM
easat-1809	162	11	8484	8484	NUM
easat-1809	162	12	vol	vol	NOUN
easat-1809	162	13	.	.	PROPN
easat-1809	162	14	8	8	NUM
easat-1809	162	15	,	,	PUNCT
easat-1809	162	16	no	no	INTJ
easat-1809	162	17	.	.	NOUN
easat-1809	162	18	5	5	NUM
easat-1809	162	19	:	:	SYM
easat-1809	162	20	1090	1090	NUM
easat-1809	162	21	-	-	SYM
easat-1809	162	22	1100	1100	NUM
easat-1809	162	23	,	,	PUNCT
easat-1809	162	24	2024	2024	NUM
easat-1809	162	25	doi	doi	NOUN
easat-1809	162	26	:	:	PUNCT
easat-1809	162	27	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	162	28	©	©	NOUN
easat-1809	162	29	2024	2024	NUM
easat-1809	162	30	by	by	ADP
easat-1809	162	31	the	the	DET
easat-1809	162	32	author	author	NOUN
easat-1809	162	33	;	;	PUNCT
easat-1809	162	34	licensee	licensee	PROPN
easat-1809	162	35	learning	learn	VERB
easat-1809	162	36	gate	gate	PROPN
easat-1809	162	37	figure	figure	NOUN
easat-1809	162	38	3	3	NUM
easat-1809	162	39	.	.	PUNCT
easat-1809	163	1	a	a	DET
easat-1809	163	2	comparative	comparative	ADJ
easat-1809	163	3	bar	bar	NOUN
easat-1809	163	4	graph	graph	NOUN
easat-1809	163	5	showing	show	VERB
easat-1809	163	6	the	the	DET
easat-1809	163	7	efficiency	efficiency	NOUN
easat-1809	163	8	of	of	ADP
easat-1809	163	9	different	different	ADJ
easat-1809	163	10	detection	detection	NOUN
easat-1809	163	11	methods	method	NOUN
easat-1809	163	12	.	.	PUNCT
easat-1809	164	1	table	table	NOUN
easat-1809	164	2	2	2	PROPN
easat-1809	164	3	's	's	PART
easat-1809	164	4	findings	finding	NOUN
easat-1809	164	5	highlight	highlight	VERB
easat-1809	164	6	the	the	DET
easat-1809	164	7	number	number	NOUN
easat-1809	164	8	of	of	ADP
easat-1809	164	9	false	false	ADJ
easat-1809	164	10	positives	positive	NOUN
easat-1809	164	11	and	and	CCONJ
easat-1809	164	12	the	the	DET
easat-1809	164	13	average	average	ADJ
easat-1809	164	14	time	time	NOUN
easat-1809	164	15	to	to	PART
easat-1809	164	16	detect	detect	VERB
easat-1809	164	17	each	each	DET
easat-1809	164	18	attack	attack	NOUN
easat-1809	164	19	.	.	PUNCT
easat-1809	165	1	table	table	NOUN
easat-1809	165	2	2	2	NUM
easat-1809	165	3	.	.	X
easat-1809	165	4	number	number	NOUN
easat-1809	165	5	of	of	ADP
easat-1809	165	6	false	false	ADJ
easat-1809	165	7	positives	positive	NOUN
easat-1809	165	8	and	and	CCONJ
easat-1809	165	9	the	the	DET
easat-1809	165	10	average	average	ADJ
easat-1809	165	11	time	time	NOUN
easat-1809	165	12	taken	take	VERB
easat-1809	165	13	to	to	PART
easat-1809	165	14	detect	detect	VERB
easat-1809	165	15	an	an	DET
easat-1809	165	16	attack	attack	NOUN
easat-1809	165	17	.	.	PUNCT
easat-1809	166	1	forensic	forensic	ADJ
easat-1809	166	2	technique	technique	NOUN
easat-1809	166	3	false	false	ADJ
easat-1809	166	4	positives	positive	NOUN
easat-1809	166	5	average	average	ADJ
easat-1809	166	6	detection	detection	NOUN
easat-1809	166	7	time	time	NOUN
easat-1809	166	8	signature	signature	NOUN
easat-1809	166	9	-	-	PUNCT
easat-1809	166	10	based	base	VERB
easat-1809	166	11	method	method	NOUN
easat-1809	166	12	6	6	NUM
easat-1809	166	13	13	13	NUM
easat-1809	166	14	behavioral	behavioral	ADJ
easat-1809	166	15	analysis	analysis	NOUN
easat-1809	166	16	4	4	NUM
easat-1809	166	17	20	20	NUM
easat-1809	166	18	ml	ml	ADV
easat-1809	166	19	-	-	PUNCT
easat-1809	166	20	based	base	VERB
easat-1809	166	21	detection	detection	NOUN
easat-1809	166	22	2	2	NUM
easat-1809	166	23	18	18	NUM
easat-1809	166	24	the	the	DET
easat-1809	166	25	values	value	NOUN
easat-1809	166	26	highlighted	highlight	VERB
easat-1809	166	27	in	in	ADP
easat-1809	166	28	the	the	DET
easat-1809	166	29	table	table	NOUN
easat-1809	166	30	showed	show	VERB
easat-1809	166	31	significant	significant	ADJ
easat-1809	166	32	disparities	disparity	NOUN
easat-1809	166	33	in	in	ADP
easat-1809	166	34	the	the	DET
easat-1809	166	35	performance	performance	NOUN
easat-1809	166	36	of	of	ADP
easat-1809	166	37	the	the	DET
easat-1809	166	38	forensic	forensic	ADJ
easat-1809	166	39	techniques	technique	NOUN
easat-1809	166	40	in	in	ADP
easat-1809	166	41	terms	term	NOUN
easat-1809	166	42	of	of	ADP
easat-1809	166	43	false	false	ADJ
easat-1809	166	44	positives	positive	NOUN
easat-1809	166	45	and	and	CCONJ
easat-1809	166	46	total	total	ADJ
easat-1809	166	47	detection	detection	NOUN
easat-1809	166	48	time	time	NOUN
easat-1809	166	49	.	.	PUNCT
easat-1809	167	1	signature	signature	NOUN
easat-1809	167	2	-	-	PUNCT
easat-1809	167	3	based	base	VERB
easat-1809	167	4	detection	detection	NOUN
easat-1809	167	5	created	create	VERB
easat-1809	167	6	the	the	DET
easat-1809	167	7	highest	high	ADJ
easat-1809	167	8	number	number	NOUN
easat-1809	167	9	of	of	ADP
easat-1809	167	10	false	false	ADJ
easat-1809	167	11	alarms	alarm	NOUN
easat-1809	167	12	,	,	PUNCT
easat-1809	167	13	while	while	SCONJ
easat-1809	167	14	on	on	ADP
easat-1809	167	15	average	average	ADJ
easat-1809	167	16	,	,	PUNCT
easat-1809	167	17	it	it	PRON
easat-1809	167	18	took	take	VERB
easat-1809	167	19	13	13	NUM
easat-1809	167	20	seconds	second	NOUN
easat-1809	167	21	to	to	PART
easat-1809	167	22	detect	detect	VERB
easat-1809	167	23	an	an	DET
easat-1809	167	24	abnormality	abnormality	NOUN
easat-1809	167	25	,	,	PUNCT
easat-1809	167	26	making	make	VERB
easat-1809	167	27	it	it	PRON
easat-1809	167	28	relatively	relatively	ADV
easat-1809	167	29	quick	quick	ADJ
easat-1809	167	30	but	but	CCONJ
easat-1809	167	31	inaccurate	inaccurate	ADJ
easat-1809	167	32	.	.	PUNCT
easat-1809	168	1	though	though	SCONJ
easat-1809	168	2	generating	generate	VERB
easat-1809	168	3	4	4	NUM
easat-1809	168	4	false	false	ADJ
easat-1809	168	5	positives	positive	NOUN
easat-1809	168	6	,	,	PUNCT
easat-1809	168	7	the	the	DET
easat-1809	168	8	behavioral	behavioral	ADJ
easat-1809	168	9	analysis	analysis	NOUN
easat-1809	168	10	took	take	VERB
easat-1809	168	11	the	the	DET
easat-1809	168	12	longest	long	ADJ
easat-1809	168	13	time	time	NOUN
easat-1809	168	14	to	to	PART
easat-1809	168	15	detect	detect	VERB
easat-1809	168	16	malicious	malicious	ADJ
easat-1809	168	17	behavior	behavior	NOUN
easat-1809	168	18	,	,	PUNCT
easat-1809	168	19	an	an	DET
easat-1809	168	20	average	average	NOUN
easat-1809	168	21	of	of	ADP
easat-1809	168	22	20	20	NUM
easat-1809	168	23	seconds	second	NOUN
easat-1809	168	24	,	,	PUNCT
easat-1809	168	25	indicating	indicate	VERB
easat-1809	168	26	the	the	DET
easat-1809	168	27	tradeoff	tradeoff	NOUN
easat-1809	168	28	between	between	ADP
easat-1809	168	29	accuracy	accuracy	NOUN
easat-1809	168	30	and	and	CCONJ
easat-1809	168	31	time	time	NOUN
easat-1809	168	32	complexity	complexity	NOUN
easat-1809	168	33	of	of	ADP
easat-1809	168	34	monitoring	monitor	VERB
easat-1809	168	35	device	device	NOUN
easat-1809	168	36	behavior	behavior	NOUN
easat-1809	168	37	.	.	PUNCT
easat-1809	169	1	the	the	DET
easat-1809	169	2	study	study	NOUN
easat-1809	169	3	results	result	NOUN
easat-1809	169	4	show	show	VERB
easat-1809	169	5	that	that	SCONJ
easat-1809	169	6	the	the	DET
easat-1809	169	7	mlbased	mlbased	ADJ
easat-1809	169	8	detection	detection	NOUN
easat-1809	169	9	had	have	VERB
easat-1809	169	10	the	the	DET
easat-1809	169	11	optimal	optimal	ADJ
easat-1809	169	12	,	,	PUNCT
easat-1809	169	13	or	or	CCONJ
easat-1809	169	14	the	the	DET
easat-1809	169	15	lowest	low	ADJ
easat-1809	169	16	,	,	PUNCT
easat-1809	169	17	false	false	ADJ
easat-1809	169	18	positive	positive	ADJ
easat-1809	169	19	rate	rate	NOUN
easat-1809	169	20	of	of	ADP
easat-1809	169	21	2	2	NUM
easat-1809	169	22	and	and	CCONJ
easat-1809	169	23	a	a	DET
easat-1809	169	24	relatively	relatively	ADV
easat-1809	169	25	fast	fast	ADJ
easat-1809	169	26	average	average	ADJ
easat-1809	169	27	time	time	NOUN
easat-1809	169	28	to	to	PART
easat-1809	169	29	detect	detect	VERB
easat-1809	169	30	the	the	DET
easat-1809	169	31	attack	attack	NOUN
easat-1809	169	32	,	,	PUNCT
easat-1809	169	33	around	around	ADV
easat-1809	169	34	18	18	NUM
easat-1809	169	35	seconds	second	NOUN
easat-1809	169	36	,	,	PUNCT
easat-1809	169	37	which	which	PRON
easat-1809	169	38	makes	make	VERB
easat-1809	169	39	this	this	DET
easat-1809	169	40	detection	detection	NOUN
easat-1809	169	41	technique	technique	NOUN
easat-1809	169	42	both	both	CCONJ
easat-1809	169	43	accurate	accurate	ADJ
easat-1809	169	44	and	and	CCONJ
easat-1809	169	45	effective	effective	ADJ
easat-1809	169	46	compared	compare	VERB
easat-1809	169	47	to	to	ADP
easat-1809	169	48	the	the	DET
easat-1809	169	49	other	other	ADJ
easat-1809	169	50	methods	method	NOUN
easat-1809	169	51	.	.	PUNCT
easat-1809	170	1	5	5	X
easat-1809	170	2	.	.	X
easat-1809	170	3	discussion	discussion	NOUN
easat-1809	170	4	5.1	5.1	NUM
easat-1809	170	5	.	.	PUNCT
easat-1809	171	1	interpretation	interpretation	NOUN
easat-1809	171	2	of	of	ADP
easat-1809	171	3	the	the	DET
easat-1809	171	4	results	result	NOUN
easat-1809	171	5	as	as	SCONJ
easat-1809	171	6	depicted	depict	VERB
easat-1809	171	7	in	in	ADP
easat-1809	171	8	the	the	DET
easat-1809	171	9	experiment	experiment	NOUN
easat-1809	171	10	results	result	NOUN
easat-1809	171	11	above	above	ADV
easat-1809	171	12	,	,	PUNCT
easat-1809	171	13	the	the	DET
easat-1809	171	14	signature	signature	NOUN
easat-1809	171	15	-	-	PUNCT
easat-1809	171	16	based	base	VERB
easat-1809	171	17	detection	detection	NOUN
easat-1809	171	18	approach	approach	NOUN
easat-1809	171	19	is	be	AUX
easat-1809	171	20	inadequate	inadequate	ADJ
easat-1809	171	21	in	in	ADP
easat-1809	171	22	identifying	identify	VERB
easat-1809	171	23	badusb	badusb	PROPN
easat-1809	171	24	attacks	attack	NOUN
easat-1809	171	25	.	.	PUNCT
easat-1809	172	1	thus	thus	ADV
easat-1809	172	2	,	,	PUNCT
easat-1809	172	3	despite	despite	SCONJ
easat-1809	172	4	achieving	achieve	VERB
easat-1809	172	5	an	an	DET
easat-1809	172	6	overall	overall	ADJ
easat-1809	172	7	detection	detection	NOUN
easat-1809	172	8	rate	rate	NOUN
easat-1809	172	9	of	of	ADP
easat-1809	172	10	70	70	NUM
easat-1809	172	11	-	-	SYM
easat-1809	172	12	80	80	NUM
easat-1809	172	13	%	%	NOUN
easat-1809	172	14	across	across	ADP
easat-1809	172	15	attack	attack	NOUN
easat-1809	172	16	types	type	NOUN
easat-1809	172	17	and	and	CCONJ
easat-1809	172	18	methods	method	NOUN
easat-1809	172	19	,	,	PUNCT
easat-1809	172	20	signature	signature	NOUN
easat-1809	172	21	-	-	PUNCT
easat-1809	172	22	based	base	VERB
easat-1809	172	23	techniques	technique	NOUN
easat-1809	172	24	miss	miss	VERB
easat-1809	172	25	firmware	firmware	NOUN
easat-1809	172	26	-	-	PUNCT
easat-1809	172	27	level	level	NOUN
easat-1809	172	28	modifications	modification	NOUN
easat-1809	172	29	,	,	PUNCT
easat-1809	172	30	which	which	PRON
easat-1809	172	31	previous	previous	ADJ
easat-1809	172	32	studies	study	NOUN
easat-1809	172	33	like	like	ADP
easat-1809	172	34	shafique	shafique	NOUN
easat-1809	172	35	et	et	PROPN
easat-1809	172	36	al	al	PROPN
easat-1809	172	37	.	.	PROPN
easat-1809	172	38	have	have	AUX
easat-1809	172	39	shown	show	VERB
easat-1809	172	40	to	to	PART
easat-1809	172	41	be	be	AUX
easat-1809	172	42	ineffective	ineffective	ADJ
easat-1809	172	43	when	when	SCONJ
easat-1809	172	44	detecting	detect	VERB
easat-1809	172	45	badusb	badusb	ADJ
easat-1809	172	46	-	-	PUNCT
easat-1809	172	47	type	type	NOUN
easat-1809	172	48	threats	threat	NOUN
easat-1809	172	49	.	.	PUNCT
easat-1809	173	1	65	65	NUM
easat-1809	173	2	70	70	NUM
easat-1809	173	3	75	75	NUM
easat-1809	173	4	80	80	NUM
easat-1809	173	5	85	85	NUM
easat-1809	173	6	90	90	NUM
easat-1809	173	7	95	95	NUM
easat-1809	173	8	d	d	NOUN
easat-1809	173	9	et	et	NOUN
easat-1809	173	10	ec	ec	NOUN
easat-1809	173	11	ti	ti	NOUN
easat-1809	173	12	o	o	PROPN
easat-1809	173	13	n	n	PROPN
easat-1809	173	14	s	s	X
easat-1809	173	15	u	u	NOUN
easat-1809	173	16	cc	cc	NOUN
easat-1809	173	17	es	es	X
easat-1809	173	18	s	s	X
easat-1809	173	19	ra	ra	NOUN
easat-1809	173	20	te	te	INTJ
easat-1809	173	21	(	(	PUNCT
easat-1809	173	22	%	%	NOUN
easat-1809	173	23	)	)	PUNCT
easat-1809	173	24	detection	detection	NOUN
easat-1809	173	25	technique	technique	NOUN
easat-1809	173	26	comparing	compare	VERB
easat-1809	173	27	efficiency	efficiency	NOUN
easat-1809	173	28	of	of	ADP
easat-1809	173	29	cybercrime	cybercrime	NOUN
easat-1809	173	30	dection	dection	NOUN
easat-1809	173	31	methods	method	NOUN
easat-1809	173	32	signature	signature	NOUN
easat-1809	173	33	-	-	PUNCT
easat-1809	173	34	based	base	VERB
easat-1809	173	35	detection	detection	NOUN
easat-1809	173	36	behavioral	behavioral	ADJ
easat-1809	173	37	analysis	analysis	NOUN
easat-1809	173	38	detection	detection	NOUN
easat-1809	173	39	machine	machine	NOUN
easat-1809	173	40	learning	learning	NOUN
easat-1809	173	41	-	-	PUNCT
easat-1809	173	42	based	base	VERB
easat-1809	173	43	detection	detection	NOUN
easat-1809	173	44	1098	1098	NUM
easat-1809	173	45	edelweiss	edelweiss	PROPN
easat-1809	173	46	applied	apply	VERB
easat-1809	173	47	science	science	NOUN
easat-1809	173	48	and	and	CCONJ
easat-1809	173	49	technology	technology	NOUN
easat-1809	173	50	issn	issn	PROPN
easat-1809	173	51	:	:	PUNCT
easat-1809	173	52	2576	2576	NUM
easat-1809	173	53	-	-	SYM
easat-1809	173	54	8484	8484	NUM
easat-1809	173	55	vol	vol	NOUN
easat-1809	173	56	.	.	PROPN
easat-1809	173	57	8	8	NUM
easat-1809	173	58	,	,	PUNCT
easat-1809	173	59	no	no	INTJ
easat-1809	173	60	.	.	NOUN
easat-1809	173	61	5	5	NUM
easat-1809	173	62	:	:	SYM
easat-1809	173	63	1090	1090	NUM
easat-1809	173	64	-	-	SYM
easat-1809	173	65	1100	1100	NUM
easat-1809	173	66	,	,	PUNCT
easat-1809	173	67	2024	2024	NUM
easat-1809	173	68	doi	doi	NOUN
easat-1809	173	69	:	:	PUNCT
easat-1809	173	70	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	173	71	©	©	NOUN
easat-1809	173	72	2024	2024	NUM
easat-1809	173	73	by	by	ADP
easat-1809	173	74	the	the	DET
easat-1809	173	75	author	author	NOUN
easat-1809	173	76	;	;	PUNCT
easat-1809	173	77	licensee	licensee	NOUN
easat-1809	173	78	learning	learning	NOUN
easat-1809	173	79	gate	gate	NOUN
easat-1809	173	80	as	as	SCONJ
easat-1809	173	81	expected	expect	VERB
easat-1809	173	82	,	,	PUNCT
easat-1809	173	83	the	the	DET
easat-1809	173	84	behavioral	behavioral	ADJ
easat-1809	173	85	analysis	analysis	NOUN
easat-1809	173	86	and	and	CCONJ
easat-1809	173	87	ml	ml	ADP
easat-1809	173	88	methods	method	NOUN
easat-1809	173	89	showed	show	VERB
easat-1809	173	90	better	well	ADJ
easat-1809	173	91	results	result	NOUN
easat-1809	173	92	and	and	CCONJ
easat-1809	173	93	were	be	AUX
easat-1809	173	94	up	up	ADP
easat-1809	173	95	to	to	PART
easat-1809	173	96	95	95	NUM
easat-1809	173	97	%	%	NOUN
easat-1809	173	98	successful	successful	ADJ
easat-1809	173	99	in	in	ADP
easat-1809	173	100	some	some	DET
easat-1809	173	101	attacks	attack	NOUN
easat-1809	173	102	.	.	PUNCT
easat-1809	174	1	comparing	compare	VERB
easat-1809	174	2	the	the	DET
easat-1809	174	3	results	result	NOUN
easat-1809	174	4	of	of	ADP
easat-1809	174	5	false	false	ADJ
easat-1809	174	6	positive	positive	ADJ
easat-1809	174	7	rates	rate	NOUN
easat-1809	174	8	and	and	CCONJ
easat-1809	174	9	detecting	detect	VERB
easat-1809	174	10	accuracy	accuracy	NOUN
easat-1809	174	11	of	of	ADP
easat-1809	174	12	conventional	conventional	ADJ
easat-1809	174	13	methods	method	NOUN
easat-1809	174	14	and	and	CCONJ
easat-1809	174	15	the	the	DET
easat-1809	174	16	proposed	propose	VERB
easat-1809	174	17	ones	one	NOUN
easat-1809	174	18	based	base	VERB
easat-1809	174	19	on	on	ADP
easat-1809	174	20	ml	ml	PROPN
easat-1809	174	21	methods	method	NOUN
easat-1809	174	22	indicates	indicate	VERB
easat-1809	174	23	that	that	SCONJ
easat-1809	174	24	the	the	DET
easat-1809	174	25	ml	ml	ADV
easat-1809	174	26	-	-	PUNCT
easat-1809	174	27	based	base	VERB
easat-1809	174	28	methods	method	NOUN
easat-1809	174	29	have	have	VERB
easat-1809	174	30	a	a	DET
easat-1809	174	31	higher	high	ADJ
easat-1809	174	32	potential	potential	NOUN
easat-1809	174	33	with	with	ADP
easat-1809	174	34	a	a	DET
easat-1809	174	35	detection	detection	NOUN
easat-1809	174	36	rate	rate	NOUN
easat-1809	174	37	of	of	ADP
easat-1809	174	38	89	89	NUM
easat-1809	174	39	-	-	SYM
easat-1809	174	40	95	95	NUM
easat-1809	174	41	%	%	NOUN
easat-1809	174	42	.	.	PUNCT
easat-1809	175	1	indeed	indeed	ADV
easat-1809	175	2	,	,	PUNCT
easat-1809	175	3	these	these	DET
easat-1809	175	4	findings	finding	NOUN
easat-1809	175	5	highlight	highlight	VERB
easat-1809	175	6	the	the	DET
easat-1809	175	7	importance	importance	NOUN
easat-1809	175	8	of	of	ADP
easat-1809	175	9	transitioning	transition	VERB
easat-1809	175	10	the	the	DET
easat-1809	175	11	current	current	ADJ
easat-1809	175	12	cybersecurity	cybersecurity	NOUN
easat-1809	175	13	approaches	approach	VERB
easat-1809	175	14	to	to	ADP
easat-1809	175	15	much	much	ADV
easat-1809	175	16	more	more	ADV
easat-1809	175	17	advanced	advanced	ADJ
easat-1809	175	18	and	and	CCONJ
easat-1809	175	19	mlbased	mlbased	ADJ
easat-1809	175	20	ones	one	NOUN
easat-1809	175	21	to	to	PART
easat-1809	175	22	detect	detect	VERB
easat-1809	175	23	more	more	ADV
easat-1809	175	24	complex	complex	ADJ
easat-1809	175	25	usb	usb	NOUN
easat-1809	175	26	threats	threat	NOUN
easat-1809	175	27	.	.	PUNCT
easat-1809	176	1	5.2	5.2	NUM
easat-1809	176	2	.	.	PUNCT
easat-1809	176	3	implications	implication	NOUN
easat-1809	176	4	and	and	CCONJ
easat-1809	176	5	recommendations	recommendation	NOUN
easat-1809	176	6	according	accord	VERB
easat-1809	176	7	to	to	ADP
easat-1809	176	8	the	the	DET
easat-1809	176	9	studies	study	NOUN
easat-1809	176	10	,	,	PUNCT
easat-1809	176	11	cybersecurity	cybersecurity	NOUN
easat-1809	176	12	personnel	personnel	NOUN
easat-1809	176	13	and	and	CCONJ
easat-1809	176	14	the	the	DET
easat-1809	176	15	concerned	concerned	ADJ
easat-1809	176	16	organizations	organization	NOUN
easat-1809	176	17	must	must	AUX
easat-1809	176	18	embrace	embrace	VERB
easat-1809	176	19	sophisticated	sophisticated	ADJ
easat-1809	176	20	modes	mode	NOUN
easat-1809	176	21	of	of	ADP
easat-1809	176	22	investigation	investigation	NOUN
easat-1809	176	23	to	to	PART
easat-1809	176	24	counter	counter	VERB
easat-1809	176	25	the	the	DET
easat-1809	176	26	new	new	ADJ
easat-1809	176	27	trends	trend	NOUN
easat-1809	176	28	of	of	ADP
easat-1809	176	29	usb	usb	NOUN
easat-1809	176	30	attacks	attack	NOUN
easat-1809	176	31	.	.	PUNCT
easat-1809	177	1	given	give	VERB
easat-1809	177	2	the	the	DET
easat-1809	177	3	proliferation	proliferation	NOUN
easat-1809	177	4	of	of	ADP
easat-1809	177	5	usb	usb	NOUN
easat-1809	177	6	devices	device	NOUN
easat-1809	177	7	in	in	ADP
easat-1809	177	8	various	various	ADJ
easat-1809	177	9	industry	industry	NOUN
easat-1809	177	10	sectors	sector	NOUN
easat-1809	177	11	and	and	CCONJ
easat-1809	177	12	the	the	DET
easat-1809	177	13	advancement	advancement	NOUN
easat-1809	177	14	of	of	ADP
easat-1809	177	15	attack	attack	NOUN
easat-1809	177	16	methods	method	NOUN
easat-1809	177	17	,	,	PUNCT
easat-1809	177	18	organizations	organization	NOUN
easat-1809	177	19	should	should	AUX
easat-1809	177	20	enhance	enhance	VERB
easat-1809	177	21	detection	detection	NOUN
easat-1809	177	22	systems	system	NOUN
easat-1809	177	23	with	with	ADP
easat-1809	177	24	ml	ml	NOUN
easat-1809	177	25	-	-	PUNCT
easat-1809	177	26	enabled	enable	VERB
easat-1809	177	27	systems	system	NOUN
easat-1809	177	28	.	.	PUNCT
easat-1809	178	1	for	for	ADP
easat-1809	178	2	instance	instance	NOUN
easat-1809	178	3	,	,	PUNCT
easat-1809	178	4	the	the	DET
easat-1809	178	5	data	datum	NOUN
easat-1809	178	6	gained	gain	VERB
easat-1809	178	7	from	from	ADP
easat-1809	178	8	behavioral	behavioral	ADJ
easat-1809	178	9	analysis	analysis	NOUN
easat-1809	178	10	and	and	CCONJ
easat-1809	178	11	machine	machine	NOUN
easat-1809	178	12	learning	learning	NOUN
easat-1809	178	13	-	-	PUNCT
easat-1809	178	14	based	base	VERB
easat-1809	178	15	methods	method	NOUN
easat-1809	178	16	,	,	PUNCT
easat-1809	178	17	together	together	ADV
easat-1809	178	18	with	with	ADP
easat-1809	178	19	the	the	DET
easat-1809	178	20	low	low	ADJ
easat-1809	178	21	false	false	ADJ
easat-1809	178	22	positive	positive	ADJ
easat-1809	178	23	rate	rate	NOUN
easat-1809	178	24	(	(	PUNCT
easat-1809	178	25	4	4	NUM
easat-1809	178	26	and	and	CCONJ
easat-1809	178	27	2	2	NUM
easat-1809	178	28	correspondingly	correspondingly	ADV
easat-1809	178	29	)	)	PUNCT
easat-1809	178	30	indicate	indicate	VERB
easat-1809	178	31	the	the	DET
easat-1809	178	32	direction	direction	NOUN
easat-1809	178	33	for	for	ADP
easat-1809	178	34	improvement	improvement	NOUN
easat-1809	178	35	of	of	ADP
easat-1809	178	36	cybersecurity	cybersecurity	NOUN
easat-1809	178	37	teams	team	NOUN
easat-1809	178	38	’	'	PUNCT
easat-1809	178	39	work	work	NOUN
easat-1809	178	40	regarding	regard	VERB
easat-1809	178	41	incident	incident	NOUN
easat-1809	178	42	detection	detection	NOUN
easat-1809	178	43	without	without	ADP
easat-1809	178	44	high	high	ADJ
easat-1809	178	45	false	false	ADJ
easat-1809	178	46	alarm	alarm	NOUN
easat-1809	178	47	rates	rate	NOUN
easat-1809	178	48	.	.	PUNCT
easat-1809	179	1	as	as	SCONJ
easat-1809	179	2	such	such	ADJ
easat-1809	179	3	,	,	PUNCT
easat-1809	179	4	machine	machine	NOUN
easat-1809	179	5	learning	learning	NOUN
easat-1809	179	6	models	model	NOUN
easat-1809	179	7	can	can	AUX
easat-1809	179	8	be	be	AUX
easat-1809	179	9	trained	train	VERB
easat-1809	179	10	with	with	ADP
easat-1809	179	11	various	various	ADJ
easat-1809	179	12	datasets	dataset	NOUN
easat-1809	179	13	of	of	ADP
easat-1809	179	14	usb	usb	NOUN
easat-1809	179	15	behaviors	behavior	NOUN
easat-1809	179	16	designed	design	VERB
easat-1809	179	17	to	to	PART
easat-1809	179	18	detect	detect	VERB
easat-1809	179	19	abnormalities	abnormality	NOUN
easat-1809	179	20	at	at	ADP
easat-1809	179	21	the	the	DET
easat-1809	179	22	firmware	firmware	NOUN
easat-1809	179	23	level	level	NOUN
easat-1809	179	24	.	.	PUNCT
easat-1809	180	1	this	this	PRON
easat-1809	180	2	can	can	AUX
easat-1809	180	3	be	be	AUX
easat-1809	180	4	done	do	VERB
easat-1809	180	5	via	via	ADP
easat-1809	180	6	endpoint	endpoint	NOUN
easat-1809	180	7	detection	detection	NOUN
easat-1809	180	8	and	and	CCONJ
easat-1809	180	9	response	response	NOUN
easat-1809	180	10	systems	system	NOUN
easat-1809	180	11	such	such	ADJ
easat-1809	180	12	as	as	ADP
easat-1809	180	13	trend	trend	NOUN
easat-1809	180	14	micro	micro	NOUN
easat-1809	180	15	or	or	CCONJ
easat-1809	180	16	crowdstrike	crowdstrike	NOUN
easat-1809	180	17	,	,	PUNCT
easat-1809	180	18	which	which	PRON
easat-1809	180	19	contain	contain	VERB
easat-1809	180	20	machine	machine	NOUN
easat-1809	180	21	learning	learning	NOUN
easat-1809	180	22	-	-	PUNCT
easat-1809	180	23	enabled	enable	VERB
easat-1809	180	24	threat	threat	NOUN
easat-1809	180	25	identification	identification	NOUN
easat-1809	180	26	.	.	PUNCT
easat-1809	181	1	using	use	VERB
easat-1809	181	2	all	all	DET
easat-1809	181	3	these	these	DET
easat-1809	181	4	techniques	technique	NOUN
easat-1809	181	5	,	,	PUNCT
easat-1809	181	6	along	along	ADP
easat-1809	181	7	with	with	ADP
easat-1809	181	8	the	the	DET
easat-1809	181	9	signaturebased	signaturebase	VERB
easat-1809	181	10	ones	one	NOUN
easat-1809	181	11	,	,	PUNCT
easat-1809	181	12	will	will	AUX
easat-1809	181	13	form	form	VERB
easat-1809	181	14	a	a	DET
easat-1809	181	15	layered	layer	VERB
easat-1809	181	16	,	,	PUNCT
easat-1809	181	17	multi	multi	ADJ
easat-1809	181	18	-	-	ADJ
easat-1809	181	19	faceted	faceted	ADJ
easat-1809	181	20	defense	defense	NOUN
easat-1809	181	21	against	against	ADP
easat-1809	181	22	the	the	DET
easat-1809	181	23	usb	usb	NOUN
easat-1809	181	24	-	-	PUNCT
easat-1809	181	25	based	base	VERB
easat-1809	181	26	threats	threat	NOUN
easat-1809	181	27	.	.	PUNCT
easat-1809	182	1	5.3	5.3	NUM
easat-1809	182	2	.	.	PUNCT
easat-1809	182	3	potential	potential	ADJ
easat-1809	182	4	limitations	limitation	NOUN
easat-1809	182	5	and	and	CCONJ
easat-1809	182	6	areas	area	NOUN
easat-1809	182	7	for	for	ADP
easat-1809	182	8	further	further	ADJ
easat-1809	182	9	research	research	NOUN
easat-1809	182	10	this	this	DET
easat-1809	182	11	study	study	NOUN
easat-1809	182	12	employed	employ	VERB
easat-1809	182	13	the	the	DET
easat-1809	182	14	experimentation	experimentation	NOUN
easat-1809	182	15	method	method	NOUN
easat-1809	182	16	as	as	ADP
easat-1809	182	17	the	the	DET
easat-1809	182	18	primary	primary	ADJ
easat-1809	182	19	data	data	NOUN
easat-1809	182	20	collection	collection	NOUN
easat-1809	182	21	approach	approach	NOUN
easat-1809	182	22	.	.	PUNCT
easat-1809	183	1	like	like	ADP
easat-1809	183	2	any	any	DET
easat-1809	183	3	other	other	ADJ
easat-1809	183	4	scientific	scientific	ADJ
easat-1809	183	5	study	study	NOUN
easat-1809	183	6	,	,	PUNCT
easat-1809	183	7	it	it	PRON
easat-1809	183	8	might	might	AUX
easat-1809	183	9	have	have	VERB
easat-1809	183	10	potential	potential	ADJ
easat-1809	183	11	limitations	limitation	NOUN
easat-1809	183	12	that	that	PRON
easat-1809	183	13	could	could	AUX
easat-1809	183	14	have	have	AUX
easat-1809	183	15	introduced	introduce	VERB
easat-1809	183	16	bias	bias	NOUN
easat-1809	183	17	to	to	ADP
easat-1809	183	18	the	the	DET
easat-1809	183	19	findings	finding	NOUN
easat-1809	183	20	above	above	ADV
easat-1809	183	21	.	.	PUNCT
easat-1809	184	1	first	first	ADV
easat-1809	184	2	,	,	PUNCT
easat-1809	184	3	the	the	DET
easat-1809	184	4	simulated	simulate	VERB
easat-1809	184	5	attack	attack	NOUN
easat-1809	184	6	scenarios	scenario	NOUN
easat-1809	184	7	used	use	VERB
easat-1809	184	8	were	be	AUX
easat-1809	184	9	realistic	realistic	ADJ
easat-1809	184	10	and	and	CCONJ
easat-1809	184	11	depicted	depict	VERB
easat-1809	184	12	a	a	DET
easat-1809	184	13	real	real	ADJ
easat-1809	184	14	-	-	PUNCT
easat-1809	184	15	world	world	NOUN
easat-1809	184	16	scenario	scenario	NOUN
easat-1809	184	17	.	.	PUNCT
easat-1809	185	1	however	however	ADV
easat-1809	185	2	,	,	PUNCT
easat-1809	185	3	they	they	PRON
easat-1809	185	4	may	may	AUX
easat-1809	185	5	not	not	PART
easat-1809	185	6	have	have	AUX
easat-1809	185	7	encompassed	encompass	VERB
easat-1809	185	8	all	all	DET
easat-1809	185	9	the	the	DET
easat-1809	185	10	possible	possible	ADJ
easat-1809	185	11	variations	variation	NOUN
easat-1809	185	12	of	of	ADP
easat-1809	185	13	the	the	DET
easat-1809	185	14	real	real	ADJ
easat-1809	185	15	-	-	PUNCT
easat-1809	185	16	world	world	NOUN
easat-1809	185	17	systems	system	NOUN
easat-1809	185	18	.	.	PUNCT
easat-1809	186	1	also	also	ADV
easat-1809	186	2	,	,	PUNCT
easat-1809	186	3	as	as	SCONJ
easat-1809	186	4	described	describe	VERB
easat-1809	186	5	in	in	ADP
easat-1809	186	6	the	the	DET
easat-1809	186	7	experiment	experiment	NOUN
easat-1809	186	8	,	,	PUNCT
easat-1809	186	9	the	the	DET
easat-1809	186	10	target	target	NOUN
easat-1809	186	11	systems	system	NOUN
easat-1809	186	12	are	be	AUX
easat-1809	186	13	restricted	restrict	VERB
easat-1809	186	14	to	to	ADP
easat-1809	186	15	certain	certain	ADJ
easat-1809	186	16	operation	operation	NOUN
easat-1809	186	17	systems	system	NOUN
easat-1809	186	18	,	,	PUNCT
easat-1809	186	19	namely	namely	ADV
easat-1809	186	20	windows	window	NOUN
easat-1809	186	21	,	,	PUNCT
easat-1809	186	22	linux	linux	PROPN
easat-1809	186	23	,	,	PUNCT
easat-1809	186	24	and	and	CCONJ
easat-1809	186	25	mac	mac	PROPN
easat-1809	186	26	os	os	PROPN
easat-1809	186	27	,	,	PUNCT
easat-1809	186	28	while	while	SCONJ
easat-1809	186	29	the	the	DET
easat-1809	186	30	hardware	hardware	NOUN
easat-1809	186	31	configurations	configuration	NOUN
easat-1809	186	32	remain	remain	VERB
easat-1809	186	33	constant	constant	ADJ
easat-1809	186	34	throughout	throughout	ADP
easat-1809	186	35	all	all	DET
easat-1809	186	36	the	the	DET
easat-1809	186	37	trials	trial	NOUN
easat-1809	186	38	.	.	PUNCT
easat-1809	187	1	this	this	PRON
easat-1809	187	2	also	also	ADV
easat-1809	187	3	brings	bring	VERB
easat-1809	187	4	out	out	ADP
easat-1809	187	5	bias	bias	NOUN
easat-1809	187	6	in	in	ADP
easat-1809	187	7	the	the	DET
easat-1809	187	8	outcome	outcome	NOUN
easat-1809	187	9	since	since	SCONJ
easat-1809	187	10	numerous	numerous	ADJ
easat-1809	187	11	variations	variation	NOUN
easat-1809	187	12	are	be	AUX
easat-1809	187	13	available	available	ADJ
easat-1809	187	14	in	in	ADP
easat-1809	187	15	real	real	ADJ
easat-1809	187	16	-	-	PUNCT
easat-1809	187	17	life	life	NOUN
easat-1809	187	18	networks	network	NOUN
easat-1809	187	19	.	.	PUNCT
easat-1809	188	1	further	far	ADV
easat-1809	188	2	,	,	PUNCT
easat-1809	188	3	pre	pre	ADJ
easat-1809	188	4	-	-	NOUN
easat-1809	188	5	selection	selection	NOUN
easat-1809	188	6	of	of	ADP
easat-1809	188	7	the	the	DET
easat-1809	188	8	malware	malware	NOUN
easat-1809	188	9	and	and	CCONJ
easat-1809	188	10	attack	attack	NOUN
easat-1809	188	11	types	type	NOUN
easat-1809	188	12	may	may	AUX
easat-1809	188	13	have	have	AUX
easat-1809	188	14	affected	affect	VERB
easat-1809	188	15	the	the	DET
easat-1809	188	16	detection	detection	NOUN
easat-1809	188	17	performance	performance	NOUN
easat-1809	188	18	of	of	ADP
easat-1809	188	19	the	the	DET
easat-1809	188	20	forensic	forensic	ADJ
easat-1809	188	21	techniques	technique	NOUN
easat-1809	188	22	in	in	ADP
easat-1809	188	23	the	the	DET
easat-1809	188	24	experiment	experiment	NOUN
easat-1809	188	25	.	.	PUNCT
easat-1809	189	1	in	in	ADP
easat-1809	189	2	real	real	ADJ
easat-1809	189	3	-	-	PUNCT
easat-1809	189	4	world	world	NOUN
easat-1809	189	5	circumstances	circumstance	NOUN
easat-1809	189	6	,	,	PUNCT
easat-1809	189	7	the	the	DET
easat-1809	189	8	adversaries	adversary	NOUN
easat-1809	189	9	can	can	AUX
easat-1809	189	10	employ	employ	VERB
easat-1809	189	11	other	other	ADJ
easat-1809	189	12	more	more	ADV
easat-1809	189	13	complex	complex	ADJ
easat-1809	189	14	or	or	CCONJ
easat-1809	189	15	different	different	ADJ
easat-1809	189	16	procedures	procedure	NOUN
easat-1809	189	17	that	that	PRON
easat-1809	189	18	were	be	AUX
easat-1809	189	19	not	not	PART
easat-1809	189	20	simulated	simulate	VERB
easat-1809	189	21	in	in	ADP
easat-1809	189	22	this	this	DET
easat-1809	189	23	study	study	NOUN
easat-1809	189	24	,	,	PUNCT
easat-1809	189	25	and	and	CCONJ
easat-1809	189	26	,	,	PUNCT
easat-1809	189	27	therefore	therefore	ADV
easat-1809	189	28	,	,	PUNCT
easat-1809	189	29	the	the	DET
easat-1809	189	30	validity	validity	NOUN
easat-1809	189	31	of	of	ADP
easat-1809	189	32	the	the	DET
easat-1809	189	33	findings	finding	NOUN
easat-1809	189	34	may	may	AUX
easat-1809	189	35	only	only	ADV
easat-1809	189	36	apply	apply	VERB
easat-1809	189	37	to	to	ADP
easat-1809	189	38	some	some	DET
easat-1809	189	39	situations	situation	NOUN
easat-1809	189	40	.	.	PUNCT
easat-1809	190	1	another	another	DET
easat-1809	190	2	limitation	limitation	NOUN
easat-1809	190	3	is	be	AUX
easat-1809	190	4	that	that	SCONJ
easat-1809	190	5	the	the	DET
easat-1809	190	6	usb	usb	NOUN
easat-1809	190	7	devices	device	NOUN
easat-1809	190	8	used	use	VERB
easat-1809	190	9	in	in	ADP
easat-1809	190	10	the	the	DET
easat-1809	190	11	experiment	experiment	NOUN
easat-1809	190	12	were	be	AUX
easat-1809	190	13	modified	modify	VERB
easat-1809	190	14	with	with	ADP
easat-1809	190	15	the	the	DET
easat-1809	190	16	use	use	NOUN
easat-1809	190	17	of	of	ADP
easat-1809	190	18	an	an	DET
easat-1809	190	19	available	available	ADJ
easat-1809	190	20	freely	freely	ADV
easat-1809	190	21	opened	open	VERB
easat-1809	190	22	tool	tool	NOUN
easat-1809	190	23	,	,	PUNCT
easat-1809	190	24	the	the	DET
easat-1809	190	25	usb	usb	NOUN
easat-1809	190	26	rubber	rubber	NOUN
easat-1809	190	27	ducky	ducky	PROPN
easat-1809	190	28	.	.	PUNCT
easat-1809	191	1	this	this	DET
easat-1809	191	2	tool	tool	NOUN
easat-1809	191	3	may	may	AUX
easat-1809	191	4	not	not	PART
easat-1809	191	5	capture	capture	VERB
easat-1809	191	6	the	the	DET
easat-1809	191	7	likeness	likeness	NOUN
easat-1809	191	8	of	of	ADP
easat-1809	191	9	the	the	DET
easat-1809	191	10	malware	malware	NOUN
easat-1809	191	11	that	that	PRON
easat-1809	191	12	may	may	AUX
easat-1809	191	13	be	be	AUX
easat-1809	191	14	designed	design	VERB
easat-1809	191	15	uniquely	uniquely	ADV
easat-1809	191	16	and	and	CCONJ
easat-1809	191	17	particularly	particularly	ADV
easat-1809	191	18	by	by	ADP
easat-1809	191	19	a	a	DET
easat-1809	191	20	professional	professional	ADJ
easat-1809	191	21	cybercriminal	cybercriminal	NOUN
easat-1809	191	22	.	.	PUNCT
easat-1809	192	1	also	also	ADV
easat-1809	192	2	,	,	PUNCT
easat-1809	192	3	the	the	DET
easat-1809	192	4	machine	machine	NOUN
easat-1809	192	5	learning	learning	NOUN
easat-1809	192	6	models	model	NOUN
easat-1809	192	7	employed	employ	VERB
easat-1809	192	8	for	for	ADP
easat-1809	192	9	analysis	analysis	NOUN
easat-1809	192	10	in	in	ADP
easat-1809	192	11	the	the	DET
easat-1809	192	12	study	study	NOUN
easat-1809	192	13	had	have	AUX
easat-1809	192	14	been	be	AUX
easat-1809	192	15	trained	train	VERB
easat-1809	192	16	with	with	ADP
easat-1809	192	17	a	a	DET
easat-1809	192	18	small	small	ADJ
easat-1809	192	19	data	datum	NOUN
easat-1809	192	20	set	set	VERB
easat-1809	192	21	,	,	PUNCT
easat-1809	192	22	and	and	CCONJ
easat-1809	192	23	they	they	PRON
easat-1809	192	24	may	may	AUX
easat-1809	192	25	not	not	PART
easat-1809	192	26	work	work	VERB
easat-1809	192	27	in	in	ADP
easat-1809	192	28	more	more	ADV
easat-1809	192	29	general	general	ADJ
easat-1809	192	30	or	or	CCONJ
easat-1809	192	31	other	other	ADJ
easat-1809	192	32	conditions	condition	NOUN
easat-1809	192	33	.	.	PUNCT
easat-1809	193	1	this	this	DET
easat-1809	193	2	study	study	NOUN
easat-1809	193	3	's	's	PART
easat-1809	193	4	limitations	limitation	NOUN
easat-1809	193	5	should	should	AUX
easat-1809	193	6	guide	guide	VERB
easat-1809	193	7	future	future	ADJ
easat-1809	193	8	studies	study	NOUN
easat-1809	193	9	,	,	PUNCT
easat-1809	193	10	involving	involve	VERB
easat-1809	193	11	bigger	big	ADJ
easat-1809	193	12	datasets	dataset	NOUN
easat-1809	193	13	and	and	CCONJ
easat-1809	193	14	more	more	ADV
easat-1809	193	15	diverse	diverse	ADJ
easat-1809	193	16	samples	sample	NOUN
easat-1809	193	17	to	to	PART
easat-1809	193	18	enhance	enhance	VERB
easat-1809	193	19	the	the	DET
easat-1809	193	20	applicability	applicability	NOUN
easat-1809	193	21	of	of	ADP
easat-1809	193	22	machine	machine	NOUN
easat-1809	193	23	learning	learning	NOUN
easat-1809	193	24	-	-	PUNCT
easat-1809	193	25	based	base	VERB
easat-1809	193	26	forensic	forensic	ADJ
easat-1809	193	27	approaches	approach	NOUN
easat-1809	193	28	.	.	PUNCT
easat-1809	194	1	6	6	X
easat-1809	194	2	.	.	X
easat-1809	194	3	conclusion	conclusion	NOUN
easat-1809	194	4	this	this	DET
easat-1809	194	5	study	study	NOUN
easat-1809	194	6	’s	’s	PART
easat-1809	194	7	findings	finding	NOUN
easat-1809	194	8	show	show	VERB
easat-1809	194	9	that	that	SCONJ
easat-1809	194	10	signature	signature	NOUN
easat-1809	194	11	-	-	PUNCT
easat-1809	194	12	based	base	VERB
easat-1809	194	13	detection	detection	NOUN
easat-1809	194	14	techniques	technique	NOUN
easat-1809	194	15	are	be	AUX
easat-1809	194	16	limited	limit	VERB
easat-1809	194	17	when	when	SCONJ
easat-1809	194	18	it	it	PRON
easat-1809	194	19	comes	come	VERB
easat-1809	194	20	to	to	ADP
easat-1809	194	21	detecting	detect	VERB
easat-1809	194	22	more	more	ADV
easat-1809	194	23	advanced	advanced	ADJ
easat-1809	194	24	forms	form	NOUN
easat-1809	194	25	of	of	ADP
easat-1809	194	26	usb	usb	NOUN
easat-1809	194	27	-	-	PUNCT
easat-1809	194	28	based	base	VERB
easat-1809	194	29	threats	threat	NOUN
easat-1809	194	30	such	such	ADJ
easat-1809	194	31	as	as	ADP
easat-1809	194	32	badusb	badusb	PROPN
easat-1809	194	33	.	.	PUNCT
easat-1809	195	1	pattern	pattern	NOUN
easat-1809	195	2	-	-	PUNCT
easat-1809	195	3	matching	matching	NOUN
easat-1809	195	4	approaches	approach	NOUN
easat-1809	195	5	,	,	PUNCT
easat-1809	195	6	which	which	PRON
easat-1809	195	7	involve	involve	VERB
easat-1809	195	8	the	the	DET
easat-1809	195	9	detection	detection	NOUN
easat-1809	195	10	of	of	ADP
easat-1809	195	11	known	know	VERB
easat-1809	195	12	malware	malware	NOUN
easat-1809	195	13	,	,	PUNCT
easat-1809	195	14	fell	fall	VERB
easat-1809	195	15	short	short	ADV
easat-1809	195	16	of	of	ADP
easat-1809	195	17	detecting	detect	VERB
easat-1809	195	18	firmware	firmware	NOUN
easat-1809	195	19	level	level	NOUN
easat-1809	195	20	changes	change	NOUN
easat-1809	195	21	characteristic	characteristic	ADJ
easat-1809	195	22	of	of	ADP
easat-1809	195	23	badusb	badusb	PROPN
easat-1809	195	24	.	.	PUNCT
easat-1809	196	1	on	on	ADP
easat-1809	196	2	the	the	DET
easat-1809	196	3	other	other	ADJ
easat-1809	196	4	hand	hand	NOUN
easat-1809	196	5	,	,	PUNCT
easat-1809	196	6	behavioral	behavioral	ADJ
easat-1809	196	7	analysis	analysis	NOUN
easat-1809	196	8	and	and	CCONJ
easat-1809	196	9	ml	ml	NOUN
easat-1809	196	10	-	-	PUNCT
easat-1809	196	11	based	base	VERB
easat-1809	196	12	approaches	approach	NOUN
easat-1809	196	13	were	be	AUX
easat-1809	196	14	identified	identify	VERB
easat-1809	196	15	to	to	PART
easat-1809	196	16	have	have	VERB
easat-1809	196	17	more	more	ADJ
easat-1809	196	18	potential	potential	NOUN
easat-1809	196	19	to	to	PART
easat-1809	196	20	detect	detect	VERB
easat-1809	196	21	these	these	DET
easat-1809	196	22	new	new	ADJ
easat-1809	196	23	and	and	CCONJ
easat-1809	196	24	advanced	advanced	ADJ
easat-1809	196	25	threats	threat	NOUN
easat-1809	196	26	with	with	ADP
easat-1809	196	27	greater	great	ADJ
easat-1809	196	28	accuracy	accuracy	NOUN
easat-1809	196	29	by	by	ADP
easat-1809	196	30	analyzing	analyze	VERB
easat-1809	196	31	the	the	DET
easat-1809	196	32	abnormal	abnormal	ADJ
easat-1809	196	33	behavior	behavior	NOUN
easat-1809	196	34	of	of	ADP
easat-1809	196	35	a	a	DET
easat-1809	196	36	device	device	NOUN
easat-1809	196	37	and	and	CCONJ
easat-1809	196	38	by	by	ADP
easat-1809	196	39	learning	learn	VERB
easat-1809	196	40	from	from	ADP
easat-1809	196	41	the	the	DET
easat-1809	196	42	patterns	pattern	NOUN
easat-1809	196	43	.	.	PUNCT
easat-1809	197	1	these	these	DET
easat-1809	197	2	observations	observation	NOUN
easat-1809	197	3	agree	agree	VERB
easat-1809	197	4	with	with	ADP
easat-1809	197	5	the	the	DET
easat-1809	197	6	recent	recent	ADJ
easat-1809	197	7	realization	realization	NOUN
easat-1809	197	8	that	that	SCONJ
easat-1809	197	9	more	more	ADV
easat-1809	197	10	sophisticated	sophisticated	ADJ
easat-1809	197	11	intrusion	intrusion	NOUN
easat-1809	197	12	methods	method	NOUN
easat-1809	197	13	are	be	AUX
easat-1809	197	14	being	be	AUX
easat-1809	197	15	used	use	VERB
easat-1809	197	16	to	to	PART
easat-1809	197	17	access	access	NOUN
easat-1809	197	18	systems	system	NOUN
easat-1809	197	19	,	,	PUNCT
easat-1809	197	20	making	make	VERB
easat-1809	197	21	the	the	DET
easat-1809	197	22	traditional	traditional	ADJ
easat-1809	197	23	forensic	forensic	ADJ
easat-1809	197	24	strategies	strategy	NOUN
easat-1809	197	25	inadequate	inadequate	ADJ
easat-1809	197	26	for	for	ADP
easat-1809	197	27	present	present	ADJ
easat-1809	197	28	-	-	PUNCT
easat-1809	197	29	day	day	NOUN
easat-1809	197	30	use	use	NOUN
easat-1809	197	31	in	in	ADP
easat-1809	197	32	forensic	forensic	ADJ
easat-1809	197	33	analyses	analysis	NOUN
easat-1809	197	34	,	,	PUNCT
easat-1809	197	35	as	as	SCONJ
easat-1809	197	36	neuner	neuner	ADJ
easat-1809	197	37	and	and	CCONJ
easat-1809	197	38	sebastian	sebastian	PROPN
easat-1809	197	39	suggest	suggest	VERB
easat-1809	197	40	[	[	X
easat-1809	197	41	29	29	NUM
easat-1809	197	42	]	]	PUNCT
easat-1809	197	43	.	.	PUNCT
easat-1809	198	1	1099	1099	NUM
easat-1809	198	2	edelweiss	edelweiss	PROPN
easat-1809	198	3	applied	apply	VERB
easat-1809	198	4	science	science	NOUN
easat-1809	198	5	and	and	CCONJ
easat-1809	198	6	technology	technology	NOUN
easat-1809	198	7	issn	issn	PROPN
easat-1809	198	8	:	:	PUNCT
easat-1809	198	9	2576	2576	NUM
easat-1809	198	10	-	-	SYM
easat-1809	198	11	8484	8484	NUM
easat-1809	198	12	vol	vol	NOUN
easat-1809	198	13	.	.	PROPN
easat-1809	198	14	8	8	NUM
easat-1809	198	15	,	,	PUNCT
easat-1809	198	16	no	no	INTJ
easat-1809	198	17	.	.	NOUN
easat-1809	198	18	5	5	NUM
easat-1809	198	19	:	:	SYM
easat-1809	198	20	1090	1090	NUM
easat-1809	198	21	-	-	SYM
easat-1809	198	22	1100	1100	NUM
easat-1809	198	23	,	,	PUNCT
easat-1809	198	24	2024	2024	NUM
easat-1809	198	25	doi	doi	NOUN
easat-1809	198	26	:	:	PUNCT
easat-1809	198	27	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	198	28	©	©	NOUN
easat-1809	198	29	2024	2024	NUM
easat-1809	198	30	by	by	ADP
easat-1809	198	31	the	the	DET
easat-1809	198	32	author	author	NOUN
easat-1809	198	33	;	;	PUNCT
easat-1809	198	34	licensee	licensee	PROPN
easat-1809	198	35	learning	learn	VERB
easat-1809	198	36	gate	gate	NOUN
easat-1809	198	37	to	to	ADP
easat-1809	198	38	the	the	DET
easat-1809	198	39	best	good	ADJ
easat-1809	198	40	of	of	ADP
easat-1809	198	41	the	the	DET
easat-1809	198	42	authors	author	NOUN
easat-1809	198	43	'	'	PART
easat-1809	198	44	knowledge	knowledge	NOUN
easat-1809	198	45	,	,	PUNCT
easat-1809	198	46	this	this	DET
easat-1809	198	47	research	research	NOUN
easat-1809	198	48	advances	advance	VERB
easat-1809	198	49	the	the	DET
easat-1809	198	50	knowledge	knowledge	NOUN
easat-1809	198	51	of	of	ADP
easat-1809	198	52	digital	digital	ADJ
easat-1809	198	53	forensic	forensic	ADJ
easat-1809	198	54	research	research	NOUN
easat-1809	198	55	by	by	ADP
easat-1809	198	56	establishing	establish	VERB
easat-1809	198	57	that	that	SCONJ
easat-1809	198	58	it	it	PRON
easat-1809	198	59	is	be	AUX
easat-1809	198	60	possible	possible	ADJ
easat-1809	198	61	to	to	PART
easat-1809	198	62	identify	identify	VERB
easat-1809	198	63	badusb	badusb	NOUN
easat-1809	198	64	attacks	attack	NOUN
easat-1809	198	65	using	use	VERB
easat-1809	198	66	advanced	advanced	ADJ
easat-1809	198	67	forensic	forensic	ADJ
easat-1809	198	68	analysis	analysis	NOUN
easat-1809	198	69	like	like	ADP
easat-1809	198	70	machine	machine	NOUN
easat-1809	198	71	learning	learn	VERB
easat-1809	198	72	detection	detection	NOUN
easat-1809	198	73	.	.	PUNCT
easat-1809	199	1	the	the	DET
easat-1809	199	2	results	result	NOUN
easat-1809	199	3	extend	extend	VERB
easat-1809	199	4	rabbani	rabbani	PROPN
easat-1809	200	1	[	[	X
easat-1809	200	2	30	30	NUM
easat-1809	200	3	]	]	PUNCT
easat-1809	200	4	and	and	CCONJ
easat-1809	200	5	vanjire	vanjire	NOUN
easat-1809	200	6	's	's	PART
easat-1809	200	7	works	work	NOUN
easat-1809	200	8	[	[	PUNCT
easat-1809	200	9	31	31	NUM
easat-1809	200	10	]	]	PUNCT
easat-1809	200	11	,	,	PUNCT
easat-1809	200	12	which	which	PRON
easat-1809	200	13	embrace	embrace	VERB
easat-1809	200	14	several	several	ADJ
easat-1809	200	15	machine	machine	NOUN
easat-1809	200	16	learning	learning	NOUN
easat-1809	200	17	and	and	CCONJ
easat-1809	200	18	behavior	behavior	NOUN
easat-1809	200	19	-	-	PUNCT
easat-1809	200	20	based	base	VERB
easat-1809	200	21	detections	detection	NOUN
easat-1809	200	22	toward	toward	ADP
easat-1809	200	23	eradicating	eradicate	VERB
easat-1809	200	24	firmware	firmware	NOUN
easat-1809	200	25	-	-	PUNCT
easat-1809	200	26	level	level	NOUN
easat-1809	200	27	threats	threat	NOUN
easat-1809	200	28	.	.	PUNCT
easat-1809	201	1	in	in	ADP
easat-1809	201	2	this	this	DET
easat-1809	201	3	way	way	NOUN
easat-1809	201	4	,	,	PUNCT
easat-1809	201	5	the	the	DET
easat-1809	201	6	results	result	NOUN
easat-1809	201	7	of	of	ADP
easat-1809	201	8	this	this	DET
easat-1809	201	9	research	research	NOUN
easat-1809	201	10	support	support	NOUN
easat-1809	201	11	the	the	DET
easat-1809	201	12	need	need	NOUN
easat-1809	201	13	for	for	ADP
easat-1809	201	14	using	use	VERB
easat-1809	201	15	more	more	ADV
easat-1809	201	16	advanced	advanced	ADJ
easat-1809	201	17	techniques	technique	NOUN
easat-1809	201	18	in	in	ADP
easat-1809	201	19	cyber	cyber	PROPN
easat-1809	201	20	forensics	forensic	NOUN
easat-1809	201	21	that	that	PRON
easat-1809	201	22	are	be	AUX
easat-1809	201	23	well	well	ADV
easat-1809	201	24	-	-	PUNCT
easat-1809	201	25	equipped	equip	VERB
easat-1809	201	26	to	to	PART
easat-1809	201	27	handle	handle	VERB
easat-1809	201	28	the	the	DET
easat-1809	201	29	advanced	advanced	ADJ
easat-1809	201	30	forms	form	NOUN
easat-1809	201	31	of	of	ADP
easat-1809	201	32	attacks	attack	NOUN
easat-1809	201	33	.	.	PUNCT
easat-1809	202	1	therefore	therefore	ADV
easat-1809	202	2	,	,	PUNCT
easat-1809	202	3	the	the	DET
easat-1809	202	4	findings	finding	NOUN
easat-1809	202	5	of	of	ADP
easat-1809	202	6	this	this	DET
easat-1809	202	7	study	study	NOUN
easat-1809	202	8	provide	provide	VERB
easat-1809	202	9	clear	clear	ADJ
easat-1809	202	10	guidance	guidance	NOUN
easat-1809	202	11	to	to	ADP
easat-1809	202	12	cybersecurity	cybersecurity	NOUN
easat-1809	202	13	professionals	professional	NOUN
easat-1809	202	14	and	and	CCONJ
easat-1809	202	15	organizations	organization	NOUN
easat-1809	202	16	on	on	ADP
easat-1809	202	17	how	how	SCONJ
easat-1809	202	18	to	to	PART
easat-1809	202	19	improve	improve	VERB
easat-1809	202	20	the	the	DET
easat-1809	202	21	existing	exist	VERB
easat-1809	202	22	defenses	defense	NOUN
easat-1809	202	23	against	against	ADP
easat-1809	202	24	usb	usb	NOUN
easat-1809	202	25	-	-	PUNCT
easat-1809	202	26	based	base	VERB
easat-1809	202	27	threats	threat	NOUN
easat-1809	202	28	.	.	PUNCT
easat-1809	203	1	it	it	PRON
easat-1809	203	2	is	be	AUX
easat-1809	203	3	crucial	crucial	ADJ
easat-1809	203	4	to	to	PART
easat-1809	203	5	note	note	VERB
easat-1809	203	6	that	that	SCONJ
easat-1809	203	7	more	more	ADJ
easat-1809	203	8	research	research	NOUN
easat-1809	203	9	is	be	AUX
easat-1809	203	10	needed	need	VERB
easat-1809	203	11	to	to	PART
easat-1809	203	12	improve	improve	VERB
easat-1809	203	13	and	and	CCONJ
easat-1809	203	14	fine	fine	ADJ
easat-1809	203	15	-	-	PUNCT
easat-1809	203	16	tune	tune	NOUN
easat-1809	203	17	the	the	DET
easat-1809	203	18	techniques	technique	NOUN
easat-1809	203	19	highlighted	highlight	VERB
easat-1809	203	20	in	in	ADP
easat-1809	203	21	this	this	DET
easat-1809	203	22	study	study	NOUN
easat-1809	203	23	.	.	PUNCT
easat-1809	204	1	another	another	DET
easat-1809	204	2	area	area	NOUN
easat-1809	204	3	that	that	PRON
easat-1809	204	4	needs	need	VERB
easat-1809	204	5	enhancement	enhancement	NOUN
easat-1809	204	6	is	be	AUX
easat-1809	204	7	the	the	DET
easat-1809	204	8	creation	creation	NOUN
easat-1809	204	9	of	of	ADP
easat-1809	204	10	broader	broad	ADJ
easat-1809	204	11	and	and	CCONJ
easat-1809	204	12	more	more	ADV
easat-1809	204	13	diverse	diverse	ADJ
easat-1809	204	14	datasets	dataset	NOUN
easat-1809	204	15	to	to	PART
easat-1809	204	16	train	train	VERB
easat-1809	204	17	machine	machine	NOUN
easat-1809	204	18	learning	learning	NOUN
easat-1809	204	19	because	because	ADV
easat-1809	204	20	,	,	PUNCT
easat-1809	204	21	presently	presently	ADV
easat-1809	204	22	,	,	PUNCT
easat-1809	204	23	such	such	ADJ
easat-1809	204	24	machine	machine	NOUN
easat-1809	204	25	learning	learning	NOUN
easat-1809	204	26	models	model	NOUN
easat-1809	204	27	are	be	AUX
easat-1809	204	28	inadequate	inadequate	ADJ
easat-1809	204	29	in	in	ADP
easat-1809	204	30	handling	handle	VERB
easat-1809	204	31	different	different	ADJ
easat-1809	204	32	types	type	NOUN
easat-1809	204	33	of	of	ADP
easat-1809	204	34	attacks	attack	NOUN
easat-1809	204	35	.	.	PUNCT
easat-1809	205	1	besides	besides	SCONJ
easat-1809	205	2	,	,	PUNCT
easat-1809	205	3	future	future	ADJ
easat-1809	205	4	researchers	researcher	NOUN
easat-1809	205	5	need	need	VERB
easat-1809	205	6	to	to	PART
easat-1809	205	7	look	look	VERB
easat-1809	205	8	for	for	ADP
easat-1809	205	9	ways	way	NOUN
easat-1809	205	10	of	of	ADP
easat-1809	205	11	improving	improve	VERB
easat-1809	205	12	these	these	DET
easat-1809	205	13	techniques	technique	NOUN
easat-1809	205	14	to	to	PART
easat-1809	205	15	enhance	enhance	VERB
easat-1809	205	16	accuracy	accuracy	NOUN
easat-1809	205	17	and	and	CCONJ
easat-1809	205	18	make	make	VERB
easat-1809	205	19	them	they	PRON
easat-1809	205	20	applicable	applicable	ADJ
easat-1809	205	21	to	to	ADP
easat-1809	205	22	various	various	ADJ
easat-1809	205	23	environments	environment	NOUN
easat-1809	205	24	and	and	CCONJ
easat-1809	205	25	different	different	ADJ
easat-1809	205	26	types	type	NOUN
easat-1809	205	27	of	of	ADP
easat-1809	205	28	attacks	attack	NOUN
easat-1809	205	29	.	.	PUNCT
easat-1809	206	1	copyright	copyright	NOUN
easat-1809	206	2	:	:	PUNCT
easat-1809	206	3	©	©	PROPN
easat-1809	206	4	2024	2024	NUM
easat-1809	206	5	by	by	ADP
easat-1809	206	6	the	the	DET
easat-1809	206	7	authors	author	NOUN
easat-1809	206	8	.	.	PUNCT
easat-1809	207	1	this	this	DET
easat-1809	207	2	article	article	NOUN
easat-1809	207	3	is	be	AUX
easat-1809	207	4	an	an	DET
easat-1809	207	5	open	open	ADJ
easat-1809	207	6	access	access	NOUN
easat-1809	207	7	article	article	NOUN
easat-1809	207	8	distributed	distribute	VERB
easat-1809	207	9	under	under	ADP
easat-1809	207	10	the	the	DET
easat-1809	207	11	terms	term	NOUN
easat-1809	207	12	and	and	CCONJ
easat-1809	207	13	conditions	condition	NOUN
easat-1809	207	14	of	of	ADP
easat-1809	207	15	the	the	DET
easat-1809	207	16	creative	creative	ADJ
easat-1809	207	17	commons	common	NOUN
easat-1809	207	18	attribution	attribution	NOUN
easat-1809	207	19	(	(	PUNCT
easat-1809	207	20	cc	cc	NOUN
easat-1809	207	21	by	by	ADP
easat-1809	207	22	)	)	PUNCT
easat-1809	207	23	license	license	NOUN
easat-1809	207	24	(	(	PUNCT
easat-1809	207	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1809	207	26	)	)	PUNCT
easat-1809	207	27	.	.	PUNCT
easat-1809	208	1	references	reference	NOUN
easat-1809	208	2	[	[	X
easat-1809	208	3	1	1	NUM
easat-1809	208	4	]	]	PUNCT
easat-1809	208	5	shafique	shafique	NOUN
easat-1809	208	6	,	,	PUNCT
easat-1809	208	7	u.	u.	PROPN
easat-1809	208	8	,	,	PUNCT
easat-1809	208	9	&	&	CCONJ
easat-1809	208	10	zahur	zahur	PROPN
easat-1809	208	11	,	,	PUNCT
easat-1809	208	12	s.	s.	PROPN
easat-1809	208	13	b.	b.	PROPN
easat-1809	208	14	(	(	PUNCT
easat-1809	208	15	2020	2020	NUM
easat-1809	208	16	)	)	PUNCT
easat-1809	208	17	.	.	PUNCT
easat-1809	209	1	towards	towards	ADP
easat-1809	209	2	protection	protection	NOUN
easat-1809	209	3	against	against	ADP
easat-1809	209	4	a	a	DET
easat-1809	209	5	usb	usb	NOUN
easat-1809	209	6	device	device	NOUN
easat-1809	209	7	whose	whose	DET
easat-1809	209	8	firmware	firmware	NOUN
easat-1809	209	9	has	have	AUX
easat-1809	209	10	been	be	AUX
easat-1809	209	11	compromised	compromise	VERB
easat-1809	209	12	or	or	CCONJ
easat-1809	209	13	turned	turn	VERB
easat-1809	209	14	as	as	ADP
easat-1809	209	15	'	'	PUNCT
easat-1809	209	16	badusb	badusb	NOUN
easat-1809	209	17	.	.	PUNCT
easat-1809	209	18	'	'	PUNCT
easat-1809	210	1	in	in	ADP
easat-1809	210	2	advances	advance	NOUN
easat-1809	210	3	in	in	ADP
easat-1809	210	4	information	information	NOUN
easat-1809	210	5	and	and	CCONJ
easat-1809	210	6	communication	communication	NOUN
easat-1809	210	7	:	:	PUNCT
easat-1809	210	8	proceedings	proceeding	NOUN
easat-1809	210	9	of	of	ADP
easat-1809	210	10	the	the	DET
easat-1809	210	11	2019	2019	NUM
easat-1809	210	12	future	future	NOUN
easat-1809	210	13	of	of	ADP
easat-1809	210	14	information	information	NOUN
easat-1809	210	15	and	and	CCONJ
easat-1809	210	16	communication	communication	NOUN
easat-1809	210	17	conference	conference	NOUN
easat-1809	210	18	(	(	PUNCT
easat-1809	210	19	ficc	ficc	NOUN
easat-1809	210	20	)	)	PUNCT
easat-1809	210	21	,	,	PUNCT
easat-1809	210	22	volume	volume	NOUN
easat-1809	210	23	2	2	NUM
easat-1809	210	24	(	(	PUNCT
easat-1809	210	25	pp	pp	ADJ
easat-1809	210	26	.	.	PUNCT
easat-1809	211	1	975	975	NUM
easat-1809	211	2	-	-	SYM
easat-1809	211	3	987	987	NUM
easat-1809	211	4	)	)	PUNCT
easat-1809	211	5	.	.	PUNCT
easat-1809	212	1	springer	springer	NOUN
easat-1809	212	2	international	international	ADJ
easat-1809	212	3	publishing	publishing	NOUN
easat-1809	212	4	.	.	PUNCT
easat-1809	213	1	[	[	X
easat-1809	213	2	2	2	NUM
easat-1809	213	3	]	]	X
easat-1809	213	4	feng	feng	X
easat-1809	213	5	,	,	PUNCT
easat-1809	213	6	x.	x.	PROPN
easat-1809	213	7	,	,	PUNCT
easat-1809	213	8	zhu	zhu	PROPN
easat-1809	213	9	,	,	PUNCT
easat-1809	213	10	x.	x.	PROPN
easat-1809	213	11	,	,	PUNCT
easat-1809	213	12	han	han	PROPN
easat-1809	213	13	,	,	PUNCT
easat-1809	213	14	q.	q.	PROPN
easat-1809	213	15	l.	l.	PROPN
easat-1809	213	16	,	,	PUNCT
easat-1809	213	17	zhou	zhou	PROPN
easat-1809	213	18	,	,	PUNCT
easat-1809	213	19	w.	w.	PROPN
easat-1809	213	20	,	,	PUNCT
easat-1809	213	21	wen	wen	PROPN
easat-1809	213	22	,	,	PUNCT
easat-1809	213	23	s.	s.	PROPN
easat-1809	213	24	,	,	PUNCT
easat-1809	213	25	&	&	CCONJ
easat-1809	213	26	xiang	xiang	PROPN
easat-1809	213	27	,	,	PUNCT
easat-1809	213	28	y.	y.	PROPN
easat-1809	213	29	(	(	PUNCT
easat-1809	213	30	2022	2022	NUM
easat-1809	213	31	)	)	PUNCT
easat-1809	213	32	.	.	PUNCT
easat-1809	214	1	detecting	detect	VERB
easat-1809	214	2	vulnerability	vulnerability	NOUN
easat-1809	214	3	on	on	ADP
easat-1809	214	4	iot	iot	ADJ
easat-1809	214	5	device	device	NOUN
easat-1809	214	6	firmware	firmware	NOUN
easat-1809	214	7	:	:	PUNCT
easat-1809	214	8	a	a	DET
easat-1809	214	9	survey	survey	NOUN
easat-1809	214	10	.	.	PUNCT
easat-1809	215	1	ieee	ieee	NOUN
easat-1809	215	2	/	/	SYM
easat-1809	215	3	caa	caa	PROPN
easat-1809	215	4	journal	journal	PROPN
easat-1809	215	5	of	of	ADP
easat-1809	215	6	automatica	automatica	PROPN
easat-1809	215	7	sinica	sinica	PROPN
easat-1809	215	8	,	,	PUNCT
easat-1809	215	9	10(1	10(1	NUM
easat-1809	215	10	)	)	PUNCT
easat-1809	215	11	,	,	PUNCT
easat-1809	215	12	25	25	NUM
easat-1809	215	13	-	-	SYM
easat-1809	215	14	41	41	NUM
easat-1809	215	15	.	.	PUNCT
easat-1809	216	1	[	[	X
easat-1809	216	2	3	3	X
easat-1809	216	3	]	]	X
easat-1809	216	4	west	west	PROPN
easat-1809	216	5	,	,	PUNCT
easat-1809	216	6	r.	r.	PROPN
easat-1809	216	7	,	,	PUNCT
easat-1809	216	8	golchin	golchin	PROPN
easat-1809	216	9	,	,	PUNCT
easat-1809	216	10	a.	a.	NOUN
easat-1809	216	11	,	,	PUNCT
easat-1809	216	12	&	&	CCONJ
easat-1809	216	13	navarro	navarro	PROPN
easat-1809	216	14	,	,	PUNCT
easat-1809	216	15	a.	a.	NOUN
easat-1809	216	16	(	(	PUNCT
easat-1809	216	17	2023	2023	NUM
easat-1809	216	18	)	)	PUNCT
easat-1809	216	19	.	.	PUNCT
easat-1809	217	1	real	real	ADJ
easat-1809	217	2	-	-	PUNCT
easat-1809	217	3	time	time	NOUN
easat-1809	217	4	usb	usb	NOUN
easat-1809	217	5	networking	networking	NOUN
easat-1809	217	6	and	and	CCONJ
easat-1809	217	7	device	device	NOUN
easat-1809	218	1	i	i	PRON
easat-1809	218	2	/	/	SYM
easat-1809	218	3	o.	o.	PROPN
easat-1809	218	4	acm	acm	PROPN
easat-1809	218	5	transactions	transaction	NOUN
easat-1809	218	6	on	on	ADP
easat-1809	218	7	embedded	embed	VERB
easat-1809	218	8	computing	computing	NOUN
easat-1809	218	9	systems	system	NOUN
easat-1809	218	10	,	,	PUNCT
easat-1809	218	11	22(4	22(4	NUM
easat-1809	218	12	)	)	PUNCT
easat-1809	218	13	,	,	PUNCT
easat-1809	218	14	1	1	NUM
easat-1809	218	15	-	-	SYM
easat-1809	218	16	38	38	NUM
easat-1809	218	17	.	.	PUNCT
easat-1809	219	1	[	[	X
easat-1809	219	2	4	4	NUM
easat-1809	219	3	]	]	X
easat-1809	219	4	erdin	erdin	PROPN
easat-1809	219	5	,	,	PUNCT
easat-1809	219	6	e.	e.	PROPN
easat-1809	219	7	,	,	PUNCT
easat-1809	219	8	aksu	aksu	PROPN
easat-1809	219	9	,	,	PUNCT
easat-1809	219	10	h.	h.	PROPN
easat-1809	219	11	,	,	PUNCT
easat-1809	219	12	uluagac	uluagac	PROPN
easat-1809	219	13	,	,	PUNCT
easat-1809	219	14	s.	s.	PROPN
easat-1809	219	15	,	,	PUNCT
easat-1809	219	16	vai	vai	PROPN
easat-1809	219	17	,	,	PUNCT
easat-1809	219	18	m.	m.	NOUN
easat-1809	219	19	,	,	PUNCT
easat-1809	219	20	&	&	CCONJ
easat-1809	219	21	akkaya	akkaya	PROPN
easat-1809	219	22	,	,	PUNCT
easat-1809	219	23	k.	k.	PROPN
easat-1809	219	24	(	(	PUNCT
easat-1809	219	25	2018	2018	NUM
easat-1809	219	26	,	,	PUNCT
easat-1809	219	27	october	october	PROPN
easat-1809	219	28	)	)	PUNCT
easat-1809	219	29	.	.	PUNCT
easat-1809	220	1	os	os	PROPN
easat-1809	220	2	independent	independent	ADJ
easat-1809	220	3	and	and	CCONJ
easat-1809	220	4	hardware	hardware	NOUN
easat-1809	220	5	-	-	PUNCT
easat-1809	220	6	assisted	assist	VERB
easat-1809	220	7	insider	insider	NOUN
easat-1809	220	8	threat	threat	NOUN
easat-1809	220	9	detection	detection	NOUN
easat-1809	220	10	and	and	CCONJ
easat-1809	220	11	prevention	prevention	NOUN
easat-1809	220	12	framework	framework	NOUN
easat-1809	220	13	.	.	PUNCT
easat-1809	221	1	in	in	ADP
easat-1809	221	2	milcom	milcom	PROPN
easat-1809	221	3	2018	2018	NUM
easat-1809	221	4	-	-	SYM
easat-1809	221	5	2018	2018	NUM
easat-1809	221	6	ieee	ieee	NOUN
easat-1809	221	7	military	military	NOUN
easat-1809	221	8	communications	communication	NOUN
easat-1809	221	9	conference	conference	NOUN
easat-1809	221	10	(	(	PUNCT
easat-1809	221	11	milcom	milcom	PROPN
easat-1809	221	12	)	)	PUNCT
easat-1809	221	13	(	(	PUNCT
easat-1809	221	14	pp	pp	ADJ
easat-1809	221	15	.	.	PUNCT
easat-1809	221	16	926	926	NUM
easat-1809	221	17	-	-	SYM
easat-1809	221	18	932	932	NUM
easat-1809	221	19	)	)	PUNCT
easat-1809	221	20	.	.	PUNCT
easat-1809	222	1	ieee	ieee	PROPN
easat-1809	222	2	.	.	PUNCT
easat-1809	223	1	[	[	X
easat-1809	223	2	5	5	NUM
easat-1809	223	3	]	]	X
easat-1809	223	4	benadjila	benadjila	PROPN
easat-1809	223	5	,	,	PUNCT
easat-1809	223	6	r.	r.	PROPN
easat-1809	223	7	,	,	PUNCT
easat-1809	223	8	renard	renard	PROPN
easat-1809	223	9	,	,	PUNCT
easat-1809	223	10	m.	m.	NOUN
easat-1809	223	11	,	,	PUNCT
easat-1809	223	12	trebuchet	trebuchet	NOUN
easat-1809	223	13	,	,	PUNCT
easat-1809	223	14	p.	p.	NOUN
easat-1809	223	15	,	,	PUNCT
easat-1809	223	16	thierry	thierry	NOUN
easat-1809	223	17	,	,	PUNCT
easat-1809	223	18	p.	p.	NOUN
easat-1809	223	19	,	,	PUNCT
easat-1809	223	20	michelizza	michelizza	NOUN
easat-1809	223	21	,	,	PUNCT
easat-1809	223	22	a.	a.	NOUN
easat-1809	223	23	,	,	PUNCT
easat-1809	223	24	&	&	CCONJ
easat-1809	223	25	lefaure	lefaure	PROPN
easat-1809	223	26	,	,	PUNCT
easat-1809	223	27	j.	j.	PROPN
easat-1809	223	28	(	(	PUNCT
easat-1809	223	29	2018	2018	NUM
easat-1809	223	30	)	)	PUNCT
easat-1809	223	31	.	.	PUNCT
easat-1809	224	1	wookey	wookey	PROPN
easat-1809	224	2	:	:	PUNCT
easat-1809	225	1	usb	usb	NOUN
easat-1809	225	2	devices	device	NOUN
easat-1809	225	3	strike	strike	VERB
easat-1809	225	4	back	back	ADV
easat-1809	225	5	.	.	PUNCT
easat-1809	226	1	proceedings	proceeding	NOUN
easat-1809	226	2	of	of	ADP
easat-1809	226	3	sstic	sstic	NOUN
easat-1809	226	4	.	.	PUNCT
easat-1809	227	1	[	[	X
easat-1809	227	2	6	6	NUM
easat-1809	227	3	]	]	X
easat-1809	227	4	datta	datta	NOUN
easat-1809	227	5	,	,	PUNCT
easat-1809	227	6	p.	p.	NOUN
easat-1809	227	7	m.	m.	NOUN
easat-1809	227	8	,	,	PUNCT
easat-1809	227	9	&	&	CCONJ
easat-1809	227	10	acton	acton	PROPN
easat-1809	227	11	,	,	PUNCT
easat-1809	227	12	t.	t.	PROPN
easat-1809	227	13	(	(	PUNCT
easat-1809	227	14	2023	2023	NUM
easat-1809	227	15	)	)	PUNCT
easat-1809	227	16	.	.	PUNCT
easat-1809	228	1	did	do	AUX
easat-1809	228	2	a	a	DET
easat-1809	228	3	usb	usb	NOUN
easat-1809	228	4	drive	drive	NOUN
easat-1809	228	5	disrupt	disrupt	VERB
easat-1809	228	6	a	a	DET
easat-1809	228	7	nuclear	nuclear	ADJ
easat-1809	228	8	program	program	NOUN
easat-1809	228	9	?	?	PUNCT
easat-1809	229	1	a	a	DET
easat-1809	229	2	defense	defense	NOUN
easat-1809	229	3	in	in	ADP
easat-1809	229	4	depth	depth	NOUN
easat-1809	229	5	(	(	PUNCT
easat-1809	229	6	did	do	AUX
easat-1809	229	7	)	)	PUNCT
easat-1809	229	8	teaching	teaching	NOUN
easat-1809	229	9	case	case	NOUN
easat-1809	229	10	.	.	PUNCT
easat-1809	230	1	journal	journal	NOUN
easat-1809	230	2	of	of	ADP
easat-1809	230	3	information	information	NOUN
easat-1809	230	4	technology	technology	NOUN
easat-1809	230	5	teaching	teaching	NOUN
easat-1809	230	6	cases	case	NOUN
easat-1809	230	7	,	,	PUNCT
easat-1809	230	8	20438869231200284	20438869231200284	NUM
easat-1809	230	9	.	.	PUNCT
easat-1809	231	1	[	[	X
easat-1809	231	2	7	7	NUM
easat-1809	231	3	]	]	X
easat-1809	231	4	nissim	nissim	NOUN
easat-1809	231	5	,	,	PUNCT
easat-1809	231	6	n.	n.	PROPN
easat-1809	231	7	,	,	PUNCT
easat-1809	231	8	yahalom	yahalom	PROPN
easat-1809	231	9	,	,	PUNCT
easat-1809	231	10	r.	r.	PROPN
easat-1809	231	11	,	,	PUNCT
easat-1809	231	12	&	&	CCONJ
easat-1809	231	13	elovici	elovici	PROPN
easat-1809	231	14	,	,	PUNCT
easat-1809	231	15	y.	y.	PROPN
easat-1809	231	16	(	(	PUNCT
easat-1809	231	17	2017	2017	NUM
easat-1809	231	18	)	)	PUNCT
easat-1809	231	19	.	.	PUNCT
easat-1809	232	1	usb	usb	NOUN
easat-1809	232	2	-	-	PUNCT
easat-1809	232	3	based	base	VERB
easat-1809	232	4	attacks	attack	NOUN
easat-1809	232	5	.	.	PUNCT
easat-1809	233	1	computers	computer	NOUN
easat-1809	233	2	&	&	CCONJ
easat-1809	233	3	security	security	NOUN
easat-1809	233	4	,	,	PUNCT
easat-1809	233	5	70	70	NUM
easat-1809	233	6	,	,	PUNCT
easat-1809	233	7	675	675	NUM
easat-1809	233	8	-	-	SYM
easat-1809	233	9	688	688	NUM
easat-1809	233	10	.	.	PUNCT
easat-1809	234	1	[	[	X
easat-1809	234	2	8	8	NUM
easat-1809	234	3	]	]	X
easat-1809	234	4	griscioli	griscioli	PROPN
easat-1809	234	5	,	,	PUNCT
easat-1809	234	6	f.	f.	PROPN
easat-1809	234	7	,	,	PUNCT
easat-1809	234	8	pizzonia	pizzonia	NOUN
easat-1809	234	9	,	,	PUNCT
easat-1809	234	10	m.	m.	NOUN
easat-1809	234	11	,	,	PUNCT
easat-1809	234	12	&	&	CCONJ
easat-1809	234	13	sacchetti	sacchetti	PROPN
easat-1809	234	14	,	,	PUNCT
easat-1809	234	15	m.	m.	NOUN
easat-1809	234	16	(	(	PUNCT
easat-1809	234	17	2016	2016	NUM
easat-1809	234	18	,	,	PUNCT
easat-1809	234	19	december	december	PROPN
easat-1809	234	20	)	)	PUNCT
easat-1809	234	21	.	.	PUNCT
easat-1809	235	1	usbcheckin	usbcheckin	NOUN
easat-1809	235	2	:	:	PUNCT
easat-1809	235	3	preventing	prevent	VERB
easat-1809	235	4	badusb	badusb	NOUN
easat-1809	235	5	attacks	attack	NOUN
easat-1809	235	6	by	by	ADP
easat-1809	235	7	forcing	force	VERB
easat-1809	235	8	human	human	ADJ
easat-1809	235	9	-	-	PUNCT
easat-1809	235	10	device	device	NOUN
easat-1809	235	11	interaction	interaction	NOUN
easat-1809	235	12	.	.	PUNCT
easat-1809	236	1	in	in	ADP
easat-1809	236	2	2016	2016	NUM
easat-1809	236	3	14th	14th	ADJ
easat-1809	236	4	annual	annual	ADJ
easat-1809	236	5	conference	conference	NOUN
easat-1809	236	6	on	on	ADP
easat-1809	236	7	privacy	privacy	NOUN
easat-1809	236	8	,	,	PUNCT
easat-1809	236	9	security	security	NOUN
easat-1809	236	10	and	and	CCONJ
easat-1809	236	11	trust	trust	NOUN
easat-1809	236	12	(	(	PUNCT
easat-1809	236	13	pst	pst	NOUN
easat-1809	236	14	)	)	PUNCT
easat-1809	236	15	(	(	PUNCT
easat-1809	236	16	pp	pp	ADJ
easat-1809	236	17	.	.	PUNCT
easat-1809	237	1	493	493	NUM
easat-1809	237	2	-	-	NUM
easat-1809	237	3	496	496	NUM
easat-1809	237	4	)	)	PUNCT
easat-1809	237	5	.	.	PUNCT
easat-1809	238	1	ieee	ieee	PROPN
easat-1809	238	2	.	.	PUNCT
easat-1809	239	1	[	[	X
easat-1809	239	2	9	9	NUM
easat-1809	239	3	]	]	SYM
easat-1809	239	4	lu	lu	PROPN
easat-1809	239	5	,	,	PUNCT
easat-1809	239	6	h.	h.	PROPN
easat-1809	239	7	,	,	PUNCT
easat-1809	239	8	wu	wu	PROPN
easat-1809	239	9	,	,	PUNCT
easat-1809	239	10	y.	y.	PROPN
easat-1809	239	11	,	,	PUNCT
easat-1809	239	12	li	li	PROPN
easat-1809	239	13	,	,	PUNCT
easat-1809	239	14	s.	s.	PROPN
easat-1809	239	15	,	,	PUNCT
easat-1809	239	16	lin	lin	PROPN
easat-1809	239	17	,	,	PUNCT
easat-1809	239	18	y.	y.	PROPN
easat-1809	239	19	,	,	PUNCT
easat-1809	239	20	zhang	zhang	PROPN
easat-1809	239	21	,	,	PUNCT
easat-1809	239	22	c.	c.	PROPN
easat-1809	239	23	,	,	PUNCT
easat-1809	239	24	&	&	CCONJ
easat-1809	239	25	zhang	zhang	PROPN
easat-1809	239	26	,	,	PUNCT
easat-1809	239	27	f.	f.	PROPN
easat-1809	239	28	(	(	PUNCT
easat-1809	239	29	2021	2021	NUM
easat-1809	239	30	,	,	PUNCT
easat-1809	239	31	may	may	AUX
easat-1809	239	32	)	)	PUNCT
easat-1809	239	33	.	.	PUNCT
easat-1809	239	34	badusb	badusb	PROPN
easat-1809	239	35	-	-	PUNCT
easat-1809	239	36	c	c	NOUN
easat-1809	239	37	:	:	PUNCT
easat-1809	239	38	revisiting	revisit	VERB
easat-1809	239	39	badusb	badusb	NOUN
easat-1809	239	40	with	with	ADP
easat-1809	239	41	type	type	NOUN
easat-1809	239	42	-	-	PUNCT
easat-1809	239	43	c.	c.	NOUN
easat-1809	239	44	in	in	ADP
easat-1809	239	45	2021	2021	NUM
easat-1809	239	46	ieee	ieee	NOUN
easat-1809	239	47	security	security	NOUN
easat-1809	239	48	and	and	CCONJ
easat-1809	239	49	privacy	privacy	NOUN
easat-1809	239	50	workshops	workshop	NOUN
easat-1809	239	51	(	(	PUNCT
easat-1809	239	52	spw	spw	PROPN
easat-1809	239	53	)	)	PUNCT
easat-1809	239	54	(	(	PUNCT
easat-1809	239	55	pp	pp	ADJ
easat-1809	239	56	.	.	PUNCT
easat-1809	240	1	327	327	NUM
easat-1809	240	2	-	-	NUM
easat-1809	240	3	338	338	NUM
easat-1809	240	4	)	)	PUNCT
easat-1809	240	5	.	.	PUNCT
easat-1809	241	1	ieee	ieee	PROPN
easat-1809	241	2	.	.	PUNCT
easat-1809	242	1	[	[	X
easat-1809	242	2	10	10	NUM
easat-1809	242	3	]	]	X
easat-1809	242	4	sumitra	sumitra	ADJ
easat-1809	242	5	,	,	PUNCT
easat-1809	242	6	s.	s.	PROPN
easat-1809	242	7	(	(	PUNCT
easat-1809	242	8	2022	2022	NUM
easat-1809	242	9	)	)	PUNCT
easat-1809	242	10	.	.	PUNCT
easat-1809	243	1	an	an	DET
easat-1809	243	2	analysis	analysis	NOUN
easat-1809	243	3	of	of	ADP
easat-1809	243	4	cybersecurity	cybersecurity	NOUN
easat-1809	243	5	for	for	ADP
easat-1809	243	6	business	business	NOUN
easat-1809	243	7	enterprises	enterprise	NOUN
easat-1809	243	8	.	.	PUNCT
easat-1809	244	1	[	[	X
easat-1809	244	2	11	11	NUM
easat-1809	244	3	]	]	X
easat-1809	244	4	hernandez	hernandez	PROPN
easat-1809	244	5	,	,	PUNCT
easat-1809	244	6	g.	g.	PROPN
easat-1809	244	7	,	,	PUNCT
easat-1809	244	8	fowze	fowze	PROPN
easat-1809	244	9	,	,	PUNCT
easat-1809	244	10	f.	f.	PROPN
easat-1809	244	11	,	,	PUNCT
easat-1809	244	12	tian	tian	PROPN
easat-1809	244	13	,	,	PUNCT
easat-1809	244	14	d.	d.	PROPN
easat-1809	244	15	,	,	PUNCT
easat-1809	244	16	yavuz	yavuz	PROPN
easat-1809	244	17	,	,	PUNCT
easat-1809	244	18	t.	t.	PROPN
easat-1809	244	19	,	,	PUNCT
easat-1809	244	20	&	&	CCONJ
easat-1809	244	21	butler	butler	PROPN
easat-1809	244	22	,	,	PUNCT
easat-1809	244	23	k.	k.	PROPN
easat-1809	244	24	r.	r.	PROPN
easat-1809	244	25	(	(	PUNCT
easat-1809	244	26	2017	2017	NUM
easat-1809	244	27	,	,	PUNCT
easat-1809	244	28	october	october	PROPN
easat-1809	244	29	)	)	PUNCT
easat-1809	244	30	.	.	PUNCT
easat-1809	245	1	firmusb	firmusb	NOUN
easat-1809	245	2	:	:	PUNCT
easat-1809	245	3	vetting	vet	VERB
easat-1809	245	4	usb	usb	NOUN
easat-1809	245	5	device	device	NOUN
easat-1809	245	6	firmware	firmware	NOUN
easat-1809	245	7	using	use	VERB
easat-1809	245	8	domain	domain	NOUN
easat-1809	245	9	-	-	PUNCT
easat-1809	245	10	informed	inform	VERB
easat-1809	245	11	symbolic	symbolic	ADJ
easat-1809	245	12	execution	execution	NOUN
easat-1809	245	13	.	.	PUNCT
easat-1809	246	1	in	in	ADP
easat-1809	246	2	proceedings	proceeding	NOUN
easat-1809	246	3	of	of	ADP
easat-1809	246	4	the	the	DET
easat-1809	246	5	2017	2017	NUM
easat-1809	246	6	acm	acm	PROPN
easat-1809	246	7	sigsac	sigsac	NOUN
easat-1809	246	8	conference	conference	NOUN
easat-1809	246	9	on	on	ADP
easat-1809	246	10	computer	computer	NOUN
easat-1809	246	11	and	and	CCONJ
easat-1809	246	12	communications	communication	NOUN
easat-1809	246	13	security	security	NOUN
easat-1809	246	14	(	(	PUNCT
easat-1809	246	15	pp	pp	ADJ
easat-1809	246	16	.	.	PUNCT
easat-1809	247	1	2245	2245	NUM
easat-1809	247	2	-	-	SYM
easat-1809	247	3	2262	2262	NUM
easat-1809	247	4	)	)	PUNCT
easat-1809	247	5	.	.	PUNCT
easat-1809	248	1	[	[	X
easat-1809	248	2	12	12	NUM
easat-1809	248	3	]	]	PUNCT
easat-1809	248	4	yaacoub	yaacoub	PROPN
easat-1809	248	5	,	,	PUNCT
easat-1809	248	6	j.	j.	PROPN
easat-1809	248	7	p.	p.	PROPN
easat-1809	248	8	a.	a.	PROPN
easat-1809	248	9	,	,	PUNCT
easat-1809	248	10	noura	noura	NOUN
easat-1809	248	11	,	,	PUNCT
easat-1809	248	12	h.	h.	PROPN
easat-1809	248	13	n.	n.	PROPN
easat-1809	248	14	,	,	PUNCT
easat-1809	248	15	salman	salman	PROPN
easat-1809	248	16	,	,	PUNCT
easat-1809	248	17	o.	o.	PROPN
easat-1809	248	18	,	,	PUNCT
easat-1809	248	19	&	&	CCONJ
easat-1809	248	20	chehab	chehab	PROPN
easat-1809	248	21	,	,	PUNCT
easat-1809	248	22	a.	a.	NOUN
easat-1809	248	23	(	(	PUNCT
easat-1809	248	24	2021	2021	NUM
easat-1809	248	25	)	)	PUNCT
easat-1809	248	26	.	.	PUNCT
easat-1809	249	1	digital	digital	ADJ
easat-1809	249	2	forensics	forensic	NOUN
easat-1809	249	3	vs.	vs.	ADP
easat-1809	249	4	anti	anti	ADJ
easat-1809	249	5	-	-	ADJ
easat-1809	249	6	digital	digital	ADJ
easat-1809	249	7	forensics	forensic	NOUN
easat-1809	249	8	:	:	PUNCT
easat-1809	249	9	techniques	technique	NOUN
easat-1809	249	10	,	,	PUNCT
easat-1809	249	11	limitations	limitation	NOUN
easat-1809	249	12	and	and	CCONJ
easat-1809	249	13	recommendations	recommendation	NOUN
easat-1809	249	14	.	.	PUNCT
easat-1809	250	1	arxiv	arxiv	PROPN
easat-1809	250	2	preprint	preprint	NOUN
easat-1809	250	3	arxiv:2103.17028	arxiv:2103.17028	NOUN
easat-1809	250	4	.	.	PUNCT
easat-1809	251	1	[	[	X
easat-1809	251	2	13	13	NUM
easat-1809	251	3	]	]	SYM
easat-1809	251	4	mueller	mueller	PROPN
easat-1809	251	5	,	,	PUNCT
easat-1809	251	6	t.	t.	PROPN
easat-1809	251	7	,	,	PUNCT
easat-1809	251	8	zimmer	zimmer	PROPN
easat-1809	251	9	,	,	PUNCT
easat-1809	251	10	e.	e.	PROPN
easat-1809	251	11	,	,	PUNCT
easat-1809	251	12	&	&	CCONJ
easat-1809	251	13	de	de	X
easat-1809	251	14	nittis	nittis	PROPN
easat-1809	251	15	,	,	PUNCT
easat-1809	251	16	l.	l.	PROPN
easat-1809	251	17	(	(	PUNCT
easat-1809	251	18	2019	2019	NUM
easat-1809	251	19	,	,	PUNCT
easat-1809	251	20	august	august	PROPN
easat-1809	251	21	)	)	PUNCT
easat-1809	251	22	.	.	PUNCT
easat-1809	252	1	using	use	VERB
easat-1809	252	2	context	context	NOUN
easat-1809	252	3	and	and	CCONJ
easat-1809	252	4	provenance	provenance	NOUN
easat-1809	252	5	to	to	PART
easat-1809	252	6	defend	defend	VERB
easat-1809	252	7	against	against	ADP
easat-1809	252	8	usb	usb	NOUN
easat-1809	252	9	-	-	PUNCT
easat-1809	252	10	borne	bear	VERB
easat-1809	252	11	attacks	attack	NOUN
easat-1809	252	12	.	.	PUNCT
easat-1809	253	1	in	in	ADP
easat-1809	253	2	proceedings	proceeding	NOUN
easat-1809	253	3	of	of	ADP
easat-1809	253	4	the	the	DET
easat-1809	253	5	14th	14th	ADJ
easat-1809	253	6	international	international	ADJ
easat-1809	253	7	conference	conference	NOUN
easat-1809	253	8	on	on	ADP
easat-1809	253	9	availability	availability	NOUN
easat-1809	253	10	,	,	PUNCT
easat-1809	253	11	reliability	reliability	NOUN
easat-1809	253	12	and	and	CCONJ
easat-1809	253	13	security	security	NOUN
easat-1809	253	14	(	(	PUNCT
easat-1809	253	15	pp	pp	ADJ
easat-1809	253	16	.	.	PUNCT
easat-1809	254	1	1	1	NUM
easat-1809	254	2	-	-	SYM
easat-1809	254	3	9	9	NUM
easat-1809	254	4	)	)	PUNCT
easat-1809	254	5	.	.	PUNCT
easat-1809	255	1	[	[	X
easat-1809	255	2	14	14	NUM
easat-1809	255	3	]	]	X
easat-1809	255	4	villalba	villalba	PROPN
easat-1809	255	5	,	,	PUNCT
easat-1809	255	6	l.	l.	PROPN
easat-1809	255	7	j.	j.	PROPN
easat-1809	255	8	g.	g.	PROPN
easat-1809	255	9	,	,	PUNCT
easat-1809	255	10	orozco	orozco	PROPN
easat-1809	255	11	,	,	PUNCT
easat-1809	255	12	a.	a.	PROPN
easat-1809	255	13	l.	l.	PROPN
easat-1809	255	14	s.	s.	PROPN
easat-1809	255	15	,	,	PUNCT
easat-1809	255	16	vivar	vivar	NOUN
easat-1809	255	17	,	,	PUNCT
easat-1809	255	18	a.	a.	PROPN
easat-1809	255	19	l.	l.	PROPN
easat-1809	255	20	,	,	PUNCT
easat-1809	255	21	vega	vega	PROPN
easat-1809	255	22	,	,	PUNCT
easat-1809	255	23	e.	e.	PROPN
easat-1809	255	24	a.	a.	PROPN
easat-1809	255	25	a.	a.	PROPN
easat-1809	255	26	,	,	PUNCT
easat-1809	255	27	&	&	CCONJ
easat-1809	255	28	kim	kim	PROPN
easat-1809	255	29	,	,	PUNCT
easat-1809	255	30	t.	t.	PROPN
easat-1809	255	31	h.	h.	PROPN
easat-1809	255	32	(	(	PUNCT
easat-1809	255	33	2018	2018	NUM
easat-1809	255	34	)	)	PUNCT
easat-1809	255	35	.	.	PUNCT
easat-1809	256	1	ransomware	ransomware	VERB
easat-1809	256	2	automatic	automatic	ADJ
easat-1809	256	3	data	data	NOUN
easat-1809	256	4	acquisition	acquisition	NOUN
easat-1809	256	5	tool	tool	NOUN
easat-1809	256	6	.	.	PUNCT
easat-1809	257	1	ieee	ieee	NOUN
easat-1809	257	2	access	access	NOUN
easat-1809	257	3	,	,	PUNCT
easat-1809	257	4	6	6	NUM
easat-1809	257	5	,	,	PUNCT
easat-1809	257	6	55043	55043	NUM
easat-1809	257	7	-	-	SYM
easat-1809	257	8	55052	55052	NUM
easat-1809	257	9	.	.	PUNCT
easat-1809	258	1	[	[	X
easat-1809	258	2	15	15	NUM
easat-1809	258	3	]	]	X
easat-1809	258	4	dobiasch	dobiasch	PROPN
easat-1809	258	5	,	,	PUNCT
easat-1809	258	6	n.	n.	NOUN
easat-1809	258	7	(	(	PUNCT
easat-1809	258	8	2019	2019	NUM
easat-1809	258	9	)	)	PUNCT
easat-1809	258	10	.	.	PUNCT
easat-1809	259	1	identification	identification	NOUN
easat-1809	259	2	and	and	CCONJ
easat-1809	259	3	analysis	analysis	NOUN
easat-1809	259	4	of	of	ADP
easat-1809	259	5	forensic	forensic	ADJ
easat-1809	259	6	artifacts	artifact	NOUN
easat-1809	259	7	of	of	ADP
easat-1809	259	8	file	file	NOUN
easat-1809	259	9	-	-	PUNCT
easat-1809	259	10	less	less	ADJ
easat-1809	259	11	malware	malware	NOUN
easat-1809	259	12	abusing	abuse	VERB
easat-1809	259	13	power	power	NOUN
easat-1809	259	14	shell	shell	NOUN
easat-1809	259	15	.	.	PUNCT
easat-1809	260	1	[	[	X
easat-1809	260	2	16	16	NUM
easat-1809	260	3	]	]	X
easat-1809	260	4	casino	casino	NOUN
easat-1809	260	5	,	,	PUNCT
easat-1809	260	6	f.	f.	PROPN
easat-1809	260	7	,	,	PUNCT
easat-1809	260	8	dasaklis	dasaklis	PROPN
easat-1809	260	9	,	,	PUNCT
easat-1809	260	10	t.	t.	PROPN
easat-1809	260	11	k.	k.	PROPN
easat-1809	260	12	,	,	PUNCT
easat-1809	260	13	spathoulas	spathoulas	PROPN
easat-1809	260	14	,	,	PUNCT
easat-1809	260	15	g.	g.	PROPN
easat-1809	260	16	p.	p.	PROPN
easat-1809	260	17	,	,	PUNCT
easat-1809	260	18	anagnostopoulos	anagnostopoulo	NOUN
easat-1809	260	19	,	,	PUNCT
easat-1809	260	20	m.	m.	NOUN
easat-1809	260	21	,	,	PUNCT
easat-1809	260	22	ghosal	ghosal	NOUN
easat-1809	260	23	,	,	PUNCT
easat-1809	260	24	a.	a.	NOUN
easat-1809	260	25	,	,	PUNCT
easat-1809	260	26	borocz	borocz	PROPN
easat-1809	260	27	,	,	PUNCT
easat-1809	260	28	i.	i.	PROPN
easat-1809	260	29	,	,	PUNCT
easat-1809	260	30	...	...	PUNCT
easat-1809	260	31	&	&	CCONJ
easat-1809	260	32	patsakis	patsakis	PROPN
easat-1809	260	33	,	,	PUNCT
easat-1809	260	34	c.	c.	PROPN
easat-1809	260	35	(	(	PUNCT
easat-1809	260	36	2022	2022	NUM
easat-1809	260	37	)	)	PUNCT
easat-1809	260	38	.	.	PUNCT
easat-1809	261	1	research	research	NOUN
easat-1809	261	2	trends	trend	NOUN
easat-1809	261	3	,	,	PUNCT
easat-1809	261	4	challenges	challenge	NOUN
easat-1809	261	5	,	,	PUNCT
easat-1809	261	6	and	and	CCONJ
easat-1809	261	7	emerging	emerge	VERB
easat-1809	261	8	topics	topic	NOUN
easat-1809	261	9	in	in	ADP
easat-1809	261	10	digital	digital	ADJ
easat-1809	261	11	forensics	forensic	NOUN
easat-1809	261	12	:	:	PUNCT
easat-1809	261	13	a	a	DET
easat-1809	261	14	review	review	NOUN
easat-1809	261	15	of	of	ADP
easat-1809	261	16	reviews	review	NOUN
easat-1809	261	17	.	.	PUNCT
easat-1809	262	1	ieee	ieee	NOUN
easat-1809	262	2	access	access	NOUN
easat-1809	262	3	,	,	PUNCT
easat-1809	262	4	10	10	NUM
easat-1809	262	5	,	,	PUNCT
easat-1809	262	6	2546425493	2546425493	NUM
easat-1809	262	7	.	.	PUNCT
easat-1809	263	1	[	[	X
easat-1809	263	2	17	17	NUM
easat-1809	263	3	]	]	PUNCT
easat-1809	263	4	blanchet	blanchet	PROPN
easat-1809	263	5	,	,	PUNCT
easat-1809	263	6	s.	s.	PROPN
easat-1809	263	7	(	(	PUNCT
easat-1809	263	8	2018	2018	NUM
easat-1809	263	9	)	)	PUNCT
easat-1809	263	10	.	.	PUNCT
easat-1809	264	1	badusb	badusb	PROPN
easat-1809	264	2	is	be	AUX
easat-1809	264	3	the	the	DET
easat-1809	264	4	threat	threat	NOUN
easat-1809	264	5	hidden	hide	VERB
easat-1809	264	6	in	in	ADP
easat-1809	264	7	ordinary	ordinary	ADJ
easat-1809	264	8	objects	object	NOUN
easat-1809	264	9	.	.	PUNCT
easat-1809	265	1	technical	technical	ADJ
easat-1809	265	2	report	report	PROPN
easat-1809	265	3	,	,	PUNCT
easat-1809	265	4	bertin	bertin	PROPN
easat-1809	265	5	technologies	technology	NOUN
easat-1809	265	6	.	.	PUNCT
easat-1809	266	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1809	266	2	1100	1100	NUM
easat-1809	266	3	edelweiss	edelweiss	PROPN
easat-1809	266	4	applied	apply	VERB
easat-1809	266	5	science	science	NOUN
easat-1809	266	6	and	and	CCONJ
easat-1809	266	7	technology	technology	NOUN
easat-1809	266	8	issn	issn	PROPN
easat-1809	266	9	:	:	PUNCT
easat-1809	266	10	2576	2576	NUM
easat-1809	266	11	-	-	SYM
easat-1809	266	12	8484	8484	NUM
easat-1809	266	13	vol	vol	NOUN
easat-1809	266	14	.	.	PROPN
easat-1809	266	15	8	8	NUM
easat-1809	266	16	,	,	PUNCT
easat-1809	266	17	no	no	INTJ
easat-1809	266	18	.	.	NOUN
easat-1809	266	19	5	5	NUM
easat-1809	266	20	:	:	SYM
easat-1809	266	21	1090	1090	NUM
easat-1809	266	22	-	-	SYM
easat-1809	266	23	1100	1100	NUM
easat-1809	266	24	,	,	PUNCT
easat-1809	266	25	2024	2024	NUM
easat-1809	266	26	doi	doi	NOUN
easat-1809	266	27	:	:	PUNCT
easat-1809	266	28	10.55214/25768484.v8i5.1809	10.55214/25768484.v8i5.1809	NUM
easat-1809	266	29	©	©	NOUN
easat-1809	266	30	2024	2024	NUM
easat-1809	266	31	by	by	ADP
easat-1809	266	32	the	the	DET
easat-1809	266	33	author	author	NOUN
easat-1809	266	34	;	;	PUNCT
easat-1809	266	35	licensee	licensee	PROPN
easat-1809	266	36	learning	learning	NOUN
easat-1809	266	37	gate	gate	NOUN
easat-1809	267	1	[	[	X
easat-1809	267	2	18	18	NUM
easat-1809	267	3	]	]	PUNCT
easat-1809	267	4	ray	ray	NOUN
easat-1809	267	5	,	,	PUNCT
easat-1809	267	6	a.	a.	NOUN
easat-1809	267	7	(	(	PUNCT
easat-1809	267	8	2017	2017	NUM
easat-1809	267	9	)	)	PUNCT
easat-1809	267	10	.	.	PUNCT
easat-1809	268	1	on	on	ADP
easat-1809	268	2	pre	pre	ADJ
easat-1809	268	3	-	-	ADJ
easat-1809	268	4	deployment	deployment	ADJ
easat-1809	268	5	assessment	assessment	NOUN
easat-1809	268	6	and	and	CCONJ
easat-1809	268	7	security	security	NOUN
easat-1809	268	8	bootstrapping	bootstrappe	VERB
easat-1809	268	9	of	of	ADP
easat-1809	268	10	industrial	industrial	ADJ
easat-1809	268	11	communication	communication	NOUN
easat-1809	268	12	networks	network	NOUN
easat-1809	268	13	(	(	PUNCT
easat-1809	268	14	doctoral	doctoral	ADJ
easat-1809	268	15	dissertation	dissertation	NOUN
easat-1809	268	16	,	,	PUNCT
easat-1809	268	17	mälardalens	mälardalens	PROPN
easat-1809	268	18	högskola	högskola	PROPN
easat-1809	268	19	)	)	PUNCT
easat-1809	268	20	.	.	PUNCT
easat-1809	269	1	[	[	X
easat-1809	269	2	19	19	NUM
easat-1809	269	3	]	]	PUNCT
easat-1809	269	4	dobiasch	dobiasch	PROPN
easat-1809	269	5	,	,	PUNCT
easat-1809	269	6	n.	n.	NOUN
easat-1809	269	7	(	(	PUNCT
easat-1809	269	8	2019	2019	NUM
easat-1809	269	9	)	)	PUNCT
easat-1809	269	10	.	.	PUNCT
easat-1809	270	1	identification	identification	NOUN
easat-1809	270	2	and	and	CCONJ
easat-1809	270	3	analysis	analysis	NOUN
easat-1809	270	4	of	of	ADP
easat-1809	270	5	forensic	forensic	ADJ
easat-1809	270	6	artifacts	artifact	NOUN
easat-1809	270	7	of	of	ADP
easat-1809	270	8	file	file	NOUN
easat-1809	270	9	-	-	PUNCT
easat-1809	270	10	less	less	ADJ
easat-1809	270	11	malware	malware	NOUN
easat-1809	270	12	abusing	abuse	VERB
easat-1809	270	13	power	power	NOUN
easat-1809	270	14	shell	shell	NOUN
easat-1809	270	15	.	.	PUNCT
easat-1809	271	1	[	[	X
easat-1809	271	2	20	20	NUM
easat-1809	271	3	]	]	X
easat-1809	271	4	tian	tian	PROPN
easat-1809	271	5	,	,	PUNCT
easat-1809	271	6	d.	d.	PROPN
easat-1809	271	7	j.	j.	PROPN
easat-1809	271	8	,	,	PUNCT
easat-1809	271	9	bates	bates	PROPN
easat-1809	271	10	,	,	PUNCT
easat-1809	271	11	a.	a.	PROPN
easat-1809	271	12	,	,	PUNCT
easat-1809	271	13	&	&	CCONJ
easat-1809	271	14	butler	butler	PROPN
easat-1809	271	15	,	,	PUNCT
easat-1809	271	16	k.	k.	PROPN
easat-1809	271	17	(	(	PUNCT
easat-1809	271	18	2015	2015	NUM
easat-1809	271	19	,	,	PUNCT
easat-1809	271	20	december	december	PROPN
easat-1809	271	21	)	)	PUNCT
easat-1809	271	22	.	.	PUNCT
easat-1809	272	1	defending	defend	VERB
easat-1809	272	2	against	against	ADP
easat-1809	272	3	malicious	malicious	ADJ
easat-1809	272	4	usb	usb	NOUN
easat-1809	272	5	firmware	firmware	NOUN
easat-1809	272	6	with	with	ADP
easat-1809	272	7	goodusb	goodusb	PROPN
easat-1809	272	8	.	.	PUNCT
easat-1809	273	1	in	in	ADP
easat-1809	273	2	proceedings	proceeding	NOUN
easat-1809	273	3	of	of	ADP
easat-1809	273	4	the	the	DET
easat-1809	273	5	31st	31st	ADJ
easat-1809	273	6	annual	annual	ADJ
easat-1809	273	7	computer	computer	NOUN
easat-1809	273	8	security	security	NOUN
easat-1809	273	9	applications	application	NOUN
easat-1809	273	10	conference	conference	NOUN
easat-1809	273	11	(	(	PUNCT
easat-1809	273	12	pp	pp	ADJ
easat-1809	273	13	.	.	PUNCT
easat-1809	273	14	261	261	NUM
easat-1809	273	15	-	-	SYM
easat-1809	273	16	270	270	NUM
easat-1809	273	17	)	)	PUNCT
easat-1809	273	18	.	.	PUNCT
easat-1809	274	1	[	[	X
easat-1809	274	2	21	21	NUM
easat-1809	274	3	]	]	X
easat-1809	274	4	bajahzar	bajahzar	PROPN
easat-1809	274	5	,	,	PUNCT
easat-1809	274	6	m.	m.	NOUN
easat-1809	274	7	,	,	PUNCT
easat-1809	274	8	&	&	CCONJ
easat-1809	274	9	mishra	mishra	PROPN
easat-1809	274	10	,	,	PUNCT
easat-1809	274	11	s.	s.	PROPN
easat-1809	274	12	(	(	PUNCT
easat-1809	274	13	2023	2023	NUM
easat-1809	274	14	)	)	PUNCT
easat-1809	274	15	.	.	PUNCT
easat-1809	275	1	cloud	cloud	ADJ
easat-1809	275	2	forensic	forensic	ADJ
easat-1809	275	3	artifacts	artifact	NOUN
easat-1809	275	4	:	:	PUNCT
easat-1809	275	5	digital	digital	ADJ
easat-1809	275	6	forensics	forensic	NOUN
easat-1809	275	7	registry	registry	NOUN
easat-1809	275	8	artifacts	artifact	NOUN
easat-1809	275	9	discovered	discover	VERB
easat-1809	275	10	from	from	ADP
easat-1809	275	11	cloud	cloud	ADJ
easat-1809	275	12	storage	storage	NOUN
easat-1809	275	13	application	application	NOUN
easat-1809	275	14	.	.	PUNCT
easat-1809	276	1	international	international	ADJ
easat-1809	276	2	journal	journal	NOUN
easat-1809	276	3	of	of	ADP
easat-1809	276	4	computing	computing	NOUN
easat-1809	276	5	and	and	CCONJ
easat-1809	276	6	digital	digital	ADJ
easat-1809	276	7	systems	system	NOUN
easat-1809	276	8	,	,	PUNCT
easat-1809	276	9	14(1	14(1	NUM
easat-1809	276	10	)	)	PUNCT
easat-1809	276	11	,	,	PUNCT
easat-1809	276	12	1	1	NUM
easat-1809	276	13	-	-	SYM
easat-1809	276	14	xx	xx	NUM
easat-1809	276	15	.	.	PUNCT
easat-1809	277	1	[	[	X
easat-1809	277	2	22	22	NUM
easat-1809	277	3	]	]	X
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easat-1809	277	5	,	,	PUNCT
easat-1809	277	6	m.	m.	NOUN
easat-1809	277	7	(	(	PUNCT
easat-1809	277	8	2023	2023	NUM
easat-1809	277	9	)	)	PUNCT
easat-1809	277	10	.	.	PUNCT
easat-1809	278	1	exploring	explore	VERB
easat-1809	278	2	the	the	DET
easat-1809	278	3	landscape	landscape	NOUN
easat-1809	278	4	of	of	ADP
easat-1809	278	5	operating	operate	VERB
easat-1809	278	6	system	system	NOUN
easat-1809	278	7	forensics	forensic	NOUN
easat-1809	278	8	:	:	PUNCT
easat-1809	278	9	an	an	DET
easat-1809	278	10	in	in	ADP
easat-1809	278	11	-	-	PUNCT
easat-1809	278	12	depth	depth	NOUN
easat-1809	278	13	evaluation	evaluation	NOUN
easat-1809	278	14	.	.	PUNCT
easat-1809	279	1	international	international	ADJ
easat-1809	279	2	journal	journal	PROPN
easat-1809	279	3	of	of	ADP
easat-1809	279	4	creative	creative	ADJ
easat-1809	279	5	research	research	NOUN
easat-1809	279	6	in	in	ADP
easat-1809	279	7	computer	computer	NOUN
easat-1809	279	8	technology	technology	NOUN
easat-1809	279	9	and	and	CCONJ
easat-1809	279	10	design	design	NOUN
easat-1809	279	11	,	,	PUNCT
easat-1809	279	12	5(5	5(5	NUM
easat-1809	279	13	)	)	PUNCT
easat-1809	279	14	.	.	PUNCT
easat-1809	280	1	[	[	X
easat-1809	280	2	23	23	NUM
easat-1809	280	3	]	]	PUNCT
easat-1809	280	4	öğütçü	öğütçü	NOUN
easat-1809	280	5	,	,	PUNCT
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easat-1809	280	7	,	,	PUNCT
easat-1809	280	8	testik	testik	PROPN
easat-1809	280	9	,	,	PUNCT
easat-1809	280	10	ö.	ö.	NOUN
easat-1809	280	11	m.	m.	NOUN
easat-1809	280	12	,	,	PUNCT
easat-1809	280	13	&	&	CCONJ
easat-1809	280	14	chouseinoglou	chouseinoglou	PROPN
easat-1809	280	15	,	,	PUNCT
easat-1809	280	16	o.	o.	PROPN
easat-1809	280	17	(	(	PUNCT
easat-1809	280	18	2016	2016	NUM
easat-1809	280	19	)	)	PUNCT
easat-1809	280	20	.	.	PUNCT
easat-1809	281	1	analysis	analysis	NOUN
easat-1809	281	2	of	of	ADP
easat-1809	281	3	personal	personal	ADJ
easat-1809	281	4	information	information	NOUN
easat-1809	281	5	security	security	NOUN
easat-1809	281	6	behavior	behavior	NOUN
easat-1809	281	7	and	and	CCONJ
easat-1809	281	8	awareness	awareness	NOUN
easat-1809	281	9	.	.	PUNCT
easat-1809	282	1	computers	computer	NOUN
easat-1809	282	2	&	&	CCONJ
easat-1809	282	3	security	security	NOUN
easat-1809	282	4	,	,	PUNCT
easat-1809	282	5	56	56	NUM
easat-1809	282	6	,	,	PUNCT
easat-1809	282	7	83	83	NUM
easat-1809	282	8	-	-	SYM
easat-1809	282	9	93	93	NUM
easat-1809	282	10	.	.	PUNCT
easat-1809	283	1	[	[	X
easat-1809	283	2	24	24	NUM
easat-1809	283	3	]	]	SYM
easat-1809	283	4	mittal	mittal	PROPN
easat-1809	283	5	,	,	PUNCT
easat-1809	283	6	a.	a.	PROPN
easat-1809	283	7	,	,	PUNCT
easat-1809	283	8	&	&	CCONJ
easat-1809	283	9	garg	garg	PROPN
easat-1809	283	10	,	,	PUNCT
easat-1809	283	11	u.	u.	PROPN
easat-1809	283	12	(	(	PUNCT
easat-1809	283	13	2022	2022	NUM
easat-1809	283	14	,	,	PUNCT
easat-1809	283	15	october	october	PROPN
easat-1809	283	16	)	)	PUNCT
easat-1809	283	17	.	.	PUNCT
easat-1809	284	1	a	a	DET
easat-1809	284	2	review	review	NOUN
easat-1809	284	3	for	for	ADP
easat-1809	284	4	insider	insider	NOUN
easat-1809	284	5	threats	threat	NOUN
easat-1809	284	6	detection	detection	NOUN
easat-1809	284	7	using	use	VERB
easat-1809	284	8	machine	machine	NOUN
easat-1809	284	9	learning	learning	NOUN
easat-1809	284	10	.	.	PUNCT
easat-1809	285	1	in	in	ADP
easat-1809	285	2	aip	aip	PROPN
easat-1809	285	3	conference	conference	NOUN
easat-1809	285	4	proceedings	proceeding	NOUN
easat-1809	285	5	(	(	PUNCT
easat-1809	285	6	vol	vol	NOUN
easat-1809	285	7	.	.	NOUN
easat-1809	285	8	2555	2555	NUM
easat-1809	285	9	,	,	PUNCT
easat-1809	285	10	no	no	INTJ
easat-1809	285	11	.	.	NOUN
easat-1809	285	12	1	1	NUM
easat-1809	285	13	)	)	PUNCT
easat-1809	285	14	.	.	PUNCT
easat-1809	286	1	aip	aip	PROPN
easat-1809	286	2	publishing	publishing	PROPN
easat-1809	286	3	.	.	PUNCT
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easat-1809	287	2	25	25	NUM
easat-1809	287	3	]	]	SYM
easat-1809	287	4	chakraborty	chakraborty	PROPN
easat-1809	287	5	,	,	PUNCT
easat-1809	287	6	s.	s.	PROPN
easat-1809	287	7	,	,	PUNCT
easat-1809	287	8	krishna	krishna	PROPN
easat-1809	287	9	,	,	PUNCT
easat-1809	287	10	r.	r.	PROPN
easat-1809	287	11	,	,	PUNCT
easat-1809	287	12	ding	ding	NOUN
easat-1809	287	13	,	,	PUNCT
easat-1809	287	14	y.	y.	PROPN
easat-1809	287	15	,	,	PUNCT
easat-1809	287	16	&	&	CCONJ
easat-1809	287	17	ray	ray	PROPN
easat-1809	287	18	,	,	PUNCT
easat-1809	287	19	b.	b.	PROPN
easat-1809	287	20	(	(	PUNCT
easat-1809	287	21	2021	2021	NUM
easat-1809	287	22	)	)	PUNCT
easat-1809	287	23	.	.	PUNCT
easat-1809	288	1	deep	deep	ADJ
easat-1809	288	2	learning	learning	NOUN
easat-1809	288	3	-	-	PUNCT
easat-1809	288	4	based	base	VERB
easat-1809	288	5	vulnerability	vulnerability	NOUN
easat-1809	288	6	detection	detection	NOUN
easat-1809	288	7	:	:	PUNCT
easat-1809	288	8	are	be	AUX
easat-1809	288	9	we	we	PRON
easat-1809	288	10	there	there	ADV
easat-1809	288	11	yet	yet	ADV
easat-1809	288	12	?	?	PUNCT
easat-1809	289	1	ieee	ieee	NOUN
easat-1809	289	2	transactions	transaction	NOUN
easat-1809	289	3	on	on	ADP
easat-1809	289	4	software	software	NOUN
easat-1809	289	5	engineering	engineering	NOUN
easat-1809	289	6	,	,	PUNCT
easat-1809	289	7	48(9	48(9	NOUN
easat-1809	289	8	)	)	PUNCT
easat-1809	289	9	,	,	PUNCT
easat-1809	289	10	3280	3280	NUM
easat-1809	289	11	-	-	SYM
easat-1809	289	12	3296	3296	NUM
easat-1809	289	13	.	.	PUNCT
easat-1809	290	1	[	[	X
easat-1809	290	2	26	26	NUM
easat-1809	290	3	]	]	X
easat-1809	290	4	vouteva	vouteva	PROPN
easat-1809	290	5	,	,	PUNCT
easat-1809	290	6	s.	s.	PROPN
easat-1809	290	7	,	,	PUNCT
easat-1809	290	8	verbij	verbij	PROPN
easat-1809	290	9	,	,	PUNCT
easat-1809	290	10	r.	r.	PROPN
easat-1809	290	11	,	,	PUNCT
easat-1809	290	12	&	&	CCONJ
easat-1809	290	13	roos	roos	PROPN
easat-1809	290	14	,	,	PUNCT
easat-1809	290	15	j.	j.	PROPN
easat-1809	290	16	(	(	PUNCT
easat-1809	290	17	2015	2015	NUM
easat-1809	290	18	)	)	PUNCT
easat-1809	290	19	.	.	PUNCT
easat-1809	291	1	feasibility	feasibility	NOUN
easat-1809	291	2	and	and	CCONJ
easat-1809	291	3	deployment	deployment	NOUN
easat-1809	291	4	of	of	ADP
easat-1809	291	5	bad	bad	ADJ
easat-1809	291	6	usb	usb	NOUN
easat-1809	291	7	.	.	PUNCT
easat-1809	292	1	university	university	NOUN
easat-1809	292	2	of	of	ADP
easat-1809	292	3	amsterdam	amsterdam	PROPN
easat-1809	292	4	,	,	PUNCT
easat-1809	292	5	system	system	NOUN
easat-1809	292	6	and	and	CCONJ
easat-1809	292	7	network	network	NOUN
easat-1809	292	8	engineering	engineering	NOUN
easat-1809	292	9	master	master	NOUN
easat-1809	292	10	research	research	NOUN
easat-1809	292	11	project	project	NOUN
easat-1809	292	12	.	.	PUNCT
easat-1809	293	1	[	[	X
easat-1809	293	2	27	27	NUM
easat-1809	293	3	]	]	X
easat-1809	293	4	wang	wang	PROPN
easat-1809	293	5	,	,	PUNCT
easat-1809	293	6	z.	z.	PROPN
easat-1809	293	7	,	,	PUNCT
easat-1809	293	8	fok	fok	PROPN
easat-1809	293	9	,	,	PUNCT
easat-1809	293	10	k.	k.	PROPN
easat-1809	293	11	w.	w.	PROPN
easat-1809	293	12	,	,	PUNCT
easat-1809	293	13	&	&	CCONJ
easat-1809	293	14	thing	thing	NOUN
easat-1809	293	15	,	,	PUNCT
easat-1809	293	16	v.	v.	ADP
easat-1809	293	17	l.	l.	PROPN
easat-1809	293	18	(	(	PUNCT
easat-1809	293	19	2022	2022	NUM
easat-1809	293	20	)	)	PUNCT
easat-1809	293	21	.	.	PUNCT
easat-1809	294	1	machine	machine	NOUN
easat-1809	294	2	learning	learn	VERB
easat-1809	294	3	for	for	ADP
easat-1809	294	4	encrypted	encrypt	VERB
easat-1809	294	5	malicious	malicious	ADJ
easat-1809	294	6	traffic	traffic	NOUN
easat-1809	294	7	detection	detection	NOUN
easat-1809	294	8	:	:	PUNCT
easat-1809	294	9	approaches	approach	NOUN
easat-1809	294	10	,	,	PUNCT
easat-1809	294	11	datasets	dataset	NOUN
easat-1809	294	12	,	,	PUNCT
easat-1809	294	13	and	and	CCONJ
easat-1809	294	14	comparative	comparative	ADJ
easat-1809	294	15	study	study	NOUN
easat-1809	294	16	.	.	PUNCT
easat-1809	295	1	computers	computer	NOUN
easat-1809	295	2	&	&	CCONJ
easat-1809	295	3	security	security	NOUN
easat-1809	295	4	,	,	PUNCT
easat-1809	295	5	113	113	NUM
easat-1809	295	6	,	,	PUNCT
easat-1809	295	7	102542	102542	NUM
easat-1809	295	8	.	.	PUNCT
easat-1809	296	1	[	[	X
easat-1809	296	2	28	28	NUM
easat-1809	296	3	]	]	X
easat-1809	296	4	shafique	shafique	NOUN
easat-1809	296	5	,	,	PUNCT
easat-1809	296	6	u.	u.	PROPN
easat-1809	296	7	,	,	PUNCT
easat-1809	296	8	&	&	CCONJ
easat-1809	296	9	zahur	zahur	PROPN
easat-1809	296	10	,	,	PUNCT
easat-1809	296	11	s.	s.	PROPN
easat-1809	296	12	b.	b.	PROPN
easat-1809	296	13	(	(	PUNCT
easat-1809	296	14	2020	2020	NUM
easat-1809	296	15	)	)	PUNCT
easat-1809	296	16	.	.	PUNCT
easat-1809	297	1	towards	towards	ADP
easat-1809	297	2	protection	protection	NOUN
easat-1809	297	3	against	against	ADP
easat-1809	297	4	a	a	DET
easat-1809	297	5	usb	usb	NOUN
easat-1809	297	6	device	device	NOUN
easat-1809	297	7	whose	whose	DET
easat-1809	297	8	firmware	firmware	NOUN
easat-1809	297	9	has	have	AUX
easat-1809	297	10	been	be	AUX
easat-1809	297	11	compromised	compromise	VERB
easat-1809	297	12	or	or	CCONJ
easat-1809	297	13	turned	turn	VERB
easat-1809	297	14	as	as	ADP
easat-1809	297	15	'	'	PUNCT
easat-1809	297	16	badusb	badusb	NOUN
easat-1809	297	17	.	.	PUNCT
easat-1809	297	18	'	'	PUNCT
easat-1809	298	1	in	in	ADP
easat-1809	298	2	advances	advance	NOUN
easat-1809	298	3	in	in	ADP
easat-1809	298	4	information	information	NOUN
easat-1809	298	5	and	and	CCONJ
easat-1809	298	6	communication	communication	NOUN
easat-1809	298	7	:	:	PUNCT
easat-1809	298	8	proceedings	proceeding	NOUN
easat-1809	298	9	of	of	ADP
easat-1809	298	10	the	the	DET
easat-1809	298	11	2019	2019	NUM
easat-1809	298	12	future	future	NOUN
easat-1809	298	13	of	of	ADP
easat-1809	298	14	information	information	NOUN
easat-1809	298	15	and	and	CCONJ
easat-1809	298	16	communication	communication	NOUN
easat-1809	298	17	conference	conference	NOUN
easat-1809	298	18	(	(	PUNCT
easat-1809	298	19	ficc	ficc	NOUN
easat-1809	298	20	)	)	PUNCT
easat-1809	298	21	,	,	PUNCT
easat-1809	298	22	volume	volume	NOUN
easat-1809	298	23	2	2	NUM
easat-1809	298	24	(	(	PUNCT
easat-1809	298	25	pp	pp	ADJ
easat-1809	298	26	.	.	PUNCT
easat-1809	299	1	975	975	NUM
easat-1809	299	2	-	-	SYM
easat-1809	299	3	987	987	NUM
easat-1809	299	4	)	)	PUNCT
easat-1809	299	5	.	.	PUNCT
easat-1809	300	1	springer	springer	NOUN
easat-1809	300	2	international	international	ADJ
easat-1809	300	3	publishing	publishing	NOUN
easat-1809	300	4	.	.	PUNCT
easat-1809	301	1	[	[	X
easat-1809	301	2	29	29	NUM
easat-1809	301	3	]	]	PUNCT
easat-1809	301	4	neuner	neuner	NOUN
easat-1809	301	5	,	,	PUNCT
easat-1809	301	6	s.	s.	PROPN
easat-1809	301	7	(	(	PUNCT
easat-1809	301	8	2017	2017	NUM
easat-1809	301	9	)	)	PUNCT
easat-1809	301	10	.	.	PUNCT
easat-1809	302	1	bad	bad	ADJ
easat-1809	302	2	things	thing	NOUN
easat-1809	302	3	happen	happen	VERB
easat-1809	302	4	through	through	ADP
easat-1809	302	5	usb	usb	NOUN
easat-1809	302	6	(	(	PUNCT
easat-1809	302	7	doctoral	doctoral	ADJ
easat-1809	302	8	dissertation	dissertation	NOUN
easat-1809	302	9	,	,	PUNCT
easat-1809	302	10	wien	wien	PROPN
easat-1809	302	11	)	)	PUNCT
easat-1809	302	12	.	.	PUNCT
easat-1809	303	1	[	[	X
easat-1809	303	2	30	30	NUM
easat-1809	303	3	]	]	X
easat-1809	303	4	rabbani	rabbani	PROPN
easat-1809	303	5	,	,	PUNCT
easat-1809	303	6	m.	m.	NOUN
easat-1809	303	7	,	,	PUNCT
easat-1809	303	8	wang	wang	PROPN
easat-1809	303	9	,	,	PUNCT
easat-1809	303	10	y.	y.	PROPN
easat-1809	303	11	,	,	PUNCT
easat-1809	303	12	khoshkangini	khoshkangini	PROPN
easat-1809	303	13	,	,	PUNCT
easat-1809	303	14	r.	r.	PROPN
easat-1809	303	15	,	,	PUNCT
easat-1809	303	16	jelodar	jelodar	PROPN
easat-1809	303	17	,	,	PUNCT
easat-1809	303	18	h.	h.	PROPN
easat-1809	303	19	,	,	PUNCT
easat-1809	303	20	zhao	zhao	PROPN
easat-1809	303	21	,	,	PUNCT
easat-1809	303	22	r.	r.	PROPN
easat-1809	303	23	,	,	PUNCT
easat-1809	303	24	bagheri	bagheri	PROPN
easat-1809	303	25	baba	baba	PROPN
easat-1809	303	26	ahmadi	ahmadi	PROPN
easat-1809	303	27	,	,	PUNCT
easat-1809	303	28	s.	s.	PROPN
easat-1809	303	29	,	,	PUNCT
easat-1809	303	30	&	&	CCONJ
easat-1809	303	31	ayobi	ayobi	PROPN
easat-1809	303	32	,	,	PUNCT
easat-1809	303	33	s.	s.	PROPN
easat-1809	303	34	(	(	PUNCT
easat-1809	303	35	2021	2021	NUM
easat-1809	303	36	)	)	PUNCT
easat-1809	303	37	.	.	PUNCT
easat-1809	304	1	a	a	DET
easat-1809	304	2	review	review	NOUN
easat-1809	304	3	on	on	ADP
easat-1809	304	4	machine	machine	NOUN
easat-1809	304	5	learning	learn	VERB
easat-1809	304	6	approaches	approach	NOUN
easat-1809	304	7	for	for	ADP
easat-1809	304	8	network	network	NOUN
easat-1809	304	9	malicious	malicious	ADJ
easat-1809	304	10	behavior	behavior	NOUN
easat-1809	304	11	detection	detection	NOUN
easat-1809	304	12	in	in	ADP
easat-1809	304	13	emerging	emerge	VERB
easat-1809	304	14	technologies	technology	NOUN
easat-1809	304	15	.	.	PUNCT
easat-1809	305	1	entropy	entropy	PROPN
easat-1809	305	2	,	,	PUNCT
easat-1809	305	3	23(5	23(5	NUM
easat-1809	305	4	)	)	PUNCT
easat-1809	305	5	,	,	PUNCT
easat-1809	305	6	529	529	NUM
easat-1809	305	7	.	.	PUNCT
easat-1809	306	1	[	[	X
easat-1809	306	2	31	31	NUM
easat-1809	306	3	]	]	PUNCT
easat-1809	306	4	vanjire	vanjire	NOUN
easat-1809	306	5	,	,	PUNCT
easat-1809	306	6	s.	s.	PROPN
easat-1809	306	7	,	,	PUNCT
easat-1809	306	8	&	&	CCONJ
easat-1809	306	9	lakshmi	lakshmi	PROPN
easat-1809	306	10	,	,	PUNCT
easat-1809	306	11	m.	m.	NOUN
easat-1809	306	12	(	(	PUNCT
easat-1809	306	13	2021	2021	NUM
easat-1809	306	14	,	,	PUNCT
easat-1809	306	15	september	september	PROPN
easat-1809	306	16	)	)	PUNCT
easat-1809	306	17	.	.	PUNCT
easat-1809	307	1	behavior	behavior	NOUN
easat-1809	307	2	-	-	PUNCT
easat-1809	307	3	based	base	VERB
easat-1809	307	4	malware	malware	NOUN
easat-1809	307	5	detection	detection	NOUN
easat-1809	307	6	system	system	NOUN
easat-1809	307	7	approach	approach	NOUN
easat-1809	307	8	for	for	ADP
easat-1809	307	9	mobile	mobile	ADJ
easat-1809	307	10	security	security	NOUN
easat-1809	307	11	using	use	VERB
easat-1809	307	12	machine	machine	NOUN
easat-1809	307	13	learning	learning	NOUN
easat-1809	307	14	.	.	PUNCT
easat-1809	308	1	in	in	ADP
easat-1809	308	2	2021	2021	NUM
easat-1809	308	3	international	international	ADJ
easat-1809	308	4	conference	conference	NOUN
easat-1809	308	5	on	on	ADP
easat-1809	308	6	artificial	artificial	ADJ
easat-1809	308	7	intelligence	intelligence	NOUN
easat-1809	308	8	and	and	CCONJ
easat-1809	308	9	machine	machine	NOUN
easat-1809	308	10	vision	vision	NOUN
easat-1809	308	11	(	(	PUNCT
easat-1809	308	12	aimv	aimv	NOUN
easat-1809	308	13	)	)	PUNCT
easat-1809	308	14	(	(	PUNCT
easat-1809	308	15	pp	pp	X
easat-1809	308	16	.	.	PUNCT
easat-1809	309	1	1	1	NUM
easat-1809	309	2	-	-	SYM
easat-1809	309	3	4	4	NUM
easat-1809	309	4	)	)	PUNCT
easat-1809	309	5	.	.	PUNCT
easat-1809	310	1	ieee	ieee	PROPN
easat-1809	310	2	.	.	PUNCT