id	sid	tid	token	lemma	pos
ajird-63	1	1	american	american	PROPN
ajird-63	1	2	journal	journal	PROPN
ajird-63	1	3	of	of	ADP
ajird-63	1	4	interdisciplinary	interdisciplinary	ADJ
ajird-63	1	5	research	research	NOUN
ajird-63	1	6	and	and	CCONJ
ajird-63	1	7	development	development	NOUN
ajird-63	1	8	issn	issn	PROPN
ajird-63	1	9	online	online	NOUN
ajird-63	1	10	:	:	PUNCT
ajird-63	1	11	2771	2771	NUM
ajird-63	1	12	-	-	SYM
ajird-63	1	13	8948	8948	NUM
ajird-63	1	14	website	website	NOUN
ajird-63	1	15	:	:	PUNCT
ajird-63	1	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	1	17	volume	volume	NOUN
ajird-63	1	18	02	02	NUM
ajird-63	1	19	,	,	PUNCT
ajird-63	1	20	march	march	NOUN
ajird-63	1	21	,	,	PUNCT
ajird-63	1	22	2022	2022	NUM
ajird-63	1	23	95	95	NUM
ajird-63	2	1	|	|	ADV
ajird-63	2	2	p	p	NOUN
ajird-63	2	3	a	a	DET
ajird-63	2	4	g	g	NOUN
ajird-63	2	5	e	e	NOUN
ajird-63	2	6	malware	malware	NOUN
ajird-63	2	7	analysis	analysis	NOUN
ajird-63	2	8	network	network	NOUN
ajird-63	2	9	in	in	ADP
ajird-63	2	10	uzbekistan	uzbekistan	PROPN
ajird-63	2	11	(	(	PUNCT
ajird-63	2	12	mit	mit	PROPN
ajird-63	2	13	)	)	PUNCT
ajird-63	2	14	husanboy	husanboy	NOUN
ajird-63	2	15	shoraimov	shoraimov	VERB
ajird-63	2	16	uktamboyevich	uktamboyevich	PROPN
ajird-63	2	17	(	(	PUNCT
ajird-63	2	18	tashkent	tashkent	PROPN
ajird-63	2	19	university	university	PROPN
ajird-63	2	20	of	of	ADP
ajird-63	2	21	information	information	NOUN
ajird-63	2	22	technologies	technology	NOUN
ajird-63	2	23	named	name	VERB
ajird-63	2	24	after	after	ADP
ajird-63	2	25	muhammad	muhammad	PROPN
ajird-63	2	26	alkhwarizmi	alkhwarizmi	PROPN
ajird-63	2	27	,	,	PUNCT
ajird-63	2	28	assiatant	assiatant	ADJ
ajird-63	2	29	teacher	teacher	NOUN
ajird-63	2	30	of	of	ADP
ajird-63	2	31	the	the	DET
ajird-63	2	32	department	department	NOUN
ajird-63	2	33	“	"	PUNCT
ajird-63	2	34	systematic	systematic	ADJ
ajird-63	2	35	and	and	CCONJ
ajird-63	2	36	practical	practical	ADJ
ajird-63	2	37	programming	programming	NOUN
ajird-63	2	38	”	"	PUNCT
ajird-63	2	39	,	,	PUNCT
ajird-63	2	40	khusan@shoraimov.uz	khusan@shoraimov.uz	PROPN
ajird-63	2	41	,	,	PUNCT
ajird-63	2	42	+998901244448	+998901244448	NUM
ajird-63	2	43	)	)	PUNCT
ajird-63	2	44	abstract	abstract	ADJ
ajird-63	2	45	malware	malware	NOUN
ajird-63	2	46	is	be	AUX
ajird-63	2	47	one	one	NUM
ajird-63	2	48	of	of	ADP
ajird-63	2	49	the	the	DET
ajird-63	2	50	problems	problem	NOUN
ajird-63	2	51	really	really	ADV
ajird-63	2	52	existing	exist	VERB
ajird-63	2	53	in	in	ADP
ajird-63	2	54	the	the	DET
ajird-63	2	55	modern	modern	ADJ
ajird-63	2	56	post	post	ADJ
ajird-63	2	57	-	-	ADJ
ajird-63	2	58	industrial	industrial	ADJ
ajird-63	2	59	society	society	NOUN
ajird-63	2	60	.	.	PUNCT
ajird-63	3	1	hackers	hacker	NOUN
ajird-63	3	2	continuously	continuously	ADV
ajird-63	3	3	develop	develop	VERB
ajird-63	3	4	novel	novel	ADJ
ajird-63	3	5	techniques	technique	NOUN
ajird-63	3	6	to	to	PART
ajird-63	3	7	intrude	intrude	VERB
ajird-63	3	8	into	into	ADP
ajird-63	3	9	computer	computer	NOUN
ajird-63	3	10	systems	system	NOUN
ajird-63	3	11	for	for	ADP
ajird-63	3	12	various	various	ADJ
ajird-63	3	13	reasons	reason	NOUN
ajird-63	3	14	,	,	PUNCT
ajird-63	3	15	so	so	ADV
ajird-63	3	16	many	many	ADJ
ajird-63	3	17	security	security	NOUN
ajird-63	3	18	researchers	researcher	NOUN
ajird-63	3	19	should	should	AUX
ajird-63	3	20	analyze	analyze	VERB
ajird-63	3	21	and	and	CCONJ
ajird-63	3	22	track	track	VERB
ajird-63	3	23	new	new	ADJ
ajird-63	3	24	malicious	malicious	ADJ
ajird-63	3	25	program	program	NOUN
ajird-63	3	26	to	to	PART
ajird-63	3	27	protect	protect	VERB
ajird-63	3	28	sensitive	sensitive	ADJ
ajird-63	3	29	information	information	NOUN
ajird-63	3	30	for	for	ADP
ajird-63	3	31	the	the	DET
ajird-63	3	32	computer	computer	NOUN
ajird-63	3	33	system	system	NOUN
ajird-63	3	34	.	.	PUNCT
ajird-63	4	1	in	in	ADP
ajird-63	4	2	this	this	DET
ajird-63	4	3	paper	paper	NOUN
ajird-63	4	4	,	,	PUNCT
ajird-63	4	5	we	we	PRON
ajird-63	4	6	integrate	integrate	VERB
ajird-63	4	7	the	the	DET
ajird-63	4	8	interval	interval	NOUN
ajird-63	4	9	type-2	type-2	NUM
ajird-63	4	10	fuzzy	fuzzy	ADJ
ajird-63	4	11	logic	logic	NOUN
ajird-63	4	12	system	system	NOUN
ajird-63	4	13	(	(	PUNCT
ajird-63	4	14	it2fls	it2fls	PROPN
ajird-63	4	15	)	)	PUNCT
ajird-63	4	16	with	with	ADP
ajird-63	4	17	malware	malware	NOUN
ajird-63	4	18	behavioral	behavioral	ADJ
ajird-63	4	19	analysis	analysis	NOUN
ajird-63	4	20	:	:	PUNCT
ajird-63	4	21	malware	malware	NOUN
ajird-63	4	22	analysis	analysis	NOUN
ajird-63	4	23	network	network	NOUN
ajird-63	4	24	in	in	ADP
ajird-63	4	25	uzbekistan	uzbekistan	PROPN
ajird-63	4	26	(	(	PUNCT
ajird-63	4	27	man	man	NOUN
ajird-63	4	28	in	in	ADP
ajird-63	4	29	uzbekistan	uzbekistan	PROPN
ajird-63	4	30	,	,	PUNCT
ajird-63	4	31	mit	mit	PROPN
ajird-63	4	32	)	)	PUNCT
ajird-63	4	33	.	.	PUNCT
ajird-63	5	1	the	the	DET
ajird-63	5	2	core	core	NOUN
ajird-63	5	3	techniques	technique	NOUN
ajird-63	5	4	of	of	ADP
ajird-63	5	5	mit	mit	NOUN
ajird-63	5	6	are	be	AUX
ajird-63	5	7	as	as	SCONJ
ajird-63	5	8	follows	follow	VERB
ajird-63	5	9	:	:	PUNCT
ajird-63	5	10	(	(	PUNCT
ajird-63	5	11	1	1	X
ajird-63	5	12	)	)	PUNCT
ajird-63	5	13	automatically	automatically	ADV
ajird-63	5	14	collect	collect	VERB
ajird-63	5	15	the	the	DET
ajird-63	5	16	logs	log	NOUN
ajird-63	5	17	the	the	DET
ajird-63	5	18	difference	difference	NOUN
ajird-63	5	19	operation	operation	NOUN
ajird-63	5	20	system	system	NOUN
ajird-63	5	21	to	to	PART
ajird-63	5	22	extract	extract	VERB
ajird-63	5	23	unknown	unknown	ADJ
ajird-63	5	24	behavior	behavior	NOUN
ajird-63	5	25	information	information	NOUN
ajird-63	5	26	.	.	PUNCT
ajird-63	6	1	keywords	keyword	NOUN
ajird-63	6	2	:	:	PUNCT
ajird-63	6	3	type-2	type-2	NUM
ajird-63	6	4	fuzzy	fuzzy	ADJ
ajird-63	6	5	sets	set	NOUN
ajird-63	6	6	,	,	PUNCT
ajird-63	6	7	interval	interval	NOUN
ajird-63	6	8	type-2	type-2	NUM
ajird-63	6	9	fuzzy	fuzzy	ADJ
ajird-63	6	10	logic	logic	NOUN
ajird-63	6	11	system	system	NOUN
ajird-63	6	12	,	,	PUNCT
ajird-63	6	13	web	web	NOUN
ajird-63	6	14	ontology	ontology	NOUN
ajird-63	6	15	language	language	NOUN
ajird-63	6	16	,	,	PUNCT
ajird-63	6	17	malware	malware	NOUN
ajird-63	6	18	behavioral	behavioral	ADJ
ajird-63	6	19	analysis	analysis	NOUN
ajird-63	6	20	,	,	PUNCT
ajird-63	6	21	mit	mit	NOUN
ajird-63	6	22	.	.	PUNCT
ajird-63	6	23	introduction	introduction	NOUN
ajird-63	6	24	in	in	ADP
ajird-63	6	25	recent	recent	ADJ
ajird-63	6	26	years	year	NOUN
ajird-63	6	27	,	,	PUNCT
ajird-63	6	28	malicious	malicious	ADJ
ajird-63	6	29	software	software	NOUN
ajird-63	6	30	(	(	PUNCT
ajird-63	6	31	malware	malware	NOUN
ajird-63	6	32	)	)	PUNCT
ajird-63	6	33	and	and	CCONJ
ajird-63	6	34	the	the	DET
ajird-63	6	35	common	common	ADJ
ajird-63	6	36	infection	infection	NOUN
ajird-63	6	37	vectors	vector	NOUN
ajird-63	6	38	that	that	PRON
ajird-63	6	39	the	the	DET
ajird-63	6	40	malware	malware	NOUN
ajird-63	6	41	use	use	NOUN
ajird-63	6	42	to	to	PART
ajird-63	6	43	reach	reach	VERB
ajird-63	6	44	end	end	NOUN
ajird-63	6	45	users	user	NOUN
ajird-63	6	46	are	be	AUX
ajird-63	6	47	important	important	ADJ
ajird-63	6	48	threat	threat	NOUN
ajird-63	6	49	and	and	CCONJ
ajird-63	6	50	root	root	NOUN
ajird-63	6	51	cause	cause	NOUN
ajird-63	6	52	of	of	ADP
ajird-63	6	53	many	many	ADJ
ajird-63	6	54	security	security	NOUN
ajird-63	6	55	problems	problem	NOUN
ajird-63	6	56	on	on	ADP
ajird-63	6	57	the	the	DET
ajird-63	6	58	internet	internet	NOUN
ajird-63	6	59	.	.	PUNCT
ajird-63	7	1	the	the	DET
ajird-63	7	2	malware	malware	NOUN
ajird-63	7	3	tsunami	tsunami	NOUN
ajird-63	7	4	is	be	AUX
ajird-63	7	5	overwhelming	overwhelming	ADJ
ajird-63	7	6	for	for	ADP
ajird-63	7	7	security	security	NOUN
ajird-63	7	8	researchers	researcher	NOUN
ajird-63	7	9	across	across	ADP
ajird-63	7	10	the	the	DET
ajird-63	7	11	world	world	NOUN
ajird-63	7	12	.	.	PUNCT
ajird-63	8	1	how	how	SCONJ
ajird-63	8	2	to	to	PART
ajird-63	8	3	reduce	reduce	VERB
ajird-63	8	4	the	the	DET
ajird-63	8	5	damage	damage	NOUN
ajird-63	8	6	caused	cause	VERB
ajird-63	8	7	by	by	ADP
ajird-63	8	8	malware	malware	NOUN
ajird-63	8	9	and	and	CCONJ
ajird-63	8	10	how	how	SCONJ
ajird-63	8	11	could	could	AUX
ajird-63	8	12	a	a	DET
ajird-63	8	13	malware	malware	NOUN
ajird-63	8	14	evade	evade	VERB
ajird-63	8	15	anti	anti	ADJ
ajird-63	8	16	-	-	ADJ
ajird-63	8	17	virus	virus	ADJ
ajird-63	8	18	software	software	NOUN
ajird-63	8	19	also	also	ADV
ajird-63	8	20	are	be	AUX
ajird-63	8	21	important	important	ADJ
ajird-63	8	22	issue	issue	NOUN
ajird-63	8	23	for	for	ADP
ajird-63	8	24	governments	government	NOUN
ajird-63	8	25	,	,	PUNCT
ajird-63	8	26	universities	university	NOUN
ajird-63	8	27	,	,	PUNCT
ajird-63	8	28	commercial	commercial	ADJ
ajird-63	8	29	organizations	organization	NOUN
ajird-63	8	30	,	,	PUNCT
ajird-63	8	31	and	and	CCONJ
ajird-63	8	32	so	so	ADV
ajird-63	8	33	on	on	ADP
ajird-63	8	34	[	[	X
ajird-63	8	35	1	1	NUM
ajird-63	8	36	,	,	PUNCT
ajird-63	8	37	2	2	NUM
ajird-63	8	38	]	]	PUNCT
ajird-63	8	39	.	.	PUNCT
ajird-63	9	1	also	also	ADV
ajird-63	9	2	,	,	PUNCT
ajird-63	9	3	detecting	detect	VERB
ajird-63	9	4	and	and	CCONJ
ajird-63	9	5	analyzing	analyze	VERB
ajird-63	9	6	them	they	PRON
ajird-63	9	7	become	become	VERB
ajird-63	9	8	harder	hard	ADJ
ajird-63	9	9	and	and	CCONJ
ajird-63	9	10	harder	hard	ADV
ajird-63	9	11	,	,	PUNCT
ajird-63	9	12	especially	especially	ADV
ajird-63	9	13	because	because	SCONJ
ajird-63	9	14	the	the	DET
ajird-63	9	15	malware	malware	NOUN
ajird-63	9	16	are	be	AUX
ajird-63	9	17	getting	get	VERB
ajird-63	9	18	more	more	ADV
ajird-63	9	19	complicated	complicated	ADJ
ajird-63	9	20	.	.	PUNCT
ajird-63	10	1	many	many	ADJ
ajird-63	10	2	security	security	NOUN
ajird-63	10	3	researchers	researcher	NOUN
ajird-63	10	4	have	have	AUX
ajird-63	10	5	proposed	propose	VERB
ajird-63	10	6	some	some	DET
ajird-63	10	7	new	new	ADJ
ajird-63	10	8	defenses	defense	NOUN
ajird-63	10	9	to	to	PART
ajird-63	10	10	protect	protect	VERB
ajird-63	10	11	user	user	NOUN
ajird-63	10	12	the	the	DET
ajird-63	10	13	confidential	confidential	ADJ
ajird-63	10	14	data	datum	NOUN
ajird-63	10	15	for	for	ADP
ajird-63	10	16	the	the	DET
ajird-63	10	17	computer	computer	NOUN
ajird-63	10	18	system	system	NOUN
ajird-63	10	19	.	.	PUNCT
ajird-63	11	1	unfortunately	unfortunately	ADV
ajird-63	11	2	,	,	PUNCT
ajird-63	11	3	the	the	DET
ajird-63	11	4	hackers	hacker	NOUN
ajird-63	11	5	always	always	ADV
ajird-63	11	6	one	one	NUM
ajird-63	11	7	step	step	NOUN
ajird-63	11	8	ahead	ahead	ADV
ajird-63	11	9	with	with	ADP
ajird-63	11	10	security	security	NOUN
ajird-63	11	11	researchers	researcher	NOUN
ajird-63	11	12	that	that	PRON
ajird-63	11	13	exploits	exploit	VERB
ajird-63	11	14	a	a	DET
ajird-63	11	15	previously	previously	ADV
ajird-63	11	16	unknown	unknown	ADJ
ajird-63	11	17	vulnerability	vulnerability	NOUN
ajird-63	11	18	in	in	ADP
ajird-63	11	19	a	a	DET
ajird-63	11	20	computer	computer	NOUN
ajird-63	11	21	system	system	NOUN
ajird-63	11	22	which	which	PRON
ajird-63	11	23	causes	cause	VERB
ajird-63	11	24	computer	computer	NOUN
ajird-63	11	25	systems	system	NOUN
ajird-63	11	26	to	to	PART
ajird-63	11	27	be	be	AUX
ajird-63	11	28	damaged	damage	VERB
ajird-63	11	29	and	and	CCONJ
ajird-63	11	30	confidential	confidential	ADJ
ajird-63	11	31	data	datum	NOUN
ajird-63	11	32	to	to	PART
ajird-63	11	33	be	be	AUX
ajird-63	11	34	stolen	steal	VERB
ajird-63	11	35	[	[	PUNCT
ajird-63	11	36	3	3	NUM
ajird-63	11	37	]	]	PUNCT
ajird-63	11	38	.	.	PUNCT
ajird-63	12	1	the	the	DET
ajird-63	12	2	heuristic	heuristic	ADJ
ajird-63	12	3	and	and	CCONJ
ajird-63	12	4	signature	signature	NOUN
ajird-63	12	5	detection	detection	NOUN
ajird-63	12	6	technologies	technology	NOUN
ajird-63	12	7	which	which	PRON
ajird-63	12	8	are	be	AUX
ajird-63	12	9	two	two	NUM
ajird-63	12	10	popular	popular	ADJ
ajird-63	12	11	approaches	approach	NOUN
ajird-63	12	12	to	to	PART
ajird-63	12	13	malware	malware	VERB
ajird-63	12	14	analysis	analysis	NOUN
ajird-63	12	15	for	for	ADP
ajird-63	12	16	a	a	DET
ajird-63	12	17	few	few	ADJ
ajird-63	12	18	years	year	NOUN
ajird-63	12	19	.	.	PUNCT
ajird-63	13	1	in	in	ADP
ajird-63	13	2	order	order	NOUN
ajird-63	13	3	to	to	PART
ajird-63	13	4	rapidly	rapidly	ADV
ajird-63	13	5	defend	defend	VERB
ajird-63	13	6	against	against	ADP
ajird-63	13	7	unknown	unknown	ADJ
ajird-63	13	8	malicious	malicious	ADJ
ajird-63	13	9	attack	attack	NOUN
ajird-63	13	10	,	,	PUNCT
ajird-63	13	11	many	many	ADJ
ajird-63	13	12	security	security	NOUN
ajird-63	13	13	researchers	researcher	NOUN
ajird-63	13	14	and	and	CCONJ
ajird-63	13	15	traditional	traditional	ADJ
ajird-63	13	16	malware	malware	NOUN
ajird-63	13	17	detection	detection	NOUN
ajird-63	13	18	systems	system	NOUN
ajird-63	13	19	use	use	VERB
ajird-63	13	20	the	the	DET
ajird-63	13	21	signature	signature	NOUN
ajird-63	13	22	matching	matching	NOUN
ajird-63	13	23	techniques	technique	NOUN
ajird-63	13	24	to	to	PART
ajird-63	13	25	develop	develop	VERB
ajird-63	13	26	an	an	DET
ajird-63	13	27	automatic	automatic	ADJ
ajird-63	13	28	effective	effective	ADJ
ajird-63	13	29	analysis	analysis	NOUN
ajird-63	13	30	tool	tool	NOUN
ajird-63	13	31	for	for	ADP
ajird-63	13	32	detecting	detect	VERB
ajird-63	13	33	malware	malware	NOUN
ajird-63	13	34	.	.	PUNCT
ajird-63	14	1	however	however	ADV
ajird-63	14	2	,	,	PUNCT
ajird-63	14	3	this	this	DET
ajird-63	14	4	approach	approach	NOUN
ajird-63	14	5	can	can	AUX
ajird-63	14	6	be	be	AUX
ajird-63	14	7	easily	easily	ADV
ajird-63	14	8	circumvented	circumvent	VERB
ajird-63	14	9	the	the	DET
ajird-63	14	10	attack	attack	NOUN
ajird-63	14	11	of	of	ADP
ajird-63	14	12	the	the	DET
ajird-63	14	13	malware	malware	NOUN
ajird-63	14	14	because	because	SCONJ
ajird-63	14	15	the	the	DET
ajird-63	14	16	polymorphic	polymorphic	ADJ
ajird-63	14	17	characters	character	NOUN
ajird-63	14	18	or	or	CCONJ
ajird-63	14	19	metamorphic	metamorphic	ADJ
ajird-63	14	20	features	feature	NOUN
ajird-63	14	21	of	of	ADP
ajird-63	14	22	malware	malware	NOUN
ajird-63	14	23	will	will	AUX
ajird-63	14	24	mutate	mutate	VERB
ajird-63	14	25	their	their	PRON
ajird-63	14	26	american	american	ADJ
ajird-63	14	27	journal	journal	NOUN
ajird-63	14	28	of	of	ADP
ajird-63	14	29	interdisciplinary	interdisciplinary	ADJ
ajird-63	14	30	research	research	NOUN
ajird-63	14	31	and	and	CCONJ
ajird-63	14	32	development	development	NOUN
ajird-63	14	33	issn	issn	PROPN
ajird-63	14	34	online	online	NOUN
ajird-63	14	35	:	:	PUNCT
ajird-63	14	36	2771	2771	NUM
ajird-63	14	37	-	-	SYM
ajird-63	14	38	8948	8948	NUM
ajird-63	14	39	website	website	NOUN
ajird-63	14	40	:	:	PUNCT
ajird-63	14	41	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	14	42	volume	volume	NOUN
ajird-63	14	43	02	02	NUM
ajird-63	14	44	,	,	PUNCT
ajird-63	14	45	march	march	NOUN
ajird-63	14	46	,	,	PUNCT
ajird-63	14	47	2022	2022	NUM
ajird-63	14	48	96	96	NUM
ajird-63	15	1	|	|	ADV
ajird-63	15	2	p	p	ADP
ajird-63	15	3	a	a	DET
ajird-63	15	4	g	g	NOUN
ajird-63	15	5	e	e	NOUN
ajird-63	15	6	signatures	signature	NOUN
ajird-63	15	7	when	when	SCONJ
ajird-63	15	8	malicious	malicious	ADJ
ajird-63	15	9	software	software	NOUN
ajird-63	15	10	is	be	AUX
ajird-63	15	11	spread	spread	VERB
ajird-63	15	12	from	from	ADP
ajird-63	15	13	one	one	NUM
ajird-63	15	14	host	host	NOUN
ajird-63	15	15	to	to	ADP
ajird-63	15	16	another	another	DET
ajird-63	15	17	one	one	NUM
ajird-63	16	1	[	[	X
ajird-63	16	2	4	4	NUM
ajird-63	16	3	]	]	PUNCT
ajird-63	16	4	.	.	PUNCT
ajird-63	17	1	indeed	indeed	ADV
ajird-63	17	2	,	,	PUNCT
ajird-63	17	3	many	many	ADJ
ajird-63	17	4	researches	research	NOUN
ajird-63	17	5	provide	provide	VERB
ajird-63	17	6	malware	malware	NOUN
ajird-63	17	7	analysis	analysis	NOUN
ajird-63	17	8	for	for	ADP
ajird-63	17	9	monitoring	monitor	VERB
ajird-63	17	10	malware	malware	NOUN
ajird-63	17	11	’s	’s	PART
ajird-63	17	12	actions	action	NOUN
ajird-63	17	13	while	while	SCONJ
ajird-63	17	14	it	it	PRON
ajird-63	17	15	is	be	AUX
ajird-63	17	16	running	run	VERB
ajird-63	17	17	under	under	ADP
ajird-63	17	18	a	a	DET
ajird-63	17	19	controlled	control	VERB
ajird-63	17	20	environment	environment	NOUN
ajird-63	17	21	like	like	ADP
ajird-63	17	22	virtual	virtual	ADJ
ajird-63	17	23	machine	machine	NOUN
ajird-63	17	24	(	(	PUNCT
ajird-63	17	25	vm	vm	NOUN
ajird-63	17	26	)	)	PUNCT
ajird-63	17	27	.	.	PUNCT
ajird-63	18	1	this	this	DET
ajird-63	18	2	approach	approach	NOUN
ajird-63	18	3	is	be	AUX
ajird-63	18	4	so	so	ADV
ajird-63	18	5	-	-	PUNCT
ajird-63	18	6	called	call	VERB
ajird-63	18	7	virtual	virtual	ADJ
ajird-63	18	8	machine	machine	NOUN
ajird-63	18	9	monitor	monitor	NOUN
ajird-63	18	10	(	(	PUNCT
ajird-63	18	11	vmm	vmm	PROPN
ajird-63	18	12	)	)	PUNCT
ajird-63	18	13	,	,	PUNCT
ajird-63	18	14	which	which	PRON
ajird-63	18	15	can	can	AUX
ajird-63	18	16	identify	identify	VERB
ajird-63	18	17	the	the	DET
ajird-63	18	18	malware	malware	NOUN
ajird-63	18	19	behavior	behavior	NOUN
ajird-63	18	20	and	and	CCONJ
ajird-63	18	21	what	what	PRON
ajird-63	18	22	the	the	DET
ajird-63	18	23	malware	malware	NOUN
ajird-63	18	24	has	have	AUX
ajird-63	18	25	modified	modify	VERB
ajird-63	18	26	in	in	ADP
ajird-63	18	27	the	the	DET
ajird-63	18	28	file	file	NOUN
ajird-63	18	29	system	system	NOUN
ajird-63	18	30	or	or	CCONJ
ajird-63	18	31	the	the	DET
ajird-63	18	32	registry	registry	NOUN
ajird-63	18	33	to	to	PART
ajird-63	18	34	quickly	quickly	ADV
ajird-63	18	35	recover	recover	VERB
ajird-63	18	36	from	from	ADP
ajird-63	18	37	the	the	DET
ajird-63	18	38	malware	malware	NOUN
ajird-63	18	39	infection	infection	NOUN
ajird-63	18	40	state	state	NOUN
ajird-63	18	41	.	.	PUNCT
ajird-63	19	1	therefore	therefore	ADV
ajird-63	19	2	,	,	PUNCT
ajird-63	19	3	a	a	DET
ajird-63	19	4	vmm	vmm	PROPN
ajird-63	19	5	approach	approach	NOUN
ajird-63	19	6	is	be	AUX
ajird-63	19	7	suitable	suitable	ADJ
ajird-63	19	8	for	for	ADP
ajird-63	19	9	the	the	DET
ajird-63	19	10	malware	malware	NOUN
ajird-63	19	11	analysis	analysis	NOUN
ajird-63	19	12	,	,	PUNCT
ajird-63	19	13	and	and	CCONJ
ajird-63	19	14	most	most	ADJ
ajird-63	19	15	malware	malware	NOUN
ajird-63	19	16	analyses	analysis	NOUN
ajird-63	19	17	are	be	AUX
ajird-63	19	18	carried	carry	VERB
ajird-63	19	19	out	out	ADP
ajird-63	19	20	under	under	ADP
ajird-63	19	21	vm	vm	PROPN
ajird-63	19	22	.	.	PUNCT
ajird-63	20	1	there	there	PRON
ajird-63	20	2	are	be	VERB
ajird-63	20	3	many	many	ADJ
ajird-63	20	4	areas	area	NOUN
ajird-63	20	5	including	include	VERB
ajird-63	20	6	modeling	modeling	NOUN
ajird-63	20	7	,	,	PUNCT
ajird-63	20	8	control	control	NOUN
ajird-63	20	9	,	,	PUNCT
ajird-63	20	10	and	and	CCONJ
ajird-63	20	11	data	datum	NOUN
ajird-63	20	12	mining	mining	NOUN
ajird-63	20	13	which	which	PRON
ajird-63	20	14	have	have	AUX
ajird-63	20	15	been	be	AUX
ajird-63	20	16	successfully	successfully	ADV
ajird-63	20	17	applied	apply	VERB
ajird-63	20	18	type-1	type-1	NUM
ajird-63	20	19	fuzzy	fuzzy	ADJ
ajird-63	20	20	set	set	NOUN
ajird-63	20	21	(	(	PUNCT
ajird-63	20	22	t1fs	t1fs	NOUN
ajird-63	20	23	)	)	PUNCT
ajird-63	20	24	and	and	CCONJ
ajird-63	20	25	type-1	type-1	NUM
ajird-63	20	26	fuzzy	fuzzy	ADJ
ajird-63	20	27	logic	logic	NOUN
ajird-63	20	28	system	system	NOUN
ajird-63	20	29	(	(	PUNCT
ajird-63	20	30	t1fls	t1fls	NUM
ajird-63	20	31	)	)	PUNCT
ajird-63	21	1	[	[	X
ajird-63	21	2	7	7	NUM
ajird-63	21	3	,	,	PUNCT
ajird-63	21	4	8	8	NUM
ajird-63	21	5	]	]	PUNCT
ajird-63	21	6	.	.	PUNCT
ajird-63	22	1	however	however	ADV
ajird-63	22	2	,	,	PUNCT
ajird-63	22	3	different	different	ADJ
ajird-63	22	4	experts	expert	NOUN
ajird-63	22	5	construct	construct	VERB
ajird-63	22	6	different	different	ADJ
ajird-63	22	7	membership	membership	NOUN
ajird-63	22	8	functions	function	NOUN
ajird-63	22	9	to	to	PART
ajird-63	22	10	represent	represent	VERB
ajird-63	22	11	the	the	DET
ajird-63	22	12	same	same	ADJ
ajird-63	22	13	object	object	NOUN
ajird-63	22	14	.	.	PUNCT
ajird-63	23	1	a	a	DET
ajird-63	23	2	type-2	type-2	NUM
ajird-63	23	3	fuzzy	fuzzy	ADJ
ajird-63	23	4	set	set	NOUN
ajird-63	23	5	is	be	AUX
ajird-63	23	6	characterized	characterize	VERB
ajird-63	23	7	by	by	ADP
ajird-63	23	8	a	a	DET
ajird-63	23	9	fuzzy	fuzzy	ADJ
ajird-63	23	10	membership	membership	NOUN
ajird-63	23	11	function	function	NOUN
ajird-63	23	12	(	(	PUNCT
ajird-63	23	13	mf	mf	X
ajird-63	23	14	)	)	PUNCT
ajird-63	23	15	,	,	PUNCT
ajird-63	23	16	i.e.	i.e.	X
ajird-63	23	17	the	the	DET
ajird-63	23	18	membership	membership	NOUN
ajird-63	23	19	value	value	NOUN
ajird-63	23	20	(	(	PUNCT
ajird-63	23	21	or	or	CCONJ
ajird-63	23	22	membership	membership	NOUN
ajird-63	23	23	grade	grade	NOUN
ajird-63	23	24	)	)	PUNCT
ajird-63	23	25	for	for	ADP
ajird-63	23	26	each	each	DET
ajird-63	23	27	element	element	NOUN
ajird-63	23	28	of	of	ADP
ajird-63	23	29	this	this	DET
ajird-63	23	30	set	set	NOUN
ajird-63	23	31	is	be	AUX
ajird-63	23	32	a	a	DET
ajird-63	23	33	fuzzy	fuzzy	ADJ
ajird-63	23	34	set	set	NOUN
ajird-63	23	35	in	in	ADP
ajird-63	23	36	[	[	X
ajird-63	23	37	0	0	NUM
ajird-63	23	38	,	,	PUNCT
ajird-63	23	39	1	1	NUM
ajird-63	23	40	]	]	PUNCT
ajird-63	23	41	,	,	PUNCT
ajird-63	23	42	unlike	unlike	ADP
ajird-63	23	43	a	a	PRON
ajird-63	23	44	t1fs	t1fs	X
ajird-63	23	45	where	where	SCONJ
ajird-63	23	46	the	the	DET
ajird-63	23	47	membership	membership	NOUN
ajird-63	23	48	grade	grade	NOUN
ajird-63	23	49	is	be	AUX
ajird-63	23	50	a	a	DET
ajird-63	23	51	crisp	crisp	ADJ
ajird-63	23	52	number	number	NOUN
ajird-63	23	53	in	in	ADP
ajird-63	23	54	[	[	X
ajird-63	23	55	0	0	NUM
ajird-63	23	56	,	,	PUNCT
ajird-63	23	57	1	1	NUM
ajird-63	23	58	]	]	PUNCT
ajird-63	23	59	.	.	PUNCT
ajird-63	24	1	t2fs	t2fs	PROPN
ajird-63	24	2	also	also	ADV
ajird-63	24	3	has	have	AUX
ajird-63	24	4	been	be	AUX
ajird-63	24	5	widely	widely	ADV
ajird-63	24	6	developed	develop	VERB
ajird-63	24	7	and	and	CCONJ
ajird-63	24	8	successfully	successfully	ADV
ajird-63	24	9	used	use	VERB
ajird-63	24	10	in	in	ADP
ajird-63	24	11	many	many	ADJ
ajird-63	24	12	practical	practical	ADJ
ajird-63	24	13	real	real	ADJ
ajird-63	24	14	-	-	PUNCT
ajird-63	24	15	world	world	NOUN
ajird-63	24	16	applications	application	NOUN
ajird-63	24	17	and	and	CCONJ
ajird-63	24	18	express	express	VERB
ajird-63	24	19	more	more	ADV
ajird-63	24	20	fuzzy	fuzzy	ADJ
ajird-63	24	21	semantics	semantic	NOUN
ajird-63	24	22	of	of	ADP
ajird-63	24	23	humans	human	NOUN
ajird-63	24	24	’	’	PART
ajird-63	24	25	thoughts	thought	NOUN
ajird-63	24	26	,	,	PUNCT
ajird-63	24	27	including	include	VERB
ajird-63	24	28	signal	signal	NOUN
ajird-63	24	29	processing	processing	NOUN
ajird-63	24	30	,	,	PUNCT
ajird-63	24	31	human	human	ADJ
ajird-63	24	32	silhouette	silhouette	NOUN
ajird-63	24	33	extraction	extraction	NOUN
ajird-63	24	34	,	,	PUNCT
ajird-63	24	35	diet	diet	NOUN
ajird-63	24	36	application	application	NOUN
ajird-63	24	37	,	,	PUNCT
ajird-63	24	38	and	and	CCONJ
ajird-63	24	39	pattern	pattern	NOUN
ajird-63	24	40	recognition	recognition	NOUN
ajird-63	24	41	design	design	NOUN
ajird-63	24	42	.	.	PUNCT
ajird-63	25	1	interval	interval	NOUN
ajird-63	25	2	type-2	type-2	NUM
ajird-63	25	3	fuzzy	fuzzy	ADJ
ajird-63	25	4	set	set	NOUN
ajird-63	25	5	(	(	PUNCT
ajird-63	25	6	it2fs	it2fs	NUM
ajird-63	25	7	)	)	PUNCT
ajird-63	25	8	is	be	AUX
ajird-63	25	9	a	a	DET
ajird-63	25	10	special	special	ADJ
ajird-63	25	11	cases	case	NOUN
ajird-63	25	12	of	of	ADP
ajird-63	25	13	t2fs	t2fs	PUNCT
ajird-63	25	14	,	,	PUNCT
ajird-63	25	15	and	and	CCONJ
ajird-63	25	16	it	it	PRON
ajird-63	25	17	is	be	AUX
ajird-63	25	18	currently	currently	ADV
ajird-63	25	19	the	the	PRON
ajird-63	25	20	most	most	ADV
ajird-63	25	21	widely	widely	ADV
ajird-63	25	22	used	use	VERB
ajird-63	25	23	because	because	SCONJ
ajird-63	25	24	of	of	ADP
ajird-63	25	25	the	the	DET
ajird-63	25	26	reduction	reduction	NOUN
ajird-63	25	27	of	of	ADP
ajird-63	25	28	computational	computational	ADJ
ajird-63	25	29	cost	cost	NOUN
ajird-63	25	30	.	.	PUNCT
ajird-63	26	1	ontologies	ontology	NOUN
ajird-63	26	2	play	play	VERB
ajird-63	26	3	a	a	DET
ajird-63	26	4	key	key	ADJ
ajird-63	26	5	role	role	NOUN
ajird-63	26	6	in	in	ADP
ajird-63	26	7	the	the	DET
ajird-63	26	8	semantic	semantic	ADJ
ajird-63	26	9	web	web	NOUN
ajird-63	26	10	,	,	PUNCT
ajird-63	26	11	however	however	ADV
ajird-63	26	12	it	it	PRON
ajird-63	26	13	has	have	AUX
ajird-63	26	14	been	be	AUX
ajird-63	26	15	widely	widely	ADV
ajird-63	26	16	pointed	point	VERB
ajird-63	26	17	out	out	ADP
ajird-63	26	18	that	that	SCONJ
ajird-63	26	19	the	the	DET
ajird-63	26	20	traditional	traditional	ADJ
ajird-63	26	21	ontology	ontology	NOUN
ajird-63	26	22	is	be	AUX
ajird-63	26	23	not	not	PART
ajird-63	26	24	suitable	suitable	ADJ
ajird-63	26	25	to	to	PART
ajird-63	26	26	deal	deal	VERB
ajird-63	26	27	with	with	ADP
ajird-63	26	28	uncertain	uncertain	ADJ
ajird-63	26	29	,	,	PUNCT
ajird-63	26	30	vague	vague	ADJ
ajird-63	26	31	,	,	PUNCT
ajird-63	26	32	and	and	CCONJ
ajird-63	26	33	imprecise	imprecise	ADJ
ajird-63	26	34	knowledge	knowledge	NOUN
ajird-63	26	35	to	to	PART
ajird-63	26	36	characterize	characterize	VERB
ajird-63	26	37	the	the	DET
ajird-63	26	38	real	real	ADJ
ajird-63	26	39	-	-	PUNCT
ajird-63	26	40	world	world	NOUN
ajird-63	26	41	scenarios	scenario	NOUN
ajird-63	26	42	.	.	PUNCT
ajird-63	27	1	as	as	ADP
ajird-63	27	2	a	a	DET
ajird-63	27	3	consequence	consequence	NOUN
ajird-63	27	4	,	,	PUNCT
ajird-63	27	5	there	there	PRON
ajird-63	27	6	is	be	VERB
ajird-63	27	7	a	a	DET
ajird-63	27	8	growing	grow	VERB
ajird-63	27	9	interest	interest	NOUN
ajird-63	27	10	in	in	ADP
ajird-63	27	11	fuzzy	fuzzy	ADJ
ajird-63	27	12	ontologies	ontology	NOUN
ajird-63	27	13	,	,	PUNCT
ajird-63	27	14	which	which	PRON
ajird-63	27	15	combine	combine	VERB
ajird-63	27	16	ontologies	ontology	NOUN
ajird-63	27	17	and	and	CCONJ
ajird-63	27	18	fuzzy	fuzzy	ADJ
ajird-63	27	19	logic	logic	NOUN
ajird-63	27	20	theory	theory	NOUN
ajird-63	27	21	.	.	PUNCT
ajird-63	28	1	therefore	therefore	ADV
ajird-63	28	2	,	,	PUNCT
ajird-63	28	3	the	the	DET
ajird-63	28	4	fuzzy	fuzzy	ADJ
ajird-63	28	5	ontology	ontology	NOUN
ajird-63	28	6	is	be	AUX
ajird-63	28	7	emerging	emerge	VERB
ajird-63	28	8	as	as	ADP
ajird-63	28	9	a	a	DET
ajird-63	28	10	useful	useful	ADJ
ajird-63	28	11	methodology	methodology	NOUN
ajird-63	28	12	for	for	ADP
ajird-63	28	13	knowledge	knowledge	NOUN
ajird-63	28	14	representation	representation	NOUN
ajird-63	28	15	in	in	ADP
ajird-63	28	16	several	several	ADJ
ajird-63	28	17	semantic	semantic	ADJ
ajird-63	28	18	-	-	PUNCT
ajird-63	28	19	oriented	orient	VERB
ajird-63	28	20	applications	application	NOUN
ajird-63	28	21	.	.	PUNCT
ajird-63	29	1	this	this	DET
ajird-63	29	2	paper	paper	NOUN
ajird-63	29	3	tries	try	VERB
ajird-63	29	4	to	to	PART
ajird-63	29	5	integrate	integrate	VERB
ajird-63	29	6	then	then	ADV
ajird-63	29	7	abovementioned	abovementione	VERB
ajird-63	29	8	different	different	ADJ
ajird-63	29	9	kinds	kind	NOUN
ajird-63	29	10	of	of	ADP
ajird-63	29	11	the	the	DET
ajird-63	29	12	approaches	approach	NOUN
ajird-63	29	13	to	to	PART
ajird-63	29	14	solve	solve	VERB
ajird-63	29	15	the	the	DET
ajird-63	29	16	uncertain	uncertain	ADJ
ajird-63	29	17	problem	problem	NOUN
ajird-63	29	18	with	with	ADP
ajird-63	29	19	the	the	DET
ajird-63	29	20	cyber	cyber	PROPN
ajird-63	29	21	security	security	NOUN
ajird-63	29	22	.	.	PUNCT
ajird-63	30	1	ii	ii	PROPN
ajird-63	30	2	.	.	PUNCT
ajird-63	31	1	background	background	PROPN
ajird-63	31	2	knowledge	knowledge	PROPN
ajird-63	31	3	a.	a.	PROPN
ajird-63	31	4	malware	malware	PROPN
ajird-63	31	5	behavioral	behavioral	ADJ
ajird-63	31	6	analysis	analysis	NOUN
ajird-63	31	7	overview	overview	NOUN
ajird-63	31	8	internet	internet	NOUN
ajird-63	31	9	and	and	CCONJ
ajird-63	31	10	personal	personal	ADJ
ajird-63	31	11	computers	computer	NOUN
ajird-63	31	12	have	have	AUX
ajird-63	31	13	rapidly	rapidly	ADV
ajird-63	31	14	advanced	advance	VERB
ajird-63	31	15	[	[	X
ajird-63	31	16	1	1	NUM
ajird-63	31	17	]	]	PUNCT
ajird-63	31	18	in	in	ADP
ajird-63	31	19	recent	recent	ADJ
ajird-63	31	20	years	year	NOUN
ajird-63	31	21	so	so	SCONJ
ajird-63	31	22	hackers	hacker	NOUN
ajird-63	31	23	and	and	CCONJ
ajird-63	31	24	their	their	PRON
ajird-63	31	25	malicious	malicious	ADJ
ajird-63	31	26	software	software	NOUN
ajird-63	31	27	packages	package	NOUN
ajird-63	31	28	which	which	PRON
ajird-63	31	29	are	be	AUX
ajird-63	31	30	a	a	DET
ajird-63	31	31	computer	computer	NOUN
ajird-63	31	32	program	program	NOUN
ajird-63	31	33	which	which	PRON
ajird-63	31	34	has	have	VERB
ajird-63	31	35	destructive	destructive	ADJ
ajird-63	31	36	purposes	purpose	NOUN
ajird-63	31	37	such	such	ADJ
ajird-63	31	38	as	as	ADP
ajird-63	31	39	botnet	botnet	NOUN
ajird-63	31	40	,	,	PUNCT
ajird-63	31	41	virus	virus	NOUN
ajird-63	31	42	,	,	PUNCT
ajird-63	31	43	backdoor	backdoor	NOUN
ajird-63	31	44	,	,	PUNCT
ajird-63	31	45	and	and	CCONJ
ajird-63	31	46	trojan	trojan	NOUN
ajird-63	31	47	,	,	PUNCT
ajird-63	31	48	attempt	attempt	VERB
ajird-63	31	49	to	to	PART
ajird-63	31	50	steal	steal	VERB
ajird-63	31	51	user	user	NOUN
ajird-63	31	52	’	'	PUNCT
ajird-63	31	53	data	datum	NOUN
ajird-63	31	54	or	or	CCONJ
ajird-63	31	55	illegally	illegally	ADV
ajird-63	31	56	control	control	VERB
ajird-63	31	57	computer	computer	NOUN
ajird-63	31	58	systems	system	NOUN
ajird-63	31	59	.	.	PUNCT
ajird-63	32	1	growing	grow	VERB
ajird-63	32	2	the	the	DET
ajird-63	32	3	internet	internet	NOUN
ajird-63	32	4	significantly	significantly	ADV
ajird-63	32	5	increases	increase	VERB
ajird-63	32	6	the	the	DET
ajird-63	32	7	variety	variety	NOUN
ajird-63	32	8	and	and	CCONJ
ajird-63	32	9	complexity	complexity	NOUN
ajird-63	32	10	of	of	ADP
ajird-63	32	11	malware	malware	NOUN
ajird-63	32	12	;	;	PUNCT
ajird-63	32	13	hence	hence	ADV
ajird-63	32	14	,	,	PUNCT
ajird-63	32	15	malware	malware	NOUN
ajird-63	32	16	poses	pose	VERB
ajird-63	32	17	serious	serious	ADJ
ajird-63	32	18	security	security	NOUN
ajird-63	32	19	effects	effect	NOUN
ajird-63	32	20	on	on	ADP
ajird-63	32	21	information	information	NOUN
ajird-63	32	22	societies	society	NOUN
ajird-63	32	23	.	.	PUNCT
ajird-63	33	1	when	when	SCONJ
ajird-63	33	2	the	the	DET
ajird-63	33	3	antivirus	antivirus	NOUN
ajird-63	33	4	software	software	NOUN
ajird-63	33	5	or	or	CCONJ
ajird-63	33	6	traditional	traditional	ADJ
ajird-63	33	7	detection	detection	NOUN
ajird-63	33	8	approach	approach	NOUN
ajird-63	33	9	ca	can	AUX
ajird-63	33	10	n't	not	PART
ajird-63	33	11	detect	detect	VERB
ajird-63	33	12	or	or	CCONJ
ajird-63	33	13	defense	defense	VERB
ajird-63	33	14	those	those	DET
ajird-63	33	15	virus	virus	NOUN
ajird-63	33	16	attacks	attack	NOUN
ajird-63	33	17	,	,	PUNCT
ajird-63	33	18	it	it	PRON
ajird-63	33	19	can	can	AUX
ajird-63	33	20	cause	cause	VERB
ajird-63	33	21	the	the	DET
ajird-63	33	22	system	system	NOUN
ajird-63	33	23	broken	break	VERB
ajird-63	33	24	,	,	PUNCT
ajird-63	33	25	network	network	NOUN
ajird-63	33	26	paralysis	paralysis	NOUN
ajird-63	33	27	or	or	CCONJ
ajird-63	33	28	heavy	heavy	ADJ
ajird-63	33	29	loss	loss	NOUN
ajird-63	33	30	.	.	PUNCT
ajird-63	34	1	therefore	therefore	ADV
ajird-63	34	2	,	,	PUNCT
ajird-63	34	3	security	security	NOUN
ajird-63	34	4	researchers	researcher	NOUN
ajird-63	34	5	are	be	AUX
ajird-63	34	6	always	always	ADV
ajird-63	34	7	proposing	propose	VERB
ajird-63	34	8	some	some	DET
ajird-63	34	9	new	new	ADJ
ajird-63	34	10	defenses	defense	NOUN
ajird-63	34	11	to	to	PART
ajird-63	34	12	protect	protect	VERB
ajird-63	34	13	users	user	NOUN
ajird-63	34	14	’	'	PUNCT
ajird-63	34	15	personal	personal	ADJ
ajird-63	34	16	,	,	PUNCT
ajird-63	34	17	valuable	valuable	ADJ
ajird-63	34	18	,	,	PUNCT
ajird-63	34	19	and	and	CCONJ
ajird-63	34	20	confidential	confidential	ADJ
ajird-63	34	21	information	information	NOUN
ajird-63	34	22	.	.	PUNCT
ajird-63	35	1	however	however	ADV
ajird-63	35	2	,	,	PUNCT
ajird-63	35	3	they	they	PRON
ajird-63	35	4	always	always	ADV
ajird-63	35	5	fall	fall	VERB
ajird-63	35	6	behind	behind	ADP
ajird-63	35	7	the	the	DET
ajird-63	35	8	hackers	hacker	NOUN
ajird-63	35	9	.	.	PUNCT
ajird-63	36	1	in	in	ADP
ajird-63	36	2	other	other	ADJ
ajird-63	36	3	words	word	NOUN
ajird-63	36	4	,	,	PUNCT
ajird-63	36	5	the	the	DET
ajird-63	36	6	battle	battle	NOUN
ajird-63	36	7	between	between	ADP
ajird-63	36	8	hackers	hacker	NOUN
ajird-63	36	9	and	and	CCONJ
ajird-63	36	10	security	security	NOUN
ajird-63	36	11	researchers	researcher	NOUN
ajird-63	36	12	never	never	ADV
ajird-63	36	13	has	have	VERB
ajird-63	36	14	american	american	ADJ
ajird-63	36	15	journal	journal	PROPN
ajird-63	36	16	of	of	ADP
ajird-63	36	17	interdisciplinary	interdisciplinary	ADJ
ajird-63	36	18	research	research	NOUN
ajird-63	36	19	and	and	CCONJ
ajird-63	36	20	development	development	NOUN
ajird-63	36	21	issn	issn	PROPN
ajird-63	36	22	online	online	NOUN
ajird-63	36	23	:	:	PUNCT
ajird-63	36	24	2771	2771	NUM
ajird-63	36	25	-	-	SYM
ajird-63	36	26	8948	8948	NUM
ajird-63	36	27	website	website	NOUN
ajird-63	36	28	:	:	PUNCT
ajird-63	36	29	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	36	30	volume	volume	NOUN
ajird-63	36	31	02	02	NUM
ajird-63	36	32	,	,	PUNCT
ajird-63	36	33	march	march	NOUN
ajird-63	36	34	,	,	PUNCT
ajird-63	36	35	2022	2022	NUM
ajird-63	36	36	97	97	NUM
ajird-63	37	1	|	|	ADV
ajird-63	37	2	p	p	NOUN
ajird-63	37	3	a	a	DET
ajird-63	37	4	g	g	NOUN
ajird-63	37	5	e	e	NOUN
ajird-63	37	6	an	an	DET
ajird-63	37	7	ending	ending	NOUN
ajird-63	37	8	[	[	X
ajird-63	37	9	3	3	NUM
ajird-63	37	10	]	]	PUNCT
ajird-63	37	11	.	.	PUNCT
ajird-63	38	1	in	in	ADP
ajird-63	38	2	order	order	NOUN
ajird-63	38	3	to	to	PART
ajird-63	38	4	rapidly	rapidly	ADV
ajird-63	38	5	defend	defend	VERB
ajird-63	38	6	against	against	ADP
ajird-63	38	7	unknown	unknown	ADJ
ajird-63	38	8	malicious	malicious	ADJ
ajird-63	38	9	attack	attack	NOUN
ajird-63	38	10	,	,	PUNCT
ajird-63	38	11	many	many	ADJ
ajird-63	38	12	security	security	NOUN
ajird-63	38	13	researchers	researcher	NOUN
ajird-63	38	14	and	and	CCONJ
ajird-63	38	15	traditional	traditional	ADJ
ajird-63	38	16	malware	malware	NOUN
ajird-63	38	17	detection	detection	NOUN
ajird-63	38	18	systems	system	NOUN
ajird-63	38	19	use	use	VERB
ajird-63	38	20	the	the	DET
ajird-63	38	21	signature	signature	NOUN
ajird-63	38	22	matching	matching	NOUN
ajird-63	38	23	techniques	technique	NOUN
ajird-63	38	24	to	to	PART
ajird-63	38	25	develop	develop	VERB
ajird-63	38	26	an	an	DET
ajird-63	38	27	automatic	automatic	ADJ
ajird-63	38	28	effective	effective	ADJ
ajird-63	38	29	analysis	analysis	NOUN
ajird-63	38	30	tool	tool	NOUN
ajird-63	38	31	for	for	ADP
ajird-63	38	32	detecting	detect	VERB
ajird-63	38	33	malware	malware	NOUN
ajird-63	38	34	.	.	PUNCT
ajird-63	39	1	however	however	ADV
ajird-63	39	2	,	,	PUNCT
ajird-63	39	3	this	this	DET
ajird-63	39	4	approach	approach	NOUN
ajird-63	39	5	ca	can	AUX
ajird-63	39	6	n't	not	PART
ajird-63	39	7	detect	detect	VERB
ajird-63	39	8	an	an	DET
ajird-63	39	9	attack	attack	NOUN
ajird-63	39	10	from	from	ADP
ajird-63	39	11	unknown	unknown	ADJ
ajird-63	39	12	malware	malware	NOUN
ajird-63	39	13	or	or	CCONJ
ajird-63	39	14	its	its	PRON
ajird-63	39	15	variant	variant	NOUN
ajird-63	39	16	and	and	CCONJ
ajird-63	39	17	can	can	AUX
ajird-63	39	18	be	be	AUX
ajird-63	39	19	easily	easily	ADV
ajird-63	39	20	circumvented	circumvent	VERB
ajird-63	39	21	the	the	DET
ajird-63	39	22	attack	attack	NOUN
ajird-63	39	23	of	of	ADP
ajird-63	39	24	the	the	DET
ajird-63	39	25	malware	malware	NOUN
ajird-63	39	26	because	because	SCONJ
ajird-63	39	27	two	two	NUM
ajird-63	39	28	interesting	interesting	ADJ
ajird-63	39	29	kinds	kind	NOUN
ajird-63	39	30	of	of	ADP
ajird-63	39	31	malware	malware	NOUN
ajird-63	39	32	which	which	PRON
ajird-63	39	33	attempt	attempt	VERB
ajird-63	39	34	to	to	PART
ajird-63	39	35	be	be	AUX
ajird-63	39	36	hidden	hide	VERB
ajird-63	39	37	from	from	ADP
ajird-63	39	38	detectors	detector	NOUN
ajird-63	39	39	’	'	PUNCT
ajird-63	39	40	signature	signature	NOUN
ajird-63	39	41	are	be	AUX
ajird-63	39	42	polymorphic	polymorphic	ADJ
ajird-63	39	43	and	and	CCONJ
ajird-63	39	44	metamorphic	metamorphic	ADJ
ajird-63	39	45	malware	malware	NOUN
ajird-63	39	46	.	.	PUNCT
ajird-63	40	1	the	the	DET
ajird-63	40	2	polymorphic	polymorphic	ADJ
ajird-63	40	3	characters	character	NOUN
ajird-63	40	4	or	or	CCONJ
ajird-63	40	5	metamorphic	metamorphic	ADJ
ajird-63	40	6	features	feature	NOUN
ajird-63	40	7	of	of	ADP
ajird-63	40	8	malware	malware	NOUN
ajird-63	40	9	will	will	AUX
ajird-63	40	10	mutate	mutate	VERB
ajird-63	40	11	their	their	PRON
ajird-63	40	12	signatures	signature	NOUN
ajird-63	40	13	when	when	SCONJ
ajird-63	40	14	the	the	DET
ajird-63	40	15	malicious	malicious	ADJ
ajird-63	40	16	software	software	NOUN
ajird-63	40	17	is	be	AUX
ajird-63	40	18	spread	spread	VERB
ajird-63	40	19	from	from	ADP
ajird-63	40	20	one	one	NUM
ajird-63	40	21	host	host	NOUN
ajird-63	40	22	to	to	ADP
ajird-63	40	23	another	another	DET
ajird-63	40	24	one	one	NUM
ajird-63	41	1	[	[	X
ajird-63	41	2	3	3	NUM
ajird-63	41	3	]	]	PUNCT
ajird-63	41	4	.	.	PUNCT
ajird-63	42	1	obviously	obviously	ADV
ajird-63	42	2	,	,	PUNCT
ajird-63	42	3	it	it	PRON
ajird-63	42	4	is	be	AUX
ajird-63	42	5	so	so	ADV
ajird-63	42	6	hard	hard	ADJ
ajird-63	42	7	to	to	PART
ajird-63	42	8	detect	detect	VERB
ajird-63	42	9	this	this	DET
ajird-63	42	10	type	type	NOUN
ajird-63	42	11	of	of	ADP
ajird-63	42	12	malware	malware	NOUN
ajird-63	42	13	by	by	ADP
ajird-63	42	14	classic	classic	ADJ
ajird-63	42	15	signature	signature	NOUN
ajird-63	42	16	base	base	NOUN
ajird-63	42	17	method	method	NOUN
ajird-63	42	18	.	.	PUNCT
ajird-63	43	1	nevertheless	nevertheless	ADV
ajird-63	43	2	,	,	PUNCT
ajird-63	43	3	in	in	ADP
ajird-63	43	4	the	the	DET
ajird-63	43	5	earlier	early	ADJ
ajird-63	43	6	times	time	NOUN
ajird-63	43	7	,	,	PUNCT
ajird-63	43	8	the	the	DET
ajird-63	43	9	most	most	ADV
ajird-63	43	10	effective	effective	ADJ
ajird-63	43	11	and	and	CCONJ
ajird-63	43	12	accessible	accessible	ADJ
ajird-63	43	13	method	method	NOUN
ajird-63	43	14	for	for	ADP
ajird-63	43	15	capturing	capture	VERB
ajird-63	43	16	malware	malware	NOUN
ajird-63	43	17	was	be	AUX
ajird-63	43	18	signature	signature	NOUN
ajird-63	43	19	-	-	PUNCT
ajird-63	43	20	based	base	VERB
ajird-63	43	21	detection	detection	NOUN
ajird-63	43	22	and	and	CCONJ
ajird-63	43	23	it	it	PRON
ajird-63	43	24	is	be	AUX
ajird-63	43	25	a	a	DET
ajird-63	43	26	popular	popular	ADJ
ajird-63	43	27	approach	approach	NOUN
ajird-63	43	28	for	for	ADP
ajird-63	43	29	the	the	DET
ajird-63	43	30	malware	malware	NOUN
ajird-63	43	31	analysis	analysis	NOUN
ajird-63	43	32	[	[	X
ajird-63	43	33	5	5	NUM
ajird-63	43	34	]	]	PUNCT
ajird-63	43	35	and	and	CCONJ
ajird-63	43	36	another	another	DET
ajird-63	43	37	limitation	limitation	NOUN
ajird-63	43	38	of	of	ADP
ajird-63	43	39	most	most	ADJ
ajird-63	43	40	existing	exist	VERB
ajird-63	43	41	detection	detection	NOUN
ajird-63	43	42	techniques	technique	NOUN
ajird-63	43	43	is	be	AUX
ajird-63	43	44	that	that	SCONJ
ajird-63	43	45	they	they	PRON
ajird-63	43	46	are	be	AUX
ajird-63	43	47	good	good	ADJ
ajird-63	43	48	at	at	ADP
ajird-63	43	49	detecting	detect	VERB
ajird-63	43	50	only	only	ADV
ajird-63	43	51	known	know	VERB
ajird-63	43	52	forms	form	NOUN
ajird-63	43	53	of	of	ADP
ajird-63	43	54	malware	malware	NOUN
ajird-63	43	55	.	.	PUNCT
ajird-63	44	1	they	they	PRON
ajird-63	44	2	tend	tend	VERB
ajird-63	44	3	to	to	PART
ajird-63	44	4	be	be	AUX
ajird-63	44	5	ineffective	ineffective	ADJ
ajird-63	44	6	when	when	SCONJ
ajird-63	44	7	faced	face	VERB
ajird-63	44	8	with	with	ADP
ajird-63	44	9	new	new	ADJ
ajird-63	44	10	forms	form	NOUN
ajird-63	44	11	of	of	ADP
ajird-63	44	12	malware	malware	NOUN
ajird-63	44	13	.	.	PUNCT
ajird-63	45	1	to	to	PART
ajird-63	45	2	resolve	resolve	VERB
ajird-63	45	3	the	the	DET
ajird-63	45	4	main	main	ADJ
ajird-63	45	5	drawback	drawback	NOUN
ajird-63	45	6	of	of	ADP
ajird-63	45	7	classic	classic	ADJ
ajird-63	45	8	signature	signature	NOUN
ajird-63	45	9	based	base	VERB
ajird-63	45	10	method	method	NOUN
ajird-63	45	11	,	,	PUNCT
ajird-63	45	12	which	which	PRON
ajird-63	45	13	is	be	AUX
ajird-63	45	14	an	an	DET
ajird-63	45	15	inability	inability	NOUN
ajird-63	45	16	in	in	ADP
ajird-63	45	17	detecting	detect	VERB
ajird-63	45	18	unknown	unknown	ADJ
ajird-63	45	19	malware	malware	NOUN
ajird-63	45	20	,	,	PUNCT
ajird-63	45	21	behavior	behavior	NOUN
ajird-63	45	22	based	base	VERB
ajird-63	45	23	(	(	PUNCT
ajird-63	45	24	or	or	CCONJ
ajird-63	45	25	heuristic	heuristic	ADJ
ajird-63	45	26	)	)	PUNCT
ajird-63	45	27	solutions	solution	NOUN
ajird-63	45	28	are	be	AUX
ajird-63	45	29	developed	develop	VERB
ajird-63	45	30	.	.	PUNCT
ajird-63	46	1	behaviorbased	behaviorbase	VERB
ajird-63	46	2	malware	malware	NOUN
ajird-63	46	3	detection	detection	NOUN
ajird-63	46	4	approach	approach	NOUN
ajird-63	46	5	attempt	attempt	VERB
ajird-63	46	6	to	to	PART
ajird-63	46	7	find	find	VERB
ajird-63	46	8	the	the	DET
ajird-63	46	9	pattern	pattern	NOUN
ajird-63	46	10	of	of	ADP
ajird-63	46	11	malware	malware	NOUN
ajird-63	46	12	behavior	behavior	NOUN
ajird-63	46	13	for	for	ADP
ajird-63	46	14	further	further	ADJ
ajird-63	46	15	recognitions	recognition	NOUN
ajird-63	46	16	of	of	ADP
ajird-63	46	17	similar	similar	ADJ
ajird-63	46	18	malicious	malicious	ADJ
ajird-63	46	19	behavior	behavior	NOUN
ajird-63	46	20	and	and	CCONJ
ajird-63	46	21	which	which	PRON
ajird-63	46	22	has	have	VERB
ajird-63	46	23	a	a	DET
ajird-63	46	24	greater	great	ADJ
ajird-63	46	25	potential	potential	NOUN
ajird-63	46	26	for	for	ADP
ajird-63	46	27	identifying	identify	VERB
ajird-63	46	28	previous	previous	ADJ
ajird-63	46	29	unknown	unknown	ADJ
ajird-63	46	30	malware	malware	NOUN
ajird-63	47	1	[	[	X
ajird-63	47	2	4	4	NUM
ajird-63	47	3	]	]	PUNCT
ajird-63	47	4	.	.	PUNCT
ajird-63	48	1	they	they	PRON
ajird-63	48	2	are	be	AUX
ajird-63	48	3	able	able	ADJ
ajird-63	48	4	to	to	PART
ajird-63	48	5	fulfil	fulfil	VERB
ajird-63	48	6	the	the	DET
ajird-63	48	7	malicious	malicious	ADJ
ajird-63	48	8	activity	activity	NOUN
ajird-63	48	9	detection	detection	NOUN
ajird-63	48	10	during	during	ADP
ajird-63	48	11	code	code	NOUN
ajird-63	48	12	execution	execution	NOUN
ajird-63	48	13	by	by	ADP
ajird-63	48	14	trying	try	VERB
ajird-63	48	15	to	to	PART
ajird-63	48	16	trace	trace	VERB
ajird-63	48	17	any	any	DET
ajird-63	48	18	suspicious	suspicious	ADJ
ajird-63	48	19	.	.	PUNCT
ajird-63	49	1	a	a	DET
ajird-63	49	2	vmm	vmm	PROPN
ajird-63	49	3	approach	approach	NOUN
ajird-63	49	4	is	be	AUX
ajird-63	49	5	suitable	suitable	ADJ
ajird-63	49	6	for	for	ADP
ajird-63	49	7	the	the	DET
ajird-63	49	8	malware	malware	NOUN
ajird-63	49	9	analysis	analysis	NOUN
ajird-63	49	10	,	,	PUNCT
ajird-63	49	11	and	and	CCONJ
ajird-63	49	12	most	most	ADJ
ajird-63	49	13	malware	malware	NOUN
ajird-63	49	14	analysis	analysis	NOUN
ajird-63	49	15	is	be	AUX
ajird-63	49	16	carried	carry	VERB
ajird-63	49	17	out	out	ADP
ajird-63	49	18	under	under	ADP
ajird-63	49	19	virtual	virtual	ADJ
ajird-63	49	20	machines	machine	NOUN
ajird-63	49	21	.	.	PUNCT
ajird-63	50	1	however	however	ADV
ajird-63	50	2	,	,	PUNCT
ajird-63	50	3	the	the	DET
ajird-63	50	4	transparency	transparency	NOUN
ajird-63	50	5	of	of	ADP
ajird-63	50	6	the	the	DET
ajird-63	50	7	majority	majority	NOUN
ajird-63	50	8	of	of	ADP
ajird-63	50	9	vms	vms	PROPN
ajird-63	50	10	that	that	PRON
ajird-63	50	11	are	be	AUX
ajird-63	50	12	designed	design	VERB
ajird-63	50	13	to	to	PART
ajird-63	50	14	detect	detect	VERB
ajird-63	50	15	the	the	DET
ajird-63	50	16	malware	malware	NOUN
ajird-63	50	17	is	be	AUX
ajird-63	50	18	not	not	PART
ajird-63	50	19	well	well	ADV
ajird-63	50	20	enough	enough	ADJ
ajird-63	50	21	until	until	ADP
ajird-63	50	22	now	now	ADV
ajird-63	50	23	.	.	PUNCT
ajird-63	51	1	malware	malware	NOUN
ajird-63	51	2	developers	developer	NOUN
ajird-63	51	3	have	have	AUX
ajird-63	51	4	noticed	notice	VERB
ajird-63	51	5	such	such	DET
ajird-63	51	6	a	a	DET
ajird-63	51	7	situation	situation	NOUN
ajird-63	51	8	that	that	SCONJ
ajird-63	51	9	they	they	PRON
ajird-63	51	10	have	have	AUX
ajird-63	51	11	developed	develop	VERB
ajird-63	51	12	several	several	ADJ
ajird-63	51	13	techniques	technique	NOUN
ajird-63	51	14	such	such	ADJ
ajird-63	51	15	as	as	ADP
ajird-63	51	16	anti	anti	ADJ
ajird-63	51	17	-	-	ADJ
ajird-63	51	18	vm	vm	ADJ
ajird-63	51	19	techniques	technique	NOUN
ajird-63	51	20	to	to	PART
ajird-63	51	21	detect	detect	VERB
ajird-63	51	22	whether	whether	SCONJ
ajird-63	51	23	the	the	DET
ajird-63	51	24	malware	malware	NOUN
ajird-63	51	25	is	be	AUX
ajird-63	51	26	running	run	VERB
ajird-63	51	27	under	under	ADP
ajird-63	51	28	a	a	DET
ajird-63	51	29	virtualized	virtualize	VERB
ajird-63	51	30	environment	environment	NOUN
ajird-63	51	31	or	or	CCONJ
ajird-63	51	32	not	not	PART
ajird-63	51	33	.	.	PUNCT
ajird-63	52	1	with	with	ADP
ajird-63	52	2	the	the	DET
ajird-63	52	3	anti	anti	ADJ
ajird-63	52	4	-	-	ADJ
ajird-63	52	5	vm	vm	NOUN
ajird-63	52	6	techniques	technique	NOUN
ajird-63	52	7	,	,	PUNCT
ajird-63	52	8	this	this	PRON
ajird-63	52	9	causes	cause	VERB
ajird-63	52	10	the	the	DET
ajird-63	52	11	hackers	hacker	NOUN
ajird-63	52	12	to	to	PART
ajird-63	52	13	easily	easily	ADV
ajird-63	52	14	find	find	VERB
ajird-63	52	15	the	the	DET
ajird-63	52	16	solutions	solution	NOUN
ajird-63	52	17	to	to	PART
ajird-63	52	18	detect	detect	VERB
ajird-63	52	19	if	if	SCONJ
ajird-63	52	20	the	the	DET
ajird-63	52	21	developed	develop	VERB
ajird-63	52	22	malware	malware	NOUN
ajird-63	52	23	is	be	AUX
ajird-63	52	24	running	run	VERB
ajird-63	52	25	under	under	ADP
ajird-63	52	26	vmbased	vmbase	VERB
ajird-63	52	27	environment	environment	NOUN
ajird-63	52	28	and	and	CCONJ
ajird-63	52	29	then	then	ADV
ajird-63	52	30	avoid	avoid	VERB
ajird-63	52	31	the	the	DET
ajird-63	52	32	detection	detection	NOUN
ajird-63	52	33	from	from	ADP
ajird-63	52	34	vmm	vmm	PROPN
ajird-63	52	35	.	.	PUNCT
ajird-63	53	1	in	in	ADP
ajird-63	53	2	most	most	ADJ
ajird-63	53	3	cases	case	NOUN
ajird-63	53	4	,	,	PUNCT
ajird-63	53	5	malware	malware	NOUN
ajird-63	53	6	can	can	AUX
ajird-63	53	7	easily	easily	ADV
ajird-63	53	8	escape	escape	VERB
ajird-63	53	9	from	from	ADP
ajird-63	53	10	the	the	DET
ajird-63	53	11	detection	detection	NOUN
ajird-63	53	12	of	of	ADP
ajird-63	53	13	the	the	DET
ajird-63	53	14	vmm	vmm	PROPN
ajird-63	53	15	to	to	PART
ajird-63	53	16	block	block	VERB
ajird-63	53	17	the	the	DET
ajird-63	53	18	behavior	behavior	NOUN
ajird-63	53	19	of	of	ADP
ajird-63	53	20	the	the	DET
ajird-63	53	21	propagation	propagation	NOUN
ajird-63	53	22	so	so	SCONJ
ajird-63	53	23	that	that	SCONJ
ajird-63	53	24	the	the	DET
ajird-63	53	25	detected	detect	VERB
ajird-63	53	26	malicious	malicious	ADJ
ajird-63	53	27	behavior	behavior	NOUN
ajird-63	53	28	from	from	ADP
ajird-63	53	29	vm	vm	NOUN
ajird-63	53	30	-	-	PUNCT
ajird-63	53	31	based	base	VERB
ajird-63	53	32	malware	malware	NOUN
ajird-63	53	33	analysis	analysis	NOUN
ajird-63	53	34	sometimes	sometimes	ADV
ajird-63	53	35	may	may	AUX
ajird-63	53	36	be	be	AUX
ajird-63	53	37	different	different	ADJ
ajird-63	53	38	from	from	ADP
ajird-63	53	39	the	the	DET
ajird-63	53	40	results	result	NOUN
ajird-63	53	41	of	of	ADP
ajird-63	53	42	the	the	DET
ajird-63	53	43	physical	physical	ADJ
ajird-63	53	44	environment	environment	NOUN
ajird-63	53	45	.	.	PUNCT
ajird-63	54	1	american	american	PROPN
ajird-63	54	2	journal	journal	PROPN
ajird-63	54	3	of	of	ADP
ajird-63	54	4	interdisciplinary	interdisciplinary	ADJ
ajird-63	54	5	research	research	NOUN
ajird-63	54	6	and	and	CCONJ
ajird-63	54	7	development	development	NOUN
ajird-63	54	8	issn	issn	PROPN
ajird-63	54	9	online	online	NOUN
ajird-63	54	10	:	:	PUNCT
ajird-63	54	11	2771	2771	NUM
ajird-63	54	12	-	-	SYM
ajird-63	54	13	8948	8948	NUM
ajird-63	54	14	website	website	NOUN
ajird-63	54	15	:	:	PUNCT
ajird-63	54	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	54	17	volume	volume	NOUN
ajird-63	54	18	02	02	NUM
ajird-63	54	19	,	,	PUNCT
ajird-63	54	20	march	march	NOUN
ajird-63	54	21	,	,	PUNCT
ajird-63	54	22	2022	2022	NUM
ajird-63	54	23	98	98	NUM
ajird-63	55	1	|	|	ADV
ajird-63	55	2	p	p	NOUN
ajird-63	55	3	a	a	DET
ajird-63	55	4	g	g	NOUN
ajird-63	55	5	e	e	ADP
ajird-63	55	6	figure-1	figure-1	PROPN
ajird-63	55	7	:	:	PUNCT
ajird-63	55	8	type-2	type-2	NUM
ajird-63	55	9	fuzzy	fuzzy	ADJ
ajird-63	55	10	sets	set	NOUN
ajird-63	55	11	for	for	ADP
ajird-63	55	12	the	the	DET
ajird-63	55	13	type-2	type-2	NUM
ajird-63	55	14	fuzzy	fuzzy	ADJ
ajird-63	55	15	variables	variable	NOUN
ajird-63	55	16	:	:	PUNCT
ajird-63	55	17	file	file	NOUN
ajird-63	55	18	hash	hash	NOUN
ajird-63	55	19	,	,	PUNCT
ajird-63	55	20	ip	ip	PRON
ajird-63	55	21	connection	connection	NOUN
ajird-63	55	22	,	,	PUNCT
ajird-63	55	23	system	system	NOUN
ajird-63	55	24	activity	activity	NOUN
ajird-63	55	25	,	,	PUNCT
ajird-63	55	26	and	and	CCONJ
ajird-63	55	27	similarity	similarity	NOUN
ajird-63	55	28	.	.	PUNCT
ajird-63	56	1	b.	b.	PROPN
ajird-63	56	2	fuzzy	fuzzy	ADJ
ajird-63	56	3	ontology	ontology	NOUN
ajird-63	56	4	model	model	NOUN
ajird-63	56	5	overview	overview	NOUN
ajird-63	56	6	typically	typically	ADV
ajird-63	56	7	,	,	PUNCT
ajird-63	56	8	joint	joint	ADJ
ajird-63	56	9	exploitation	exploitation	NOUN
ajird-63	56	10	of	of	ADP
ajird-63	56	11	the	the	DET
ajird-63	56	12	fuzzy	fuzzy	ADJ
ajird-63	56	13	ontologies	ontology	NOUN
ajird-63	56	14	to	to	PART
ajird-63	56	15	be	be	AUX
ajird-63	56	16	one	one	NUM
ajird-63	56	17	supported	support	VERB
ajird-63	56	18	framework	framework	NOUN
ajird-63	56	19	for	for	ADP
ajird-63	56	20	designing	design	VERB
ajird-63	56	21	the	the	DET
ajird-63	56	22	fuzzy	fuzzy	ADJ
ajird-63	56	23	inference	inference	NOUN
ajird-63	56	24	systems	system	NOUN
ajird-63	56	25	is	be	AUX
ajird-63	56	26	one	one	NUM
ajird-63	56	27	of	of	ADP
ajird-63	56	28	the	the	DET
ajird-63	56	29	key	key	ADJ
ajird-63	56	30	research	research	NOUN
ajird-63	56	31	topics	topic	NOUN
ajird-63	56	32	in	in	ADP
ajird-63	56	33	the	the	DET
ajird-63	56	34	soft	soft	ADJ
ajird-63	56	35	computing	compute	VERB
ajird-63	56	36	research	research	NOUN
ajird-63	56	37	areas	area	NOUN
ajird-63	56	38	.	.	PUNCT
ajird-63	57	1	there	there	PRON
ajird-63	57	2	are	be	VERB
ajird-63	57	3	many	many	ADJ
ajird-63	57	4	researchers	researcher	NOUN
ajird-63	57	5	exploring	explore	VERB
ajird-63	57	6	the	the	DET
ajird-63	57	7	use	use	NOUN
ajird-63	57	8	of	of	ADP
ajird-63	57	9	the	the	DET
ajird-63	57	10	fuzzy	fuzzy	ADJ
ajird-63	57	11	ontologies	ontology	NOUN
ajird-63	57	12	,	,	PUNCT
ajird-63	57	13	for	for	ADP
ajird-63	57	14	example	example	NOUN
ajird-63	57	15	,	,	PUNCT
ajird-63	57	16	lee	lee	PROPN
ajird-63	57	17	et	et	PROPN
ajird-63	57	18	al	al	PROPN
ajird-63	57	19	.	.	PUNCT
ajird-63	58	1	[	[	X
ajird-63	58	2	4	4	X
ajird-63	58	3	]	]	PUNCT
ajird-63	58	4	proposed	propose	VERB
ajird-63	58	5	a	a	DET
ajird-63	58	6	fuzzy	fuzzy	ADJ
ajird-63	58	7	ontology	ontology	NOUN
ajird-63	58	8	for	for	ADP
ajird-63	58	9	designing	design	VERB
ajird-63	58	10	an	an	DET
ajird-63	58	11	intelligent	intelligent	ADJ
ajird-63	58	12	decision	decision	NOUN
ajird-63	58	13	making	make	VERB
ajird-63	58	14	system	system	NOUN
ajird-63	58	15	for	for	ADP
ajird-63	58	16	summarization	summarization	NOUN
ajird-63	58	17	system	system	NOUN
ajird-63	58	18	.	.	PUNCT
ajird-63	59	1	quan	quan	PROPN
ajird-63	59	2	et	et	PROPN
ajird-63	59	3	al	al	PROPN
ajird-63	59	4	.	.	PROPN
ajird-63	59	5	presented	present	VERB
ajird-63	59	6	the	the	DET
ajird-63	59	7	automatic	automatic	ADJ
ajird-63	59	8	fuzzy	fuzzy	ADJ
ajird-63	59	9	ontology	ontology	NOUN
ajird-63	59	10	generation	generation	NOUN
ajird-63	59	11	for	for	ADP
ajird-63	59	12	semantic	semantic	ADJ
ajird-63	59	13	help	help	NOUN
ajird-63	59	14	desk	desk	NOUN
ajird-63	59	15	support	support	NOUN
ajird-63	59	16	and	and	CCONJ
ajird-63	59	17	the	the	DET
ajird-63	59	18	automatic	automatic	ADJ
ajird-63	59	19	fuzzy	fuzzy	ADJ
ajird-63	59	20	ontology	ontology	NOUN
ajird-63	59	21	generation	generation	NOUN
ajird-63	59	22	for	for	ADP
ajird-63	59	23	semantic	semantic	ADJ
ajird-63	59	24	web	web	NOUN
ajird-63	59	25	.	.	PUNCT
ajird-63	60	1	the	the	DET
ajird-63	60	2	fuzzy	fuzzy	ADJ
ajird-63	60	3	ontology	ontology	NOUN
ajird-63	60	4	model	model	NOUN
ajird-63	60	5	is	be	AUX
ajird-63	60	6	introduced	introduce	VERB
ajird-63	60	7	in	in	ADP
ajird-63	60	8	this	this	DET
ajird-63	60	9	section	section	NOUN
ajird-63	60	10	.	.	PUNCT
ajird-63	61	1	in	in	ADP
ajird-63	61	2	order	order	NOUN
ajird-63	61	3	to	to	PART
ajird-63	61	4	make	make	VERB
ajird-63	61	5	both	both	DET
ajird-63	61	6	machine	machine	NOUN
ajird-63	61	7	and	and	CCONJ
ajird-63	61	8	human	human	NOUN
ajird-63	61	9	to	to	PART
ajird-63	61	10	understand	understand	VERB
ajird-63	61	11	the	the	DET
ajird-63	61	12	designed	design	VERB
ajird-63	61	13	ontology	ontology	NOUN
ajird-63	61	14	,	,	PUNCT
ajird-63	61	15	web	web	NOUN
ajird-63	61	16	ontology	ontology	NOUN
ajird-63	61	17	language	language	NOUN
ajird-63	61	18	(	(	PUNCT
ajird-63	61	19	owl	owl	NOUN
ajird-63	61	20	)	)	PUNCT
ajird-63	61	21	is	be	AUX
ajird-63	61	22	used	use	VERB
ajird-63	61	23	in	in	ADP
ajird-63	61	24	this	this	DET
ajird-63	61	25	paper	paper	NOUN
ajird-63	61	26	to	to	PART
ajird-63	61	27	express	express	VERB
ajird-63	61	28	the	the	DET
ajird-63	61	29	built	build	VERB
ajird-63	61	30	ontology	ontology	NOUN
ajird-63	61	31	.	.	PUNCT
ajird-63	62	1	in	in	ADP
ajird-63	62	2	addition	addition	NOUN
ajird-63	62	3	,	,	PUNCT
ajird-63	62	4	we	we	PRON
ajird-63	62	5	use	use	VERB
ajird-63	62	6	protégé	protégé	NOUN
ajird-63	62	7	to	to	PART
ajird-63	62	8	generate	generate	VERB
ajird-63	62	9	owl	owl	NOUN
ajird-63	62	10	for	for	ADP
ajird-63	62	11	constructing	construct	VERB
ajird-63	62	12	the	the	DET
ajird-63	62	13	knowledge	knowledge	NOUN
ajird-63	62	14	base	base	NOUN
ajird-63	62	15	of	of	ADP
ajird-63	62	16	the	the	DET
ajird-63	62	17	ontology	ontology	NOUN
ajird-63	62	18	.	.	PUNCT
ajird-63	63	1	table	table	NOUN
ajird-63	63	2	i	i	PRON
ajird-63	63	3	shows	show	VERB
ajird-63	63	4	the	the	DET
ajird-63	63	5	built	build	VERB
ajird-63	63	6	fourlayer	fourlayer	NOUN
ajird-63	63	7	type-2	type-2	NUM
ajird-63	63	8	fuzzy	fuzzy	ADJ
ajird-63	63	9	ontology	ontology	NOUN
ajird-63	63	10	model	model	NOUN
ajird-63	63	11	by	by	ADP
ajird-63	63	12	two	two	NUM
ajird-63	63	13	views	view	NOUN
ajird-63	63	14	,	,	PUNCT
ajird-63	63	15	and	and	CCONJ
ajird-63	63	16	the	the	DET
ajird-63	63	17	brief	brief	ADJ
ajird-63	63	18	descriptions	description	NOUN
ajird-63	63	19	between	between	ADP
ajird-63	63	20	these	these	DET
ajird-63	63	21	two	two	NUM
ajird-63	63	22	views	view	NOUN
ajird-63	63	23	including	include	VERB
ajird-63	63	24	machine	machine	NOUN
ajird-63	63	25	understandability	understandability	NOUN
ajird-63	63	26	and	and	CCONJ
ajird-63	63	27	human	human	ADJ
ajird-63	63	28	semantic	semantic	ADJ
ajird-63	63	29	understandability	understandability	NOUN
ajird-63	63	30	.	.	PUNCT
ajird-63	64	1	it	it	PRON
ajird-63	64	2	enables	enable	VERB
ajird-63	64	3	developers	developer	NOUN
ajird-63	64	4	to	to	PART
ajird-63	64	5	share	share	VERB
ajird-63	64	6	common	common	ADJ
ajird-63	64	7	concepts	concept	NOUN
ajird-63	64	8	and	and	CCONJ
ajird-63	64	9	terms	term	NOUN
ajird-63	64	10	,	,	PUNCT
ajird-63	64	11	and	and	CCONJ
ajird-63	64	12	allows	allow	VERB
ajird-63	64	13	them	they	PRON
ajird-63	64	14	to	to	PART
ajird-63	64	15	be	be	AUX
ajird-63	64	16	described	describe	VERB
ajird-63	64	17	in	in	ADP
ajird-63	64	18	a	a	DET
ajird-63	64	19	simple	simple	ADJ
ajird-63	64	20	language	language	NOUN
ajird-63	64	21	.	.	PUNCT
ajird-63	65	1	most	most	ADJ
ajird-63	65	2	works	work	NOUN
ajird-63	65	3	are	be	AUX
ajird-63	65	4	based	base	VERB
ajird-63	65	5	on	on	ADP
ajird-63	65	6	clustering	cluster	VERB
ajird-63	65	7	algorithms	algorithm	NOUN
ajird-63	65	8	aiming	aim	VERB
ajird-63	65	9	to	to	PART
ajird-63	65	10	identify	identify	VERB
ajird-63	65	11	similar	similar	ADJ
ajird-63	65	12	behavioral	behavioral	ADJ
ajird-63	65	13	patterns	pattern	NOUN
ajird-63	65	14	of	of	ADP
ajird-63	65	15	malwares	malware	NOUN
ajird-63	65	16	derived	derive	VERB
ajird-63	65	17	from	from	ADP
ajird-63	65	18	network	network	NOUN
ajird-63	65	19	traffic	traffic	NOUN
ajird-63	65	20	traces	trace	NOUN
ajird-63	65	21	recorded	record	VERB
ajird-63	65	22	from	from	ADP
ajird-63	65	23	communication	communication	NOUN
ajird-63	65	24	and	and	CCONJ
ajird-63	65	25	potential	potential	ADJ
ajird-63	65	26	malicious	malicious	ADJ
ajird-63	65	27	activities	activity	NOUN
ajird-63	65	28	such	such	ADJ
ajird-63	65	29	as	as	ADP
ajird-63	65	30	scanning	scanning	NOUN
ajird-63	65	31	,	,	PUNCT
ajird-63	65	32	spamming	spamme	VERB
ajird-63	65	33	,	,	PUNCT
ajird-63	65	34	binary	binary	ADJ
ajird-63	65	35	downloading	downloading	NOUN
ajird-63	65	36	,	,	PUNCT
ajird-63	65	37	and	and	CCONJ
ajird-63	65	38	exploit	exploit	VERB
ajird-63	65	39	attempts	attempt	NOUN
ajird-63	65	40	.	.	PUNCT
ajird-63	66	1	obviously	obviously	ADV
ajird-63	66	2	,	,	PUNCT
ajird-63	66	3	it	it	PRON
ajird-63	66	4	is	be	AUX
ajird-63	66	5	so	so	ADV
ajird-63	66	6	hard	hard	ADJ
ajird-63	66	7	to	to	PART
ajird-63	66	8	detect	detect	VERB
ajird-63	66	9	this	this	DET
ajird-63	66	10	type	type	NOUN
ajird-63	66	11	of	of	ADP
ajird-63	66	12	malware	malware	NOUN
ajird-63	66	13	by	by	ADP
ajird-63	66	14	classic	classic	ADJ
ajird-63	66	15	signature	signature	NOUN
ajird-63	66	16	base	base	NOUN
ajird-63	66	17	method	method	NOUN
ajird-63	66	18	.	.	PUNCT
ajird-63	67	1	also	also	ADV
ajird-63	67	2	,	,	PUNCT
ajird-63	67	3	most	most	ADJ
ajird-63	67	4	malware	malware	VERB
ajird-63	67	5	behavioral	behavioral	ADJ
ajird-63	67	6	analysis	analysis	NOUN
ajird-63	67	7	toolkits	toolkit	NOUN
ajird-63	67	8	still	still	ADV
ajird-63	67	9	need	need	VERB
ajird-63	67	10	domain	domain	NOUN
ajird-63	67	11	experts	expert	NOUN
ajird-63	67	12	to	to	PART
ajird-63	67	13	interpret	interpret	VERB
ajird-63	67	14	the	the	DET
ajird-63	67	15	american	american	ADJ
ajird-63	67	16	journal	journal	PROPN
ajird-63	67	17	of	of	ADP
ajird-63	67	18	interdisciplinary	interdisciplinary	ADJ
ajird-63	67	19	research	research	NOUN
ajird-63	67	20	and	and	CCONJ
ajird-63	67	21	development	development	NOUN
ajird-63	67	22	issn	issn	PROPN
ajird-63	67	23	online	online	NOUN
ajird-63	67	24	:	:	PUNCT
ajird-63	67	25	2771	2771	NUM
ajird-63	67	26	-	-	SYM
ajird-63	67	27	8948	8948	NUM
ajird-63	67	28	website	website	NOUN
ajird-63	67	29	:	:	PUNCT
ajird-63	67	30	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	67	31	volume	volume	NOUN
ajird-63	67	32	02	02	NUM
ajird-63	67	33	,	,	PUNCT
ajird-63	67	34	march	march	NOUN
ajird-63	67	35	,	,	PUNCT
ajird-63	67	36	2022	2022	NUM
ajird-63	67	37	99	99	NUM
ajird-63	68	1	|	|	ADV
ajird-63	68	2	p	p	NOUN
ajird-63	68	3	a	a	DET
ajird-63	68	4	g	g	NOUN
ajird-63	68	5	e	e	NOUN
ajird-63	68	6	important	important	ADJ
ajird-63	68	7	semantics	semantic	NOUN
ajird-63	68	8	for	for	ADP
ajird-63	68	9	the	the	DET
ajird-63	68	10	detected	detect	VERB
ajird-63	68	11	information	information	NOUN
ajird-63	68	12	of	of	ADP
ajird-63	68	13	the	the	DET
ajird-63	68	14	malicious	malicious	ADJ
ajird-63	68	15	behavior	behavior	NOUN
ajird-63	68	16	and	and	CCONJ
ajird-63	68	17	then	then	ADV
ajird-63	68	18	judge	judge	VERB
ajird-63	68	19	it	it	PRON
ajird-63	68	20	is	be	AUX
ajird-63	68	21	a	a	DET
ajird-63	68	22	malware	malware	NOUN
ajird-63	68	23	or	or	CCONJ
ajird-63	68	24	not	not	PART
ajird-63	68	25	.	.	PUNCT
ajird-63	69	1	we	we	PRON
ajird-63	69	2	focus	focus	VERB
ajird-63	69	3	on	on	ADP
ajird-63	69	4	recognition	recognition	NOUN
ajird-63	69	5	of	of	ADP
ajird-63	69	6	unknown	unknown	ADJ
ajird-63	69	7	before	before	ADP
ajird-63	69	8	malware	malware	NOUN
ajird-63	69	9	which	which	PRON
ajird-63	69	10	ca	can	AUX
ajird-63	69	11	n’t	not	PART
ajird-63	69	12	be	be	AUX
ajird-63	69	13	detected	detect	VERB
ajird-63	69	14	by	by	ADP
ajird-63	69	15	using	use	VERB
ajird-63	69	16	traditional	traditional	ADJ
ajird-63	69	17	signature	signature	NOUN
ajird-63	69	18	or	or	CCONJ
ajird-63	69	19	rule	rule	NOUN
ajird-63	69	20	-	-	PUNCT
ajird-63	69	21	based	base	VERB
ajird-63	69	22	detection	detection	NOUN
ajird-63	69	23	techniques	technique	NOUN
ajird-63	69	24	,	,	PUNCT
ajird-63	69	25	oriented	orient	VERB
ajird-63	69	26	on	on	ADP
ajird-63	69	27	search	search	NOUN
ajird-63	69	28	for	for	ADP
ajird-63	69	29	concrete	concrete	ADJ
ajird-63	69	30	malware	malware	NOUN
ajird-63	69	31	samples	sample	NOUN
ajird-63	69	32	and	and	CCONJ
ajird-63	69	33	families	family	NOUN
ajird-63	69	34	.	.	PUNCT
ajird-63	70	1	therefore	therefore	ADV
ajird-63	70	2	,	,	PUNCT
ajird-63	70	3	this	this	DET
ajird-63	70	4	paper	paper	NOUN
ajird-63	70	5	tries	try	VERB
ajird-63	70	6	to	to	PART
ajird-63	70	7	exploit	exploit	VERB
ajird-63	70	8	an	an	DET
ajird-63	70	9	ontological	ontological	ADJ
ajird-63	70	10	view	view	NOUN
ajird-63	70	11	of	of	ADP
ajird-63	70	12	the	the	DET
ajird-63	70	13	malware	malware	NOUN
ajird-63	70	14	behavior	behavior	NOUN
ajird-63	70	15	to	to	PART
ajird-63	70	16	define	define	VERB
ajird-63	70	17	a	a	DET
ajird-63	70	18	more	more	ADV
ajird-63	70	19	general	general	ADJ
ajird-63	70	20	and	and	CCONJ
ajird-63	70	21	efficient	efficient	ADJ
ajird-63	70	22	detection	detection	NOUN
ajird-63	70	23	methodology	methodology	NOUN
ajird-63	70	24	.	.	PUNCT
ajird-63	71	1	ontology	ontology	NOUN
ajird-63	71	2	provides	provide	VERB
ajird-63	71	3	a	a	DET
ajird-63	71	4	means	mean	NOUN
ajird-63	71	5	to	to	PART
ajird-63	71	6	clarify	clarify	VERB
ajird-63	71	7	the	the	DET
ajird-63	71	8	concepts	concept	NOUN
ajird-63	71	9	and	and	CCONJ
ajird-63	71	10	semantics	semantic	NOUN
ajird-63	71	11	of	of	ADP
ajird-63	71	12	the	the	DET
ajird-63	71	13	malware	malware	NOUN
ajird-63	71	14	to	to	PART
ajird-63	71	15	avoid	avoid	VERB
ajird-63	71	16	from	from	ADP
ajird-63	71	17	some	some	DET
ajird-63	71	18	conceptual	conceptual	ADJ
ajird-63	71	19	confusion	confusion	NOUN
ajird-63	71	20	.	.	PUNCT
ajird-63	72	1	additionally	additionally	ADV
ajird-63	72	2	,	,	PUNCT
ajird-63	72	3	ontology	ontology	NOUN
ajird-63	72	4	can	can	AUX
ajird-63	72	5	share	share	VERB
ajird-63	72	6	common	common	ADJ
ajird-63	72	7	concepts	concept	NOUN
ajird-63	72	8	or	or	CCONJ
ajird-63	72	9	relationships	relationship	NOUN
ajird-63	72	10	to	to	PART
ajird-63	72	11	allow	allow	VERB
ajird-63	72	12	the	the	DET
ajird-63	72	13	problems	problem	NOUN
ajird-63	72	14	of	of	ADP
ajird-63	72	15	the	the	DET
ajird-63	72	16	malware	malware	NOUN
ajird-63	72	17	analysis	analysis	NOUN
ajird-63	72	18	to	to	PART
ajird-63	72	19	be	be	AUX
ajird-63	72	20	described	describe	VERB
ajird-63	72	21	in	in	ADP
ajird-63	72	22	a	a	DET
ajird-63	72	23	formal	formal	ADJ
ajird-63	72	24	semantic	semantic	ADJ
ajird-63	72	25	platform	platform	NOUN
ajird-63	72	26	among	among	ADP
ajird-63	72	27	intelligent	intelligent	ADJ
ajird-63	72	28	agents	agent	NOUN
ajird-63	72	29	or	or	CCONJ
ajird-63	72	30	malware	malware	NOUN
ajird-63	72	31	behavioral	behavioral	ADJ
ajird-63	72	32	analysis	analysis	NOUN
ajird-63	72	33	toolkits	toolkit	NOUN
ajird-63	72	34	.	.	PUNCT
ajird-63	73	1	iii	iii	X
ajird-63	73	2	.	.	PUNCT
ajird-63	73	3	intelligent	intelligent	ADJ
ajird-63	73	4	hybrid	hybrid	ADJ
ajird-63	73	5	malware	malware	NOUN
ajird-63	73	6	analysis	analysis	NOUN
ajird-63	73	7	mechanism	mechanism	NOUN
ajird-63	73	8	a.	a.	NOUN
ajird-63	73	9	malware	malware	NOUN
ajird-63	73	10	analysis	analysis	NOUN
ajird-63	73	11	network	network	NOUN
ajird-63	73	12	in	in	ADP
ajird-63	73	13	uzbekistan	uzbekistan	PROPN
ajird-63	73	14	(	(	PUNCT
ajird-63	73	15	mit	mit	NOUN
ajird-63	73	16	)	)	PUNCT
ajird-63	73	17	dynamic	dynamic	ADJ
ajird-63	73	18	analysis	analysis	NOUN
ajird-63	73	19	of	of	ADP
ajird-63	73	20	malware	malware	NOUN
ajird-63	73	21	has	have	AUX
ajird-63	73	22	received	receive	VERB
ajird-63	73	23	a	a	DET
ajird-63	73	24	lot	lot	NOUN
ajird-63	73	25	of	of	ADP
ajird-63	73	26	attention	attention	NOUN
ajird-63	73	27	in	in	ADP
ajird-63	73	28	the	the	DET
ajird-63	73	29	research	research	NOUN
ajird-63	73	30	community	community	NOUN
ajird-63	73	31	.	.	PUNCT
ajird-63	74	1	there	there	PRON
ajird-63	74	2	are	be	VERB
ajird-63	74	3	many	many	ADJ
ajird-63	74	4	analysis	analysis	NOUN
ajird-63	74	5	systems	system	NOUN
ajird-63	74	6	such	such	ADJ
ajird-63	74	7	as	as	ADP
ajird-63	74	8	cuckoo	cuckoo	NOUN
ajird-63	74	9	(	(	PUNCT
ajird-63	74	10	http://www.cuckoosandbox.org	http://www.cuckoosandbox.org	NUM
ajird-63	74	11	)	)	PUNCT
ajird-63	74	12	,	,	PUNCT
ajird-63	74	13	cwsandbox	cwsandbox	NOUN
ajird-63	74	14	,	,	PUNCT
ajird-63	74	15	and	and	CCONJ
ajird-63	74	16	anubis	anubis	NOUN
ajird-63	74	17	,	,	PUNCT
ajird-63	74	18	use	use	VERB
ajird-63	74	19	virtual	virtual	ADJ
ajird-63	74	20	machine	machine	NOUN
ajird-63	74	21	(	(	PUNCT
ajird-63	74	22	vm	vm	NOUN
ajird-63	74	23	)	)	PUNCT
ajird-63	74	24	systems	system	NOUN
ajird-63	74	25	to	to	PART
ajird-63	74	26	monitor	monitor	VERB
ajird-63	74	27	malware	malware	NOUN
ajird-63	74	28	behaviors	behavior	NOUN
ajird-63	74	29	.	.	PUNCT
ajird-63	75	1	this	this	PRON
ajird-63	75	2	is	be	AUX
ajird-63	75	3	because	because	SCONJ
ajird-63	75	4	one	one	NUM
ajird-63	75	5	challenge	challenge	NOUN
ajird-63	75	6	in	in	ADP
ajird-63	75	7	malware	malware	NOUN
ajird-63	75	8	analysis	analysis	NOUN
ajird-63	75	9	involves	involve	VERB
ajird-63	75	10	collecting	collect	VERB
ajird-63	75	11	useful	useful	ADJ
ajird-63	75	12	data	datum	NOUN
ajird-63	75	13	without	without	ADP
ajird-63	75	14	risking	risk	VERB
ajird-63	75	15	experimenters	experimenter	NOUN
ajird-63	75	16	'	'	PART
ajird-63	75	17	machines	machine	NOUN
ajird-63	75	18	or	or	CCONJ
ajird-63	75	19	systems	system	NOUN
ajird-63	75	20	.	.	PUNCT
ajird-63	76	1	vm	vm	PROPN
ajird-63	76	2	technology	technology	PROPN
ajird-63	76	3	also	also	ADV
ajird-63	76	4	has	have	VERB
ajird-63	76	5	many	many	ADJ
ajird-63	76	6	advantages	advantage	NOUN
ajird-63	76	7	(	(	PUNCT
ajird-63	76	8	light	light	ADJ
ajird-63	76	9	,	,	PUNCT
ajird-63	76	10	fast	fast	ADJ
ajird-63	76	11	etc	etc	X
ajird-63	76	12	...	...	PUNCT
ajird-63	76	13	)	)	PUNCT
ajird-63	76	14	however	however	ADV
ajird-63	76	15	,	,	PUNCT
ajird-63	76	16	there	there	PRON
ajird-63	76	17	are	be	VERB
ajird-63	76	18	many	many	ADJ
ajird-63	76	19	anti	anti	ADJ
ajird-63	76	20	-	-	ADJ
ajird-63	76	21	vm	vm	NOUN
ajird-63	76	22	techniques	technique	NOUN
ajird-63	76	23	which	which	PRON
ajird-63	76	24	are	be	AUX
ajird-63	76	25	used	use	VERB
ajird-63	76	26	to	to	PART
ajird-63	76	27	hinder	hinder	VERB
ajird-63	76	28	the	the	DET
ajird-63	76	29	collection	collection	NOUN
ajird-63	76	30	,	,	PUNCT
ajird-63	76	31	analysis	analysis	NOUN
ajird-63	76	32	,	,	PUNCT
ajird-63	76	33	and	and	CCONJ
ajird-63	76	34	reverse	reverse	ADJ
ajird-63	76	35	engineering	engineering	NOUN
ajird-63	76	36	features	feature	NOUN
ajird-63	76	37	of	of	ADP
ajird-63	76	38	the	the	DET
ajird-63	76	39	vm	vm	PROPN
ajird-63	76	40	based	base	VERB
ajird-63	76	41	malware	malware	NOUN
ajird-63	76	42	analysis	analysis	NOUN
ajird-63	76	43	platform	platform	NOUN
ajird-63	76	44	.	.	PUNCT
ajird-63	77	1	therefore	therefore	ADV
ajird-63	77	2	,	,	PUNCT
ajird-63	77	3	malware	malware	NOUN
ajird-63	77	4	researchers	researcher	NOUN
ajird-63	77	5	may	may	AUX
ajird-63	77	6	receive	receive	VERB
ajird-63	77	7	inaccurate	inaccurate	ADJ
ajird-63	77	8	analysis	analysis	NOUN
ajird-63	77	9	results	result	NOUN
ajird-63	77	10	from	from	ADP
ajird-63	77	11	vm	vm	PROPN
ajird-63	77	12	based	base	VERB
ajird-63	77	13	malware	malware	NOUN
ajird-63	77	14	analysis	analysis	NOUN
ajird-63	77	15	platforms	platform	NOUN
ajird-63	77	16	.	.	PUNCT
ajird-63	78	1	in	in	ADP
ajird-63	78	2	this	this	DET
ajird-63	78	3	paper	paper	NOUN
ajird-63	78	4	,	,	PUNCT
ajird-63	78	5	based	base	VERB
ajird-63	78	6	on	on	ADP
ajird-63	78	7	our	our	PRON
ajird-63	78	8	previous	previous	ADJ
ajird-63	78	9	physical	physical	ADJ
ajird-63	78	10	environment	environment	NOUN
ajird-63	78	11	analysis	analysis	NOUN
ajird-63	78	12	toolkit	toolkit	NOUN
ajird-63	78	13	:	:	PUNCT
ajird-63	78	14	twman	twman	NOUN
ajird-63	78	15	,	,	PUNCT
ajird-63	78	16	we	we	PRON
ajird-63	78	17	re	re	VERB
ajird-63	78	18	-	-	VERB
ajird-63	78	19	develop	develop	VERB
ajird-63	78	20	and	and	CCONJ
ajird-63	78	21	then	then	ADV
ajird-63	78	22	propose	propose	VERB
ajird-63	78	23	a	a	DET
ajird-63	78	24	new	new	ADJ
ajird-63	78	25	generation	generation	NOUN
ajird-63	78	26	toolkit	toolkit	NOUN
ajird-63	78	27	to	to	PART
ajird-63	78	28	analyze	analyze	VERB
ajird-63	78	29	malware	malware	NOUN
ajird-63	78	30	behavior	behavior	NOUN
ajird-63	78	31	(	(	PUNCT
ajird-63	78	32	malware	malware	NOUN
ajird-63	78	33	analysis	analysis	NOUN
ajird-63	78	34	network	network	NOUN
ajird-63	78	35	in	in	ADP
ajird-63	78	36	uzbekistan	uzbekistan	PROPN
ajird-63	78	37	,	,	PUNCT
ajird-63	78	38	mit	mit	PROPN
ajird-63	78	39	;	;	PUNCT
ajird-63	78	40	also	also	ADV
ajird-63	78	41	known	know	VERB
ajird-63	78	42	as	as	ADP
ajird-63	78	43	man	man	NOUN
ajird-63	78	44	in	in	ADP
ajird-63	78	45	uzbekistan	uzbekistan	PROPN
ajird-63	78	46	)	)	PUNCT
ajird-63	78	47	to	to	PART
ajird-63	78	48	resolve	resolve	VERB
ajird-63	78	49	some	some	DET
ajird-63	78	50	weaknesses	weakness	NOUN
ajird-63	78	51	of	of	ADP
ajird-63	78	52	twman	twman	NOUN
ajird-63	78	53	.	.	PUNCT
ajird-63	79	1	figure	figure	NOUN
ajird-63	79	2	1	1	NUM
ajird-63	79	3	shows	show	VERB
ajird-63	79	4	the	the	DET
ajird-63	79	5	screenshot	screenshot	NOUN
ajird-63	79	6	of	of	ADP
ajird-63	79	7	its	its	PRON
ajird-63	79	8	option	option	NOUN
ajird-63	79	9	on	on	ADP
ajird-63	79	10	mit	mit	NOUN
ajird-63	79	11	boot	boot	NOUN
ajird-63	79	12	,	,	PUNCT
ajird-63	79	13	and	and	CCONJ
ajird-63	79	14	figure	figure	VERB
ajird-63	79	15	1	1	NUM
ajird-63	79	16	shows	show	VERB
ajird-63	79	17	the	the	DET
ajird-63	79	18	system	system	NOUN
ajird-63	79	19	structure	structure	NOUN
ajird-63	79	20	and	and	CCONJ
ajird-63	79	21	workflow	workflow	NOUN
ajird-63	79	22	of	of	ADP
ajird-63	79	23	the	the	DET
ajird-63	79	24	mit	mit	NOUN
ajird-63	79	25	,	,	PUNCT
ajird-63	79	26	we	we	PRON
ajird-63	79	27	use	use	VERB
ajird-63	79	28	three	three	NUM
ajird-63	79	29	items	item	NOUN
ajird-63	79	30	to	to	PART
ajird-63	79	31	describe	describe	VERB
ajird-63	79	32	the	the	DET
ajird-63	79	33	improvements	improvement	NOUN
ajird-63	79	34	in	in	ADP
ajird-63	79	35	mit	mit	NOUN
ajird-63	79	36	as	as	SCONJ
ajird-63	79	37	follows	follow	VERB
ajird-63	79	38	:	:	PUNCT
ajird-63	79	39	re	re	NOUN
ajird-63	79	40	-	-	NOUN
ajird-63	79	41	design	design	NOUN
ajird-63	79	42	and	and	CCONJ
ajird-63	79	43	mash	mash	NOUN
ajird-63	79	44	up	up	ADP
ajird-63	79	45	a	a	DET
ajird-63	79	46	vm	vm	NOUN
ajird-63	79	47	as	as	ADP
ajird-63	79	48	an	an	DET
ajird-63	79	49	analyzed	analyze	VERB
ajird-63	79	50	platform	platform	NOUN
ajird-63	79	51	to	to	PART
ajird-63	79	52	be	be	AUX
ajird-63	79	53	the	the	DET
ajird-63	79	54	distributed	distribute	VERB
ajird-63	79	55	structure	structure	NOUN
ajird-63	79	56	to	to	PART
ajird-63	79	57	decrease	decrease	VERB
ajird-63	79	58	the	the	DET
ajird-63	79	59	hardware	hardware	NOUN
ajird-63	79	60	cost	cost	NOUN
ajird-63	79	61	,	,	PUNCT
ajird-63	79	62	also	also	ADV
ajird-63	79	63	pre	pre	ADJ
ajird-63	79	64	-	-	ADJ
ajird-63	79	65	check	check	ADJ
ajird-63	79	66	hash	hash	NOUN
ajird-63	79	67	value	value	NOUN
ajird-63	79	68	by	by	ADP
ajird-63	79	69	ssdeep	ssdeep	NOUN
ajird-63	79	70	to	to	PART
ajird-63	79	71	improve	improve	VERB
ajird-63	79	72	the	the	DET
ajird-63	79	73	weakness	weakness	NOUN
ajird-63	79	74	.	.	PUNCT
ajird-63	80	1	use	use	VERB
ajird-63	80	2	toolkits	toolkit	NOUN
ajird-63	80	3	to	to	PART
ajird-63	80	4	monitor	monitor	VERB
ajird-63	80	5	the	the	DET
ajird-63	80	6	important	important	ADJ
ajird-63	80	7	directories	directory	NOUN
ajird-63	80	8	of	of	ADP
ajird-63	80	9	the	the	DET
ajird-63	80	10	client	client	NOUN
ajird-63	80	11	and	and	CCONJ
ajird-63	80	12	save	save	VERB
ajird-63	80	13	the	the	DET
ajird-63	80	14	time	time	NOUN
ajird-63	80	15	that	that	SCONJ
ajird-63	80	16	the	the	DET
ajird-63	80	17	system	system	NOUN
ajird-63	80	18	’s	’s	PART
ajird-63	80	19	image	image	NOUN
ajird-63	80	20	stores	store	NOUN
ajird-63	80	21	back	back	ADV
ajird-63	80	22	to	to	ADP
ajird-63	80	23	the	the	DET
ajird-63	80	24	server	server	NOUN
ajird-63	80	25	.	.	PUNCT
ajird-63	81	1	implement	implement	VERB
ajird-63	81	2	the	the	DET
ajird-63	81	3	proposed	propose	VERB
ajird-63	81	4	it2fls	it2fls	PROPN
ajird-63	81	5	to	to	PART
ajird-63	81	6	identify	identify	VERB
ajird-63	81	7	the	the	DET
ajird-63	81	8	malware	malware	NOUN
ajird-63	81	9	behavior	behavior	NOUN
ajird-63	81	10	.	.	PUNCT
ajird-63	82	1	therefore	therefore	ADV
ajird-63	82	2	,	,	PUNCT
ajird-63	82	3	mit	mit	PROPN
ajird-63	82	4	is	be	AUX
ajird-63	82	5	a	a	DET
ajird-63	82	6	virtual	virtual	ADJ
ajird-63	82	7	-	-	PUNCT
ajird-63	82	8	physical	physical	ADJ
ajird-63	82	9	hybrid	hybrid	ADJ
ajird-63	82	10	environment	environment	NOUN
ajird-63	82	11	and	and	CCONJ
ajird-63	82	12	has	have	AUX
ajird-63	82	13	been	be	AUX
ajird-63	82	14	developed	develop	VERB
ajird-63	82	15	to	to	PART
ajird-63	82	16	automate	automate	VERB
ajird-63	82	17	malware	malware	NOUN
ajird-63	82	18	behavior	behavior	NOUN
ajird-63	82	19	analysis	analysis	NOUN
ajird-63	82	20	,	,	PUNCT
ajird-63	82	21	then	then	ADV
ajird-63	82	22	to	to	PART
ajird-63	82	23	detect	detect	VERB
ajird-63	82	24	the	the	DET
ajird-63	82	25	unknown	unknown	ADJ
ajird-63	82	26	malware	malware	NOUN
ajird-63	82	27	based	base	VERB
ajird-63	82	28	on	on	ADP
ajird-63	82	29	known	known	ADJ
ajird-63	82	30	malware	malware	NOUN
ajird-63	82	31	,	,	PUNCT
ajird-63	82	32	and	and	CCONJ
ajird-63	82	33	finally	finally	ADV
ajird-63	82	34	to	to	PART
ajird-63	82	35	synchronize	synchronize	VERB
ajird-63	82	36	the	the	DET
ajird-63	82	37	analyzed	analyze	VERB
ajird-63	82	38	reports	report	NOUN
ajird-63	82	39	and	and	CCONJ
ajird-63	82	40	malware	malware	NOUN
ajird-63	82	41	samples	sample	NOUN
ajird-63	82	42	for	for	SCONJ
ajird-63	82	43	all	all	DET
ajird-63	82	44	users	user	NOUN
ajird-63	82	45	to	to	PART
ajird-63	82	46	resolve	resolve	VERB
ajird-63	82	47	the	the	DET
ajird-63	82	48	above	above	ADV
ajird-63	82	49	-	-	PUNCT
ajird-63	82	50	mentioned	mention	VERB
ajird-63	82	51	troubles	trouble	NOUN
ajird-63	82	52	.	.	PUNCT
ajird-63	83	1	b.	b.	PROPN
ajird-63	83	2	it2fs	it2fs	PROPN
ajird-63	83	3	-	-	PUNCT
ajird-63	83	4	based	base	VERB
ajird-63	83	5	malware	malware	NOUN
ajird-63	83	6	behavior	behavior	NOUN
ajird-63	83	7	knowledge	knowledge	NOUN
ajird-63	83	8	base	base	NOUN
ajird-63	83	9	for	for	ADP
ajird-63	83	10	mit	mit	NOUN
ajird-63	83	11	owl	owl	NOUN
ajird-63	83	12	enables	enable	VERB
ajird-63	83	13	a	a	DET
ajird-63	83	14	suitable	suitable	ADJ
ajird-63	83	15	representation	representation	NOUN
ajird-63	83	16	of	of	ADP
ajird-63	83	17	malware	malware	NOUN
ajird-63	83	18	knowledge	knowledge	NOUN
ajird-63	83	19	,	,	PUNCT
ajird-63	83	20	it	it	PRON
ajird-63	83	21	is	be	AUX
ajird-63	83	22	not	not	PART
ajird-63	83	23	able	able	ADJ
ajird-63	83	24	to	to	PART
ajird-63	83	25	apply	apply	VERB
ajird-63	83	26	the	the	DET
ajird-63	83	27	advanced	advanced	ADJ
ajird-63	83	28	inference	inference	NOUN
ajird-63	83	29	mechanism	mechanism	NOUN
ajird-63	83	30	to	to	PART
ajird-63	83	31	derive	derive	VERB
ajird-63	83	32	the	the	DET
ajird-63	83	33	additional	additional	ADJ
ajird-63	83	34	imprecise	imprecise	ADJ
ajird-63	83	35	and	and	CCONJ
ajird-63	83	36	vague	vague	ADJ
ajird-63	83	37	knowledge	knowledge	NOUN
ajird-63	83	38	in	in	ADP
ajird-63	83	39	the	the	DET
ajird-63	83	40	scenario	scenario	NOUN
ajird-63	83	41	of	of	ADP
ajird-63	83	42	american	american	PROPN
ajird-63	83	43	journal	journal	PROPN
ajird-63	83	44	of	of	ADP
ajird-63	83	45	interdisciplinary	interdisciplinary	ADJ
ajird-63	83	46	research	research	NOUN
ajird-63	83	47	and	and	CCONJ
ajird-63	83	48	development	development	NOUN
ajird-63	83	49	issn	issn	PROPN
ajird-63	83	50	online	online	NOUN
ajird-63	83	51	:	:	PUNCT
ajird-63	83	52	2771	2771	NUM
ajird-63	83	53	-	-	SYM
ajird-63	83	54	8948	8948	NUM
ajird-63	83	55	website	website	NOUN
ajird-63	83	56	:	:	PUNCT
ajird-63	83	57	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	83	58	volume	volume	NOUN
ajird-63	83	59	02	02	NUM
ajird-63	83	60	,	,	PUNCT
ajird-63	83	61	march	march	NOUN
ajird-63	83	62	,	,	PUNCT
ajird-63	83	63	2022	2022	NUM
ajird-63	83	64	100	100	NUM
ajird-63	84	1	|	|	ADV
ajird-63	84	2	p	p	X
ajird-63	84	3	a	a	DET
ajird-63	84	4	g	g	NOUN
ajird-63	84	5	e	e	NOUN
ajird-63	84	6	the	the	DET
ajird-63	84	7	detection	detection	NOUN
ajird-63	84	8	of	of	ADP
ajird-63	84	9	the	the	DET
ajird-63	84	10	malwares	malware	NOUN
ajird-63	84	11	.	.	PUNCT
ajird-63	85	1	indeed	indeed	ADV
ajird-63	85	2	,	,	PUNCT
ajird-63	85	3	ontology	ontology	NOUN
ajird-63	85	4	also	also	ADV
ajird-63	85	5	includes	include	VERB
ajird-63	85	6	a	a	DET
ajird-63	85	7	vocabulary	vocabulary	NOUN
ajird-63	85	8	of	of	ADP
ajird-63	85	9	terms	term	NOUN
ajird-63	85	10	and	and	CCONJ
ajird-63	85	11	the	the	DET
ajird-63	85	12	specifications	specification	NOUN
ajird-63	85	13	of	of	ADP
ajird-63	85	14	the	the	DET
ajird-63	85	15	terms	term	NOUN
ajird-63	85	16	’	'	PUNCT
ajird-63	85	17	meanings	meaning	NOUN
ajird-63	85	18	to	to	PART
ajird-63	85	19	express	express	VERB
ajird-63	85	20	the	the	DET
ajird-63	85	21	relations	relation	NOUN
ajird-63	85	22	among	among	ADP
ajird-63	85	23	concepts	concept	NOUN
ajird-63	85	24	and	and	CCONJ
ajird-63	85	25	definitions	definition	NOUN
ajird-63	85	26	.	.	PUNCT
ajird-63	86	1	in	in	ADP
ajird-63	86	2	this	this	DET
ajird-63	86	3	paper	paper	NOUN
ajird-63	86	4	,	,	PUNCT
ajird-63	86	5	there	there	PRON
ajird-63	86	6	are	be	VERB
ajird-63	86	7	three	three	NUM
ajird-63	86	8	input	input	NOUN
ajird-63	86	9	type-2	type-2	PUNCT
ajird-63	86	10	fuzzy	fuzzy	ADJ
ajird-63	86	11	variables	variable	NOUN
ajird-63	86	12	and	and	CCONJ
ajird-63	86	13	one	one	NUM
ajird-63	86	14	output	output	NOUN
ajird-63	86	15	type-2	type-2	NUM
ajird-63	86	16	fuzzy	fuzzy	ADJ
ajird-63	86	17	variable	variable	NOUN
ajird-63	86	18	defined	define	VERB
ajird-63	86	19	in	in	ADP
ajird-63	86	20	mit	mit	NOUN
ajird-63	86	21	.	.	PUNCT
ajird-63	87	1	we	we	PRON
ajird-63	87	2	define	define	VERB
ajird-63	87	3	three	three	NUM
ajird-63	87	4	linguistic	linguistic	ADJ
ajird-63	87	5	terms	term	NOUN
ajird-63	87	6	,	,	PUNCT
ajird-63	87	7	including	include	VERB
ajird-63	87	8	low	low	ADJ
ajird-63	87	9	,	,	PUNCT
ajird-63	87	10	median	median	ADJ
ajird-63	87	11	and	and	CCONJ
ajird-63	87	12	high	high	ADJ
ajird-63	87	13	for	for	ADP
ajird-63	87	14	the	the	DET
ajird-63	87	15	input	input	NOUN
ajird-63	87	16	fuzzy	fuzzy	ADJ
ajird-63	87	17	variables	variable	NOUN
ajird-63	87	18	file_hash	file_hash	PROPN
ajird-63	87	19	(	(	PUNCT
ajird-63	87	20	fh	fh	PROPN
ajird-63	87	21	)	)	PUNCT
ajird-63	87	22	,	,	PUNCT
ajird-63	87	23	ip_connection	ip_connection	NOUN
ajird-63	87	24	(	(	PUNCT
ajird-63	87	25	ipc	ipc	PROPN
ajird-63	87	26	)	)	PUNCT
ajird-63	87	27	,	,	PUNCT
ajird-63	87	28	and	and	CCONJ
ajird-63	87	29	system	system	NOUN
ajird-63	87	30	activity	activity	NOUN
ajird-63	87	31	(	(	PUNCT
ajird-63	87	32	sa	sa	NOUN
ajird-63	87	33	)	)	PUNCT
ajird-63	87	34	,	,	PUNCT
ajird-63	87	35	respectively	respectively	ADV
ajird-63	87	36	.	.	PUNCT
ajird-63	88	1	additionally	additionally	ADV
ajird-63	88	2	,	,	PUNCT
ajird-63	88	3	the	the	DET
ajird-63	88	4	output	output	NOUN
ajird-63	88	5	type-2	type-2	NUM
ajird-63	88	6	fuzzy	fuzzy	ADJ
ajird-63	88	7	variable	variable	ADJ
ajird-63	88	8	similarity	similarity	NOUN
ajird-63	88	9	(	(	PUNCT
ajird-63	88	10	si	si	X
ajird-63	88	11	)	)	PUNCT
ajird-63	88	12	also	also	ADV
ajird-63	88	13	contains	contain	VERB
ajird-63	88	14	three	three	NUM
ajird-63	88	15	linguistic	linguistic	ADJ
ajird-63	88	16	terms	term	NOUN
ajird-63	88	17	,	,	PUNCT
ajird-63	88	18	including	include	VERB
ajird-63	88	19	low	low	ADJ
ajird-63	88	20	,	,	PUNCT
ajird-63	88	21	median	median	ADJ
ajird-63	88	22	and	and	CCONJ
ajird-63	88	23	high	high	ADJ
ajird-63	88	24	utilized	utilize	VERB
ajird-63	88	25	in	in	ADP
ajird-63	88	26	this	this	DET
ajird-63	88	27	paper	paper	NOUN
ajird-63	88	28	.	.	PUNCT
ajird-63	89	1	precisely	precisely	ADV
ajird-63	89	2	,	,	PUNCT
ajird-63	89	3	fh	fh	PROPN
ajird-63	89	4	is	be	AUX
ajird-63	89	5	a	a	DET
ajird-63	89	6	malware	malware	NOUN
ajird-63	89	7	information	information	NOUN
ajird-63	89	8	which	which	PRON
ajird-63	89	9	is	be	AUX
ajird-63	89	10	computed	compute	VERB
ajird-63	89	11	by	by	ADP
ajird-63	89	12	the	the	DET
ajird-63	89	13	ssdeep	ssdeep	NOUN
ajird-63	89	14	toolkit	toolkit	NOUN
ajird-63	89	15	,	,	PUNCT
ajird-63	89	16	and	and	CCONJ
ajird-63	89	17	denotes	denote	VERB
ajird-63	89	18	a	a	DET
ajird-63	89	19	hash	hash	NOUN
ajird-63	89	20	value	value	NOUN
ajird-63	89	21	bounded	bound	VERB
ajird-63	89	22	in	in	ADP
ajird-63	89	23	an	an	DET
ajird-63	89	24	interval	interval	NOUN
ajird-63	89	25	[	[	X
ajird-63	89	26	0	0	NUM
ajird-63	89	27	,	,	PUNCT
ajird-63	89	28	100	100	NUM
ajird-63	89	29	]	]	PUNCT
ajird-63	89	30	to	to	PART
ajird-63	89	31	express	express	VERB
ajird-63	89	32	the	the	DET
ajird-63	89	33	similar	similar	ADJ
ajird-63	89	34	level	level	NOUN
ajird-63	89	35	to	to	ADP
ajird-63	89	36	a	a	DET
ajird-63	89	37	known	know	VERB
ajird-63	89	38	malicious	malicious	ADJ
ajird-63	89	39	sample	sample	NOUN
ajird-63	89	40	.	.	PUNCT
ajird-63	90	1	ipc	ipc	PROPN
ajird-63	90	2	,	,	PUNCT
ajird-63	90	3	ranging	range	VERB
ajird-63	90	4	between	between	ADP
ajird-63	90	5	0	0	NUM
ajird-63	90	6	and	and	CCONJ
ajird-63	90	7	100	100	NUM
ajird-63	90	8	,	,	PUNCT
ajird-63	90	9	denotes	denote	VERB
ajird-63	90	10	the	the	DET
ajird-63	90	11	counted	count	VERB
ajird-63	90	12	number	number	NOUN
ajird-63	90	13	of	of	ADP
ajird-63	90	14	tcp	tcp	PROPN
ajird-63	90	15	/	/	SYM
ajird-63	90	16	ip	ip	NOUN
ajird-63	90	17	connections	connection	NOUN
ajird-63	90	18	from	from	ADP
ajird-63	90	19	inetsim	inetsim	NOUN
ajird-63	90	20	(	(	PUNCT
ajird-63	90	21	http://www.inetsim.org	http://www.inetsim.org	X
ajird-63	90	22	)	)	PUNCT
ajird-63	90	23	to	to	PART
ajird-63	90	24	express	express	VERB
ajird-63	90	25	the	the	DET
ajird-63	90	26	similar	similar	ADJ
ajird-63	90	27	level	level	NOUN
ajird-63	90	28	to	to	ADP
ajird-63	90	29	a	a	DET
ajird-63	90	30	known	know	VERB
ajird-63	90	31	malicious	malicious	ADJ
ajird-63	90	32	sample	sample	NOUN
ajird-63	90	33	calculated	calculate	VERB
ajird-63	90	34	by	by	ADP
ajird-63	90	35	the	the	DET
ajird-63	90	36	regular	regular	ADJ
ajird-63	90	37	expression	expression	NOUN
ajird-63	90	38	.	.	PUNCT
ajird-63	91	1	sa	sa	PROPN
ajird-63	91	2	denotes	denote	VERB
ajird-63	91	3	the	the	DET
ajird-63	91	4	generated	generate	VERB
ajird-63	91	5	behavioral	behavioral	ADJ
ajird-63	91	6	similarity	similarity	NOUN
ajird-63	91	7	between	between	ADP
ajird-63	91	8	the	the	DET
ajird-63	91	9	analyzed	analyze	VERB
ajird-63	91	10	malicious	malicious	ADJ
ajird-63	91	11	sample	sample	NOUN
ajird-63	91	12	and	and	CCONJ
ajird-63	91	13	known	know	VERB
ajird-63	91	14	malicious	malicious	ADJ
ajird-63	91	15	sample	sample	NOUN
ajird-63	91	16	which	which	PRON
ajird-63	91	17	is	be	AUX
ajird-63	91	18	calculated	calculate	VERB
ajird-63	91	19	by	by	ADP
ajird-63	91	20	the	the	DET
ajird-63	91	21	regular	regular	ADJ
ajird-63	91	22	expression	expression	NOUN
ajird-63	91	23	and	and	CCONJ
ajird-63	91	24	ranges	range	VERB
ajird-63	91	25	from	from	ADP
ajird-63	91	26	0	0	NUM
ajird-63	91	27	to	to	ADP
ajird-63	91	28	100	100	NUM
ajird-63	91	29	.	.	PUNCT
ajird-63	92	1	_	_	DET
ajird-63	92	2	instance	instance	NOUN
ajird-63	92	3	layer	layer	NOUN
ajird-63	92	4	contains	contain	VERB
ajird-63	92	5	similarity	similarity	NOUN
ajird-63	92	6	(	(	PUNCT
ajird-63	92	7	si	si	NOUN
ajird-63	92	8	)	)	PUNCT
ajird-63	92	9	,	,	PUNCT
ajird-63	92	10	the	the	DET
ajird-63	92	11	type-1	type-1	NUM
ajird-63	92	12	fuzzy	fuzzy	ADJ
ajird-63	92	13	set	set	VERB
ajird-63	92	14	layer	layer	NOUN
ajird-63	92	15	,	,	PUNCT
ajird-63	92	16	and	and	CCONJ
ajird-63	92	17	the	the	DET
ajird-63	92	18	type-2	type-2	NUM
ajird-63	92	19	fuzzy	fuzzy	ADJ
ajird-63	92	20	set	set	VERB
ajird-63	92	21	layer	layer	NOUN
ajird-63	92	22	.	.	PUNCT
ajird-63	93	1	si	si	PROPN
ajird-63	93	2	calculates	calculate	VERB
ajird-63	93	3	the	the	DET
ajird-63	93	4	similarity	similarity	NOUN
ajird-63	93	5	between	between	ADP
ajird-63	93	6	an	an	DET
ajird-63	93	7	unknown	unknown	ADJ
ajird-63	93	8	malware	malware	NOUN
ajird-63	93	9	and	and	CCONJ
ajird-63	93	10	a	a	DET
ajird-63	93	11	known	know	VERB
ajird-63	93	12	malware	malware	NOUN
ajird-63	93	13	according	accord	VERB
ajird-63	93	14	to	to	ADP
ajird-63	93	15	the	the	DET
ajird-63	93	16	values	value	NOUN
ajird-63	93	17	of	of	ADP
ajird-63	93	18	the	the	DET
ajird-63	93	19	fh	fh	PROPN
ajird-63	93	20	,	,	PUNCT
ajird-63	93	21	ipc	ipc	PROPN
ajird-63	93	22	,	,	PUNCT
ajird-63	93	23	and	and	CCONJ
ajird-63	93	24	sa	sa	PROPN
ajird-63	93	25	,	,	PUNCT
ajird-63	93	26	which	which	PRON
ajird-63	93	27	come	come	VERB
ajird-63	93	28	from	from	ADP
ajird-63	93	29	pdf	pdf	NOUN
ajird-63	93	30	documents	document	NOUN
ajird-63	93	31	,	,	PUNCT
ajird-63	93	32	dll	dll	NOUN
ajird-63	93	33	files	file	NOUN
ajird-63	93	34	,	,	PUNCT
ajird-63	93	35	windows	window	NOUN
ajird-63	93	36	executables	executable	NOUN
ajird-63	93	37	,	,	PUNCT
ajird-63	93	38	and	and	CCONJ
ajird-63	93	39	office	office	NOUN
ajird-63	93	40	documents	document	NOUN
ajird-63	93	41	existing	exist	VERB
ajird-63	93	42	in	in	ADP
ajird-63	93	43	microsoft	microsoft	PROPN
ajird-63	93	44	windows	windows	PROPN
ajird-63	93	45	7	7	NUM
ajird-63	93	46	,	,	PUNCT
ajird-63	93	47	microsoft	microsoft	PROPN
ajird-63	93	48	windows	windows	PROPN
ajird-63	93	49	xp	xp	PROPN
ajird-63	94	1	and	and	CCONJ
ajird-63	94	2	so	so	ADV
ajird-63	94	3	on	on	ADV
ajird-63	94	4	.	.	PUNCT
ajird-63	95	1	iv	iv	X
ajird-63	95	2	.	.	PUNCT
ajird-63	95	3	simulation	simulation	PROPN
ajird-63	95	4	results	result	NOUN
ajird-63	95	5	figure	figure	VERB
ajird-63	95	6	2	2	NUM
ajird-63	95	7	.	.	NOUN
ajird-63	95	8	accuracy	accuracy	NOUN
ajird-63	95	9	,	,	PUNCT
ajird-63	95	10	precision	precision	NOUN
ajird-63	95	11	,	,	PUNCT
ajird-63	95	12	and	and	CCONJ
ajird-63	95	13	recall	recall	VERB
ajird-63	95	14	curves	curve	NOUN
ajird-63	95	15	when	when	SCONJ
ajird-63	95	16	using	use	VERB
ajird-63	95	17	vt	vt	PROPN
ajird-63	95	18	and	and	CCONJ
ajird-63	95	19	it2fs	it2fs	PROPN
ajird-63	95	20	to	to	PART
ajird-63	95	21	make	make	VERB
ajird-63	95	22	a	a	DET
ajird-63	95	23	analysis	analysis	NOUN
ajird-63	95	24	.	.	PUNCT
ajird-63	96	1	american	american	ADJ
ajird-63	96	2	journal	journal	PROPN
ajird-63	96	3	of	of	ADP
ajird-63	96	4	interdisciplinary	interdisciplinary	ADJ
ajird-63	96	5	research	research	NOUN
ajird-63	96	6	and	and	CCONJ
ajird-63	96	7	development	development	NOUN
ajird-63	96	8	issn	issn	PROPN
ajird-63	96	9	online	online	NOUN
ajird-63	96	10	:	:	PUNCT
ajird-63	96	11	2771	2771	NUM
ajird-63	96	12	-	-	SYM
ajird-63	96	13	8948	8948	NUM
ajird-63	96	14	website	website	NOUN
ajird-63	96	15	:	:	PUNCT
ajird-63	96	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	96	17	volume	volume	NOUN
ajird-63	96	18	02	02	NUM
ajird-63	96	19	,	,	PUNCT
ajird-63	96	20	march	march	NOUN
ajird-63	96	21	,	,	PUNCT
ajird-63	96	22	2022	2022	NUM
ajird-63	96	23	101	101	NUM
ajird-63	97	1	|	|	ADV
ajird-63	97	2	p	p	X
ajird-63	97	3	a	a	DET
ajird-63	97	4	g	g	NOUN
ajird-63	97	5	e	e	ADP
ajird-63	97	6	one	one	NUM
ajird-63	97	7	of	of	ADP
ajird-63	97	8	the	the	DET
ajird-63	97	9	novel	novel	NOUN
ajird-63	97	10	attacking	attacking	NOUN
ajird-63	97	11	models	model	NOUN
ajird-63	97	12	by	by	ADP
ajird-63	97	13	emails	email	NOUN
ajird-63	97	14	on	on	ADP
ajird-63	97	15	the	the	DET
ajird-63	97	16	internet	internet	NOUN
ajird-63	97	17	is	be	AUX
ajird-63	97	18	a	a	DET
ajird-63	97	19	very	very	ADV
ajird-63	97	20	serious	serious	ADJ
ajird-63	97	21	security	security	NOUN
ajird-63	97	22	problem	problem	NOUN
ajird-63	97	23	for	for	ADP
ajird-63	97	24	the	the	DET
ajird-63	97	25	computer	computer	NOUN
ajird-63	97	26	system	system	NOUN
ajird-63	97	27	so	so	ADV
ajird-63	97	28	-	-	PUNCT
ajird-63	97	29	called	call	VERB
ajird-63	97	30	as	as	ADP
ajird-63	97	31	advanced	advanced	ADJ
ajird-63	97	32	persistent	persistent	ADJ
ajird-63	97	33	threat	threat	NOUN
ajird-63	97	34	(	(	PUNCT
ajird-63	97	35	apt	apt	ADJ
ajird-63	97	36	)	)	PUNCT
ajird-63	97	37	until	until	ADP
ajird-63	97	38	now	now	ADV
ajird-63	97	39	.	.	PUNCT
ajird-63	98	1	therefore	therefore	ADV
ajird-63	98	2	,	,	PUNCT
ajird-63	98	3	this	this	DET
ajird-63	98	4	paper	paper	NOUN
ajird-63	98	5	try	try	VERB
ajird-63	98	6	to	to	PART
ajird-63	98	7	reduce	reduce	VERB
ajird-63	98	8	a	a	DET
ajird-63	98	9	complex	complex	ADJ
ajird-63	98	10	task	task	NOUN
ajird-63	98	11	of	of	ADP
ajird-63	98	12	analyzing	analyze	VERB
ajird-63	98	13	a	a	DET
ajird-63	98	14	huge	huge	ADJ
ajird-63	98	15	amount	amount	NOUN
ajird-63	98	16	of	of	ADP
ajird-63	98	17	malware	malware	NOUN
ajird-63	98	18	for	for	ADP
ajird-63	98	19	the	the	DET
ajird-63	98	20	e	e	NOUN
ajird-63	98	21	-	-	NOUN
ajird-63	98	22	mails	mail	NOUN
ajird-63	98	23	to	to	PART
ajird-63	98	24	establish	establish	VERB
ajird-63	98	25	a	a	DET
ajird-63	98	26	knowledge	knowledge	NOUN
ajird-63	98	27	model	model	NOUN
ajird-63	98	28	for	for	ADP
ajird-63	98	29	future	future	ADJ
ajird-63	98	30	analysis	analysis	NOUN
ajird-63	98	31	work	work	NOUN
ajird-63	98	32	.	.	PUNCT
ajird-63	99	1	based	base	VERB
ajird-63	99	2	on	on	ADP
ajird-63	99	3	mit	mit	NOUN
ajird-63	99	4	,	,	PUNCT
ajird-63	99	5	we	we	PRON
ajird-63	99	6	partnered	partner	VERB
ajird-63	99	7	with	with	ADP
ajird-63	99	8	acer	acer	PROPN
ajird-63	99	9	edc	edc	PROPN
ajird-63	99	10	company	company	PROPN
ajird-63	99	11	in	in	ADP
ajird-63	99	12	taiwan	taiwan	PROPN
ajird-63	99	13	to	to	PART
ajird-63	99	14	produce	produce	VERB
ajird-63	99	15	a	a	DET
ajird-63	99	16	scanner	scanner	NOUN
ajird-63	99	17	for	for	ADP
ajird-63	99	18	the	the	DET
ajird-63	99	19	e	e	NOUN
ajird-63	99	20	-	-	NOUN
ajird-63	99	21	mail	mail	NOUN
ajird-63	99	22	attachments	attachment	NOUN
ajird-63	99	23	,	,	PUNCT
ajird-63	99	24	then	then	ADV
ajird-63	99	25	analyze	analyze	VERB
ajird-63	99	26	if	if	SCONJ
ajird-63	99	27	there	there	PRON
ajird-63	99	28	exits	exit	VERB
ajird-63	99	29	malware	malware	NOUN
ajird-63	99	30	,	,	PUNCT
ajird-63	99	31	and	and	CCONJ
ajird-63	99	32	finally	finally	ADV
ajird-63	99	33	generate	generate	VERB
ajird-63	99	34	the	the	DET
ajird-63	99	35	reports	report	NOUN
ajird-63	99	36	.	.	PUNCT
ajird-63	100	1	in	in	ADP
ajird-63	100	2	this	this	DET
ajird-63	100	3	paper	paper	NOUN
ajird-63	100	4	,	,	PUNCT
ajird-63	100	5	we	we	PRON
ajird-63	100	6	first	first	ADV
ajird-63	100	7	download	download	VERB
ajird-63	100	8	the	the	DET
ajird-63	100	9	1360	1360	NUM
ajird-63	100	10	known	know	VERB
ajird-63	100	11	malicious	malicious	ADJ
ajird-63	100	12	samples	sample	NOUN
ajird-63	100	13	from	from	ADP
ajird-63	100	14	malwaretipss	malwaretipss	NOUN
ajird-63	100	15	(	(	PUNCT
ajird-63	100	16	http://malwaretips.com	http://malwaretips.com	X
ajird-63	100	17	)	)	PUNCT
ajird-63	100	18	and	and	CCONJ
ajird-63	100	19	construct	construct	VERB
ajird-63	100	20	the	the	DET
ajird-63	100	21	established	establish	VERB
ajird-63	100	22	physical	physical	ADJ
ajird-63	100	23	-	-	PUNCT
ajird-63	100	24	virtual	virtual	ADJ
ajird-63	100	25	hybrid	hybrid	ADJ
ajird-63	100	26	environment	environment	NOUN
ajird-63	100	27	for	for	ADP
ajird-63	100	28	testing	test	VERB
ajird-63	100	29	the	the	DET
ajird-63	100	30	proposed	propose	VERB
ajird-63	100	31	approach	approach	NOUN
ajird-63	100	32	.	.	PUNCT
ajird-63	101	1	second	second	ADJ
ajird-63	101	2	,	,	PUNCT
ajird-63	101	3	the	the	DET
ajird-63	101	4	collected	collect	VERB
ajird-63	101	5	1360	1360	NUM
ajird-63	101	6	known	know	VERB
ajird-63	101	7	malicious	malicious	ADJ
ajird-63	101	8	samples	sample	NOUN
ajird-63	101	9	are	be	AUX
ajird-63	101	10	used	use	VERB
ajird-63	101	11	as	as	ADP
ajird-63	101	12	the	the	DET
ajird-63	101	13	compared	compare	VERB
ajird-63	101	14	baseline	baseline	NOUN
ajird-63	101	15	.	.	PUNCT
ajird-63	102	1	third	third	ADJ
ajird-63	102	2	,	,	PUNCT
ajird-63	102	3	50	50	NUM
ajird-63	102	4	known	know	VERB
ajird-63	102	5	malicious	malicious	ADJ
ajird-63	102	6	samples	sample	NOUN
ajird-63	102	7	provided	provide	VERB
ajird-63	102	8	by	by	ADP
ajird-63	102	9	acer	acer	PROPN
ajird-63	102	10	edc	edc	PROPN
ajird-63	102	11	company	company	PROPN
ajird-63	102	12	and	and	CCONJ
ajird-63	102	13	additional	additional	ADJ
ajird-63	102	14	20	20	NUM
ajird-63	102	15	known	know	VERB
ajird-63	102	16	nonmalicious	nonmalicious	ADJ
ajird-63	102	17	samples	sample	NOUN
ajird-63	102	18	generated	generate	VERB
ajird-63	102	19	by	by	ADP
ajird-63	102	20	ourselves	ourselves	PRON
ajird-63	102	21	are	be	AUX
ajird-63	102	22	used	use	VERB
ajird-63	102	23	as	as	ADP
ajird-63	102	24	the	the	DET
ajird-63	102	25	experimental	experimental	ADJ
ajird-63	102	26	samples	sample	NOUN
ajird-63	102	27	for	for	ADP
ajird-63	102	28	the	the	DET
ajird-63	102	29	proposed	propose	VERB
ajird-63	102	30	it2fls	it2fls	PROPN
ajird-63	102	31	.	.	PUNCT
ajird-63	103	1	the	the	DET
ajird-63	103	2	performance	performance	NOUN
ajird-63	103	3	of	of	ADP
ajird-63	103	4	the	the	DET
ajird-63	103	5	proposed	propose	VERB
ajird-63	103	6	approach	approach	NOUN
ajird-63	103	7	is	be	AUX
ajird-63	103	8	evaluated	evaluate	VERB
ajird-63	103	9	according	accord	VERB
ajird-63	103	10	to	to	ADP
ajird-63	103	11	the	the	DET
ajird-63	103	12	criteria	criterion	NOUN
ajird-63	103	13	such	such	ADJ
ajird-63	103	14	as	as	ADP
ajird-63	103	15	accuracy	accuracy	NOUN
ajird-63	103	16	,	,	PUNCT
ajird-63	103	17	precision	precision	NOUN
ajird-63	103	18	,	,	PUNCT
ajird-63	103	19	and	and	CCONJ
ajird-63	103	20	recall	recall	NOUN
ajird-63	103	21	.	.	PUNCT
ajird-63	104	1	figure	figure	NOUN
ajird-63	104	2	1	1	NUM
ajird-63	104	3	shows	show	VERB
ajird-63	104	4	the	the	DET
ajird-63	104	5	curves	curve	NOUN
ajird-63	104	6	of	of	ADP
ajird-63	104	7	accuracy	accuracy	NOUN
ajird-63	104	8	,	,	PUNCT
ajird-63	104	9	precision	precision	NOUN
ajird-63	104	10	and	and	CCONJ
ajird-63	104	11	recall	recall	NOUN
ajird-63	104	12	when	when	SCONJ
ajird-63	104	13	we	we	PRON
ajird-63	104	14	use	use	VERB
ajird-63	104	15	the	the	DET
ajird-63	104	16	vt	vt	PROPN
ajird-63	104	17	website	website	NOUN
ajird-63	104	18	to	to	PART
ajird-63	104	19	simulate	simulate	VERB
ajird-63	104	20	the	the	DET
ajird-63	104	21	70	70	NUM
ajird-63	104	22	experimental	experimental	ADJ
ajird-63	104	23	samples	sample	NOUN
ajird-63	104	24	.	.	PUNCT
ajird-63	105	1	all	all	DET
ajird-63	105	2	values	value	NOUN
ajird-63	105	3	of	of	ADP
ajird-63	105	4	precision	precision	NOUN
ajird-63	105	5	are	be	AUX
ajird-63	105	6	100	100	NUM
ajird-63	105	7	%	%	NOUN
ajird-63	105	8	for	for	ADP
ajird-63	105	9	each	each	DET
ajird-63	105	10	threshold	threshold	NOUN
ajird-63	105	11	in	in	ADP
ajird-63	105	12	figure	figure	NOUN
ajird-63	105	13	1	1	NUM
ajird-63	105	14	.	.	PUNCT
ajird-63	106	1	the	the	DET
ajird-63	106	2	reason	reason	NOUN
ajird-63	106	3	is	be	AUX
ajird-63	106	4	because	because	SCONJ
ajird-63	106	5	no	no	DET
ajird-63	106	6	any	any	DET
ajird-63	106	7	antivirus	antivirus	NOUN
ajird-63	106	8	vendors	vendor	NOUN
ajird-63	106	9	on	on	ADP
ajird-63	106	10	the	the	DET
ajird-63	106	11	vt	vt	PROPN
ajird-63	106	12	website	website	NOUN
ajird-63	106	13	analyze	analyze	VERB
ajird-63	106	14	20	20	NUM
ajird-63	106	15	known	know	VERB
ajird-63	106	16	non	non	ADJ
ajird-63	106	17	-	-	ADJ
ajird-63	106	18	malicious	malicious	ADJ
ajird-63	106	19	experimental	experimental	ADJ
ajird-63	106	20	samples	sample	NOUN
ajird-63	106	21	to	to	PART
ajird-63	106	22	be	be	AUX
ajird-63	106	23	a	a	DET
ajird-63	106	24	malware	malware	NOUN
ajird-63	106	25	.	.	PUNCT
ajird-63	107	1	besides	besides	ADV
ajird-63	107	2	,	,	PUNCT
ajird-63	107	3	figure	figure	NOUN
ajird-63	107	4	1	1	NUM
ajird-63	107	5	also	also	ADV
ajird-63	107	6	shows	show	VERB
ajird-63	107	7	that	that	DET
ajird-63	107	8	accuracy	accuracy	NOUN
ajird-63	107	9	and	and	CCONJ
ajird-63	107	10	recall	recall	NOUN
ajird-63	107	11	has	have	VERB
ajird-63	107	12	a	a	DET
ajird-63	107	13	tendency	tendency	NOUN
ajird-63	107	14	to	to	PART
ajird-63	107	15	decrease	decrease	VERB
ajird-63	107	16	when	when	SCONJ
ajird-63	107	17	the	the	DET
ajird-63	107	18	threshold	threshold	NOUN
ajird-63	107	19	value	value	NOUN
ajird-63	107	20	is	be	AUX
ajird-63	107	21	increased	increase	VERB
ajird-63	107	22	.	.	PUNCT
ajird-63	108	1	the	the	DET
ajird-63	108	2	curves	curve	NOUN
ajird-63	108	3	of	of	ADP
ajird-63	108	4	accuracy	accuracy	NOUN
ajird-63	108	5	,	,	PUNCT
ajird-63	108	6	precision	precision	NOUN
ajird-63	108	7	and	and	CCONJ
ajird-63	108	8	recall	recall	VERB
ajird-63	108	9	for	for	ADP
ajird-63	108	10	using	use	VERB
ajird-63	108	11	the	the	DET
ajird-63	108	12	it2fls	it2fls	PROPN
ajird-63	108	13	to	to	PART
ajird-63	108	14	analyze	analyze	VERB
ajird-63	108	15	the	the	DET
ajird-63	108	16	70	70	NUM
ajird-63	108	17	experimental	experimental	ADJ
ajird-63	108	18	samples	sample	NOUN
ajird-63	108	19	based	base	VERB
ajird-63	108	20	on	on	ADP
ajird-63	108	21	the	the	DET
ajird-63	108	22	1360	1360	NUM
ajird-63	108	23	known	know	VERB
ajird-63	108	24	malicious	malicious	ADJ
ajird-63	108	25	samples	sample	NOUN
ajird-63	108	26	are	be	AUX
ajird-63	108	27	also	also	ADV
ajird-63	108	28	shown	show	VERB
ajird-63	108	29	in	in	ADP
ajird-63	108	30	figure	figure	NOUN
ajird-63	108	31	2	2	NUM
ajird-63	108	32	.	.	PUNCT
ajird-63	109	1	most	most	ADJ
ajird-63	109	2	values	value	NOUN
ajird-63	109	3	of	of	ADP
ajird-63	109	4	accuracy	accuracy	NOUN
ajird-63	109	5	in	in	ADP
ajird-63	109	6	figure	figure	NOUN
ajird-63	109	7	2	2	NUM
ajird-63	109	8	are	be	AUX
ajird-63	109	9	higher	high	ADJ
ajird-63	109	10	than	than	ADP
ajird-63	109	11	the	the	DET
ajird-63	109	12	ones	one	NOUN
ajird-63	109	13	in	in	ADP
ajird-63	109	14	figure	figure	NOUN
ajird-63	109	15	2	2	NUM
ajird-63	109	16	when	when	SCONJ
ajird-63	109	17	the	the	DET
ajird-63	109	18	threshold	threshold	NOUN
ajird-63	109	19	is	be	AUX
ajird-63	109	20	higher	high	ADJ
ajird-63	109	21	than	than	ADP
ajird-63	109	22	0.5	0.5	NUM
ajird-63	109	23	.	.	PUNCT
ajird-63	110	1	however	however	ADV
ajird-63	110	2	,	,	PUNCT
ajird-63	110	3	if	if	SCONJ
ajird-63	110	4	a	a	DET
ajird-63	110	5	brand	brand	NOUN
ajird-63	110	6	new	new	ADJ
ajird-63	110	7	malware	malware	NOUN
ajird-63	110	8	is	be	AUX
ajird-63	110	9	uploaded	upload	VERB
ajird-63	110	10	to	to	ADP
ajird-63	110	11	the	the	DET
ajird-63	110	12	vt	vt	PROPN
ajird-63	110	13	website	website	NOUN
ajird-63	110	14	,	,	PUNCT
ajird-63	110	15	the	the	DET
ajird-63	110	16	probability	probability	NOUN
ajird-63	110	17	that	that	SCONJ
ajird-63	110	18	any	any	DET
ajird-63	110	19	antivirus	antivirus	NOUN
ajird-63	110	20	vendor	vendor	NOUN
ajird-63	110	21	judges	judge	VERB
ajird-63	110	22	it	it	PRON
ajird-63	110	23	is	be	AUX
ajird-63	110	24	a	a	DET
ajird-63	110	25	malware	malware	NOUN
ajird-63	110	26	is	be	AUX
ajird-63	110	27	relatively	relatively	ADV
ajird-63	110	28	very	very	ADV
ajird-63	110	29	low	low	ADJ
ajird-63	110	30	because	because	SCONJ
ajird-63	110	31	these	these	DET
ajird-63	110	32	antivirus	antivirus	NOUN
ajird-63	110	33	vendors	vendor	NOUN
ajird-63	110	34	have	have	VERB
ajird-63	110	35	no	no	DET
ajird-63	110	36	its	its	PRON
ajird-63	110	37	signatures	signature	NOUN
ajird-63	110	38	.	.	PUNCT
ajird-63	111	1	on	on	ADP
ajird-63	111	2	the	the	DET
ajird-63	111	3	other	other	ADJ
ajird-63	111	4	hand	hand	NOUN
ajird-63	111	5	,	,	PUNCT
ajird-63	111	6	users	user	NOUN
ajird-63	111	7	can	can	AUX
ajird-63	111	8	not	not	PART
ajird-63	111	9	know	know	VERB
ajird-63	111	10	if	if	SCONJ
ajird-63	111	11	the	the	DET
ajird-63	111	12	attachment	attachment	NOUN
ajird-63	111	13	contains	contain	VERB
ajird-63	111	14	the	the	DET
ajird-63	111	15	malware	malware	NOUN
ajird-63	111	16	or	or	CCONJ
ajird-63	111	17	not	not	PART
ajird-63	111	18	until	until	SCONJ
ajird-63	111	19	they	they	PRON
ajird-63	111	20	manually	manually	ADV
ajird-63	111	21	upload	upload	VERB
ajird-63	111	22	it	it	PRON
ajird-63	111	23	to	to	ADP
ajird-63	111	24	the	the	DET
ajird-63	111	25	vt	vt	PROPN
ajird-63	111	26	website	website	NOUN
ajird-63	111	27	to	to	PART
ajird-63	111	28	make	make	VERB
ajird-63	111	29	the	the	DET
ajird-63	111	30	analysis	analysis	NOUN
ajird-63	111	31	.	.	PUNCT
ajird-63	112	1	after	after	ADP
ajird-63	112	2	that	that	PRON
ajird-63	112	3	,	,	PUNCT
ajird-63	112	4	vt	vt	PROPN
ajird-63	112	5	website	website	NOUN
ajird-63	112	6	still	still	ADV
ajird-63	112	7	can	can	AUX
ajird-63	112	8	not	not	PART
ajird-63	112	9	give	give	VERB
ajird-63	112	10	users	user	NOUN
ajird-63	112	11	an	an	DET
ajird-63	112	12	answer	answer	NOUN
ajird-63	112	13	because	because	SCONJ
ajird-63	112	14	vt	vt	PROPN
ajird-63	112	15	only	only	ADV
ajird-63	112	16	tells	tell	VERB
ajird-63	112	17	the	the	DET
ajird-63	112	18	users	user	NOUN
ajird-63	112	19	how	how	SCONJ
ajird-63	112	20	many	many	ADJ
ajird-63	112	21	antivirus	antivirus	NOUN
ajird-63	112	22	vendors	vendor	NOUN
ajird-63	112	23	consider	consider	VERB
ajird-63	112	24	it	it	PRON
ajird-63	112	25	a	a	DET
ajird-63	112	26	malware	malware	NOUN
ajird-63	112	27	.	.	PUNCT
ajird-63	113	1	hence	hence	ADV
ajird-63	113	2	,	,	PUNCT
ajird-63	113	3	mit	mit	VERB
ajird-63	113	4	with	with	ADP
ajird-63	113	5	the	the	DET
ajird-63	113	6	proposed	propose	VERB
ajird-63	113	7	it2fls	it2fls	PROPN
ajird-63	113	8	has	have	VERB
ajird-63	113	9	some	some	DET
ajird-63	113	10	strengths	strength	NOUN
ajird-63	113	11	to	to	PART
ajird-63	113	12	improve	improve	VERB
ajird-63	113	13	the	the	DET
ajird-63	113	14	above	above	ADJ
ajird-63	113	15	weaknesses	weakness	NOUN
ajird-63	113	16	.	.	PUNCT
ajird-63	114	1	its	its	PRON
ajird-63	114	2	strengths	strength	NOUN
ajird-63	114	3	are	be	AUX
ajird-63	114	4	as	as	SCONJ
ajird-63	114	5	follows	follow	VERB
ajird-63	114	6	:	:	PUNCT
ajird-63	114	7	(	(	PUNCT
ajird-63	114	8	1	1	X
ajird-63	114	9	)	)	PUNCT
ajird-63	114	10	mit	mit	NOUN
ajird-63	114	11	is	be	AUX
ajird-63	114	12	able	able	ADJ
ajird-63	114	13	to	to	PART
ajird-63	114	14	automatically	automatically	ADV
ajird-63	114	15	proceed	proceed	VERB
ajird-63	114	16	a	a	DET
ajird-63	114	17	malicious	malicious	ADJ
ajird-63	114	18	analysis	analysis	NOUN
ajird-63	114	19	;	;	PUNCT
ajird-63	114	20	(	(	PUNCT
ajird-63	114	21	2	2	X
ajird-63	114	22	)	)	PUNCT
ajird-63	114	23	current	current	ADJ
ajird-63	114	24	malware	malware	NOUN
ajird-63	114	25	-	-	PUNCT
ajird-63	114	26	analyzing	analyze	VERB
ajird-63	114	27	toolkits	toolkit	NOUN
ajird-63	114	28	on	on	ADP
ajird-63	114	29	the	the	DET
ajird-63	114	30	market	market	NOUN
ajird-63	114	31	only	only	ADV
ajird-63	114	32	can	can	AUX
ajird-63	114	33	do	do	VERB
ajird-63	114	34	the	the	DET
ajird-63	114	35	analysis	analysis	NOUN
ajird-63	114	36	but	but	CCONJ
ajird-63	114	37	can	can	AUX
ajird-63	114	38	not	not	PART
ajird-63	114	39	give	give	VERB
ajird-63	114	40	users	user	NOUN
ajird-63	114	41	an	an	DET
ajird-63	114	42	answer	answer	NOUN
ajird-63	114	43	after	after	ADP
ajird-63	114	44	analyzing	analyze	VERB
ajird-63	114	45	a	a	DET
ajird-63	114	46	suspicious	suspicious	ADJ
ajird-63	114	47	unknown	unknown	ADJ
ajird-63	114	48	file	file	NOUN
ajird-63	114	49	or	or	CCONJ
ajird-63	114	50	attachment	attachment	NOUN
ajird-63	114	51	.	.	PUNCT
ajird-63	115	1	on	on	ADP
ajird-63	115	2	the	the	DET
ajird-63	115	3	contrary	contrary	NOUN
ajird-63	115	4	,	,	PUNCT
ajird-63	115	5	mit	mit	PROPN
ajird-63	115	6	can	can	AUX
ajird-63	115	7	give	give	VERB
ajird-63	115	8	users	user	NOUN
ajird-63	115	9	a	a	DET
ajird-63	115	10	possibility	possibility	NOUN
ajird-63	115	11	that	that	SCONJ
ajird-63	115	12	the	the	DET
ajird-63	115	13	analyzed	analyze	VERB
ajird-63	115	14	file	file	NOUN
ajird-63	115	15	or	or	CCONJ
ajird-63	115	16	attachment	attachment	NOUN
ajird-63	115	17	contains	contain	VERB
ajird-63	115	18	a	a	DET
ajird-63	115	19	malware	malware	NOUN
ajird-63	115	20	;	;	PUNCT
ajird-63	115	21	(	(	PUNCT
ajird-63	115	22	3	3	X
ajird-63	115	23	)	)	PUNCT
ajird-63	115	24	mit	mit	NOUN
ajird-63	115	25	can	can	AUX
ajird-63	115	26	do	do	VERB
ajird-63	115	27	the	the	DET
ajird-63	115	28	malicious	malicious	ADJ
ajird-63	115	29	analysis	analysis	NOUN
ajird-63	115	30	no	no	ADV
ajird-63	115	31	matter	matter	ADV
ajird-63	115	32	whether	whether	SCONJ
ajird-63	115	33	the	the	DET
ajird-63	115	34	malware	malware	NOUN
ajird-63	115	35	is	be	AUX
ajird-63	115	36	with	with	ADP
ajird-63	115	37	anti	anti	ADJ
ajird-63	115	38	-	-	ADJ
ajird-63	115	39	vm	vm	NOUN
ajird-63	115	40	techniques	technique	NOUN
ajird-63	115	41	because	because	SCONJ
ajird-63	115	42	mit	mit	NOUN
ajird-63	115	43	is	be	AUX
ajird-63	115	44	capable	capable	ADJ
ajird-63	115	45	of	of	ADP
ajird-63	115	46	operating	operate	VERB
ajird-63	115	47	in	in	ADP
ajird-63	115	48	a	a	DET
ajird-63	115	49	virtual	virtual	ADJ
ajird-63	115	50	-	-	PUNCT
ajird-63	115	51	physical	physical	ADJ
ajird-63	115	52	hybrid	hybrid	ADJ
ajird-63	115	53	environment	environment	NOUN
ajird-63	115	54	;	;	PUNCT
ajird-63	115	55	(	(	PUNCT
ajird-63	115	56	4	4	X
ajird-63	115	57	)	)	PUNCT
ajird-63	115	58	mit	mit	NOUN
ajird-63	115	59	can	can	AUX
ajird-63	115	60	simultaneously	simultaneously	ADV
ajird-63	115	61	proceed	proceed	VERB
ajird-63	115	62	the	the	DET
ajird-63	115	63	malicious	malicious	ADJ
ajird-63	115	64	analysis	analysis	NOUN
ajird-63	115	65	on	on	ADP
ajird-63	115	66	various	various	ADJ
ajird-63	115	67	operation	operation	NOUN
ajird-63	115	68	systems	system	NOUN
ajird-63	115	69	to	to	PART
ajird-63	115	70	reduce	reduce	VERB
ajird-63	115	71	the	the	DET
ajird-63	115	72	probability	probability	NOUN
ajird-63	115	73	of	of	ADP
ajird-63	115	74	making	make	VERB
ajird-63	115	75	an	an	DET
ajird-63	115	76	incorrect	incorrect	ADJ
ajird-63	115	77	judgment	judgment	NOUN
ajird-63	115	78	only	only	ADV
ajird-63	115	79	when	when	SCONJ
ajird-63	115	80	the	the	DET
ajird-63	115	81	malware	malware	NOUN
ajird-63	115	82	is	be	AUX
ajird-63	115	83	actuated	actuate	VERB
ajird-63	115	84	under	under	ADP
ajird-63	115	85	a	a	DET
ajird-63	115	86	specific	specific	ADJ
ajird-63	115	87	environment	environment	NOUN
ajird-63	115	88	.	.	PUNCT
ajird-63	116	1	american	american	ADJ
ajird-63	116	2	journal	journal	PROPN
ajird-63	116	3	of	of	ADP
ajird-63	116	4	interdisciplinary	interdisciplinary	ADJ
ajird-63	116	5	research	research	NOUN
ajird-63	116	6	and	and	CCONJ
ajird-63	116	7	development	development	NOUN
ajird-63	116	8	issn	issn	PROPN
ajird-63	116	9	online	online	NOUN
ajird-63	116	10	:	:	PUNCT
ajird-63	116	11	2771	2771	NUM
ajird-63	116	12	-	-	SYM
ajird-63	116	13	8948	8948	NUM
ajird-63	116	14	website	website	NOUN
ajird-63	116	15	:	:	PUNCT
ajird-63	116	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	116	17	volume	volume	NOUN
ajird-63	116	18	02	02	NUM
ajird-63	116	19	,	,	PUNCT
ajird-63	116	20	march	march	NOUN
ajird-63	116	21	,	,	PUNCT
ajird-63	116	22	2022	2022	NUM
ajird-63	116	23	102	102	NUM
ajird-63	117	1	|	|	ADV
ajird-63	117	2	p	p	NOUN
ajird-63	117	3	a	a	DET
ajird-63	117	4	g	g	NOUN
ajird-63	117	5	e	e	NOUN
ajird-63	117	6	conclusion	conclusion	NOUN
ajird-63	117	7	in	in	ADP
ajird-63	117	8	this	this	DET
ajird-63	117	9	paper	paper	NOUN
ajird-63	117	10	,	,	PUNCT
ajird-63	117	11	we	we	PRON
ajird-63	117	12	present	present	VERB
ajird-63	117	13	a	a	DET
ajird-63	117	14	novel	novel	ADJ
ajird-63	117	15	interval	interval	NOUN
ajird-63	117	16	type-2	type-2	NUM
ajird-63	117	17	fuzzy	fuzzy	ADJ
ajird-63	117	18	ontology	ontology	NOUN
ajird-63	117	19	methodology	methodology	NOUN
ajird-63	117	20	for	for	ADP
ajird-63	117	21	an	an	DET
ajird-63	117	22	automation	automation	NOUN
ajird-63	117	23	hybrid	hybrid	ADJ
ajird-63	117	24	malware	malware	NOUN
ajird-63	117	25	analysis	analysis	NOUN
ajird-63	117	26	system	system	NOUN
ajird-63	117	27	to	to	PART
ajird-63	117	28	analyze	analyze	VERB
ajird-63	117	29	malware	malware	NOUN
ajird-63	117	30	behavior	behavior	NOUN
ajird-63	117	31	.	.	PUNCT
ajird-63	118	1	analyzing	analyze	VERB
ajird-63	118	2	the	the	DET
ajird-63	118	3	malware	malware	NOUN
ajird-63	118	4	behavior	behavior	NOUN
ajird-63	118	5	is	be	AUX
ajird-63	118	6	full	full	ADJ
ajird-63	118	7	of	of	ADP
ajird-63	118	8	uncertainty	uncertainty	NOUN
ajird-63	118	9	,	,	PUNCT
ajird-63	118	10	the	the	DET
ajird-63	118	11	problem	problem	NOUN
ajird-63	118	12	of	of	ADP
ajird-63	118	13	detaching	detach	VERB
ajird-63	118	14	the	the	DET
ajird-63	118	15	similarity	similarity	NOUN
ajird-63	118	16	behavior	behavior	NOUN
ajird-63	118	17	from	from	ADP
ajird-63	118	18	the	the	DET
ajird-63	118	19	known	know	VERB
ajird-63	118	20	malicious	malicious	ADJ
ajird-63	118	21	behavior	behavior	NOUN
ajird-63	118	22	to	to	PART
ajird-63	118	23	be	be	AUX
ajird-63	118	24	the	the	DET
ajird-63	118	25	baseline	baseline	NOUN
ajird-63	118	26	becomes	become	VERB
ajird-63	118	27	even	even	ADV
ajird-63	118	28	more	more	ADV
ajird-63	118	29	complicated	complicated	ADJ
ajird-63	118	30	.	.	PUNCT
ajird-63	119	1	compared	compare	VERB
ajird-63	119	2	to	to	ADP
ajird-63	119	3	the	the	DET
ajird-63	119	4	results	result	NOUN
ajird-63	119	5	running	run	VERB
ajird-63	119	6	on	on	ADP
ajird-63	119	7	vt	vt	PROPN
ajird-63	119	8	website	website	NOUN
ajird-63	119	9	,	,	PUNCT
ajird-63	119	10	the	the	DET
ajird-63	119	11	simulation	simulation	NOUN
ajird-63	119	12	results	result	NOUN
ajird-63	119	13	also	also	ADV
ajird-63	119	14	show	show	VERB
ajird-63	119	15	similar	similar	ADJ
ajird-63	119	16	results	result	NOUN
ajird-63	119	17	for	for	ADP
ajird-63	119	18	the	the	DET
ajird-63	119	19	malicious	malicious	ADJ
ajird-63	119	20	detection	detection	NOUN
ajird-63	119	21	.	.	PUNCT
ajird-63	120	1	in	in	ADP
ajird-63	120	2	other	other	ADJ
ajird-63	120	3	words	word	NOUN
ajird-63	120	4	,	,	PUNCT
ajird-63	120	5	by	by	ADP
ajird-63	120	6	utilizing	utilize	VERB
ajird-63	120	7	the	the	DET
ajird-63	120	8	it2fls	it2fls	PROPN
ajird-63	120	9	,	,	PUNCT
ajird-63	120	10	the	the	DET
ajird-63	120	11	proposed	propose	VERB
ajird-63	120	12	system	system	NOUN
ajird-63	120	13	obtains	obtain	VERB
ajird-63	120	14	the	the	DET
ajird-63	120	15	good	good	ADJ
ajird-63	120	16	results	result	NOUN
ajird-63	120	17	for	for	ADP
ajird-63	120	18	unknown	unknown	ADJ
ajird-63	120	19	and	and	CCONJ
ajird-63	120	20	uncertain	uncertain	ADJ
ajird-63	120	21	malware	malware	NOUN
ajird-63	120	22	’s	’s	PART
ajird-63	120	23	behavioral	behavioral	ADJ
ajird-63	120	24	extraction	extraction	NOUN
ajird-63	120	25	and	and	CCONJ
ajird-63	120	26	analysis	analysis	NOUN
ajird-63	120	27	.	.	PUNCT
ajird-63	121	1	the	the	DET
ajird-63	121	2	experimental	experimental	ADJ
ajird-63	121	3	results	result	NOUN
ajird-63	121	4	also	also	ADV
ajird-63	121	5	show	show	VERB
ajird-63	121	6	that	that	SCONJ
ajird-63	121	7	the	the	DET
ajird-63	121	8	proposed	propose	VERB
ajird-63	121	9	it2fls	it2fls	PROPN
ajird-63	121	10	can	can	AUX
ajird-63	121	11	perform	perform	VERB
ajird-63	121	12	effectively	effectively	ADV
ajird-63	121	13	.	.	PUNCT
ajird-63	122	1	in	in	ADP
ajird-63	122	2	the	the	DET
ajird-63	122	3	future	future	NOUN
ajird-63	122	4	,	,	PUNCT
ajird-63	122	5	we	we	PRON
ajird-63	122	6	will	will	AUX
ajird-63	122	7	continue	continue	VERB
ajird-63	122	8	analyzing	analyze	VERB
ajird-63	122	9	the	the	DET
ajird-63	122	10	behavior	behavior	NOUN
ajird-63	122	11	of	of	ADP
ajird-63	122	12	the	the	DET
ajird-63	122	13	known	know	VERB
ajird-63	122	14	malicious	malicious	ADJ
ajird-63	122	15	samples	sample	NOUN
ajird-63	122	16	and	and	CCONJ
ajird-63	122	17	define	define	VERB
ajird-63	122	18	more	more	ADV
ajird-63	122	19	reasonable	reasonable	ADJ
ajird-63	122	20	range	range	NOUN
ajird-63	122	21	for	for	SCONJ
ajird-63	122	22	the	the	DET
ajird-63	122	23	t2fs	t2fs	PROPN
ajird-63	122	24	of	of	ADP
ajird-63	122	25	the	the	DET
ajird-63	122	26	fuzzy	fuzzy	ADJ
ajird-63	122	27	variable	variable	NOUN
ajird-63	122	28	with	with	ADP
ajird-63	122	29	machine	machine	NOUN
ajird-63	122	30	learning	learning	NOUN
ajird-63	122	31	and	and	CCONJ
ajird-63	122	32	big	big	ADJ
ajird-63	122	33	data	datum	NOUN
ajird-63	122	34	analysis	analysis	NOUN
ajird-63	122	35	approach	approach	NOUN
ajird-63	122	36	to	to	PART
ajird-63	122	37	improve	improve	VERB
ajird-63	122	38	the	the	DET
ajird-63	122	39	proposed	propose	VERB
ajird-63	122	40	approach	approach	NOUN
ajird-63	122	41	’s	’s	PART
ajird-63	122	42	performance	performance	NOUN
ajird-63	122	43	.	.	PUNCT
ajird-63	123	1	this	this	PRON
ajird-63	123	2	also	also	ADV
ajird-63	123	3	is	be	AUX
ajird-63	123	4	extremely	extremely	ADV
ajird-63	123	5	challenging	challenging	ADJ
ajird-63	123	6	future	future	ADJ
ajird-63	123	7	work	work	NOUN
ajird-63	123	8	and	and	CCONJ
ajird-63	123	9	essential	essential	ADJ
ajird-63	123	10	for	for	ADP
ajird-63	123	11	a	a	DET
ajird-63	123	12	security	security	NOUN
ajird-63	123	13	solution	solution	NOUN
ajird-63	123	14	to	to	PART
ajird-63	123	15	be	be	AUX
ajird-63	123	16	useful	useful	ADJ
ajird-63	123	17	in	in	ADP
ajird-63	123	18	the	the	DET
ajird-63	123	19	everyday	everyday	ADJ
ajird-63	123	20	computing	compute	VERB
ajird-63	123	21	world	world	NOUN
ajird-63	123	22	.	.	PUNCT
ajird-63	124	1	references	reference	NOUN
ajird-63	124	2	1	1	NUM
ajird-63	124	3	.	.	PUNCT
ajird-63	124	4	h.	h.	PROPN
ajird-63	124	5	d.	d.	PROPN
ajird-63	124	6	huang	huang	PROPN
ajird-63	124	7	,	,	PUNCT
ajird-63	124	8	g.	g.	PROPN
ajird-63	124	9	acampora	acampora	PROPN
ajird-63	124	10	,	,	PUNCT
ajird-63	124	11	v.	v.	ADP
ajird-63	124	12	loia	loia	NOUN
ajird-63	124	13	,	,	PUNCT
ajird-63	124	14	c.	c.	PROPN
ajird-63	124	15	s.	s.	PROPN
ajird-63	124	16	lee	lee	PROPN
ajird-63	124	17	,	,	PUNCT
ajird-63	124	18	and	and	CCONJ
ajird-63	124	19	h.	h.	PROPN
ajird-63	124	20	y.	y.	PROPN
ajird-63	124	21	kao	kao	PROPN
ajird-63	124	22	,	,	PUNCT
ajird-63	124	23	"	"	PUNCT
ajird-63	124	24	applying	apply	VERB
ajird-63	124	25	fml	fml	NOUN
ajird-63	124	26	and	and	CCONJ
ajird-63	124	27	fuzzy	fuzzy	ADJ
ajird-63	124	28	ontologies	ontology	NOUN
ajird-63	124	29	to	to	PART
ajird-63	124	30	malware	malware	VERB
ajird-63	124	31	behavioral	behavioral	ADJ
ajird-63	124	32	analysis	analysis	NOUN
ajird-63	124	33	,	,	PUNCT
ajird-63	124	34	"	"	PUNCT
ajird-63	124	35	2	2	NUM
ajird-63	124	36	.	.	PUNCT
ajird-63	124	37	s.	s.	PROPN
ajird-63	124	38	y.	y.	PROPN
ajird-63	124	39	dai	dai	PROPN
ajird-63	124	40	,	,	PUNCT
ajird-63	124	41	y.	y.	PROPN
ajird-63	124	42	fyodor	fyodor	PROPN
ajird-63	124	43	,	,	PUNCT
ajird-63	124	44	s.	s.	PROPN
ajird-63	124	45	y.	y.	PROPN
ajird-63	124	46	kuo	kuo	PROPN
ajird-63	124	47	,	,	PUNCT
ajird-63	124	48	m.	m.	PROPN
ajird-63	124	49	w.	w.	PROPN
ajird-63	124	50	wu	wu	PROPN
ajird-63	124	51	,	,	PUNCT
ajird-63	124	52	and	and	CCONJ
ajird-63	124	53	y.	y.	PROPN
ajird-63	124	54	huang	huang	PROPN
ajird-63	124	55	,	,	PUNCT
ajird-63	124	56	"	"	PUNCT
ajird-63	124	57	malware	malware	NOUN
ajird-63	124	58	profiler	profiler	NOUN
ajird-63	124	59	based	base	VERB
ajird-63	124	60	on	on	ADP
ajird-63	124	61	innovative	innovative	ADJ
ajird-63	124	62	behavior	behavior	NOUN
ajird-63	124	63	-	-	PUNCT
ajird-63	124	64	awareness	awareness	NOUN
ajird-63	124	65	technique	technique	NOUN
ajird-63	124	66	,	,	PUNCT
ajird-63	124	67	"	"	PUNCT
ajird-63	124	68	.	.	PUNCT
ajird-63	125	1	3	3	X
ajird-63	125	2	.	.	X
ajird-63	125	3	s.	s.	PROPN
ajird-63	125	4	y.	y.	PROPN
ajird-63	125	5	dai	dai	PROPN
ajird-63	125	6	,	,	PUNCT
ajird-63	125	7	y.	y.	PROPN
ajird-63	125	8	fyodor	fyodor	PROPN
ajird-63	125	9	,	,	PUNCT
ajird-63	125	10	m.	m.	PROPN
ajird-63	125	11	w.	w.	PROPN
ajird-63	125	12	wu	wu	PROPN
ajird-63	125	13	,	,	PUNCT
ajird-63	125	14	y.	y.	PROPN
ajird-63	125	15	huang	huang	PROPN
ajird-63	125	16	,	,	PUNCT
ajird-63	125	17	and	and	CCONJ
ajird-63	125	18	s.	s.	PROPN
ajird-63	125	19	y.	y.	PROPN
ajird-63	125	20	kuo	kuo	PROPN
ajird-63	125	21	,	,	PUNCT
ajird-63	125	22	"	"	PUNCT
ajird-63	125	23	holography	holography	NOUN
ajird-63	125	24	:	:	PUNCT
ajird-63	125	25	a	a	DET
ajird-63	125	26	behaviorbased	behaviorbase	VERB
ajird-63	125	27	profiler	profiler	NOUN
ajird-63	125	28	for	for	ADP
ajird-63	125	29	malware	malware	NOUN
ajird-63	125	30	analysis	analysis	NOUN
ajird-63	125	31	,	,	PUNCT
ajird-63	125	32	"	"	PUNCT
ajird-63	125	33	.	.	PUNCT
ajird-63	125	34	4	4	X
ajird-63	125	35	.	.	X
ajird-63	125	36	g.	g.	PROPN
ajird-63	125	37	wagener	wagener	PROPN
ajird-63	125	38	,	,	PUNCT
ajird-63	125	39	r.	r.	PROPN
ajird-63	125	40	state	state	PROPN
ajird-63	125	41	,	,	PUNCT
ajird-63	125	42	and	and	CCONJ
ajird-63	125	43	a.	a.	NOUN
ajird-63	125	44	dulaunoy	dulaunoy	PROPN
ajird-63	125	45	,	,	PUNCT
ajird-63	125	46	"	"	PUNCT
ajird-63	125	47	malware	malware	NOUN
ajird-63	125	48	behaviour	behaviour	NOUN
ajird-63	125	49	analysis	analysis	NOUN
ajird-63	125	50	,	,	PUNCT
ajird-63	125	51	"	"	PUNCT
ajird-63	125	52	journal	journal	NOUN
ajird-63	125	53	in	in	ADP
ajird-63	125	54	computer	computer	NOUN
ajird-63	125	55	virology	virology	NOUN
ajird-63	125	56	,	,	PUNCT
ajird-63	125	57	vol	vol	NOUN
ajird-63	125	58	.	.	PROPN
ajird-63	125	59	4	4	NUM
ajird-63	125	60	,	,	PUNCT
ajird-63	125	61	no	no	INTJ
ajird-63	125	62	.	.	NOUN
ajird-63	125	63	4	4	NUM
ajird-63	125	64	,	,	PUNCT
ajird-63	125	65	pp	pp	ADJ
ajird-63	125	66	.	.	PUNCT
ajird-63	126	1	279	279	NUM
ajird-63	126	2	-	-	SYM
ajird-63	126	3	287	287	NUM
ajird-63	126	4	,	,	PUNCT
ajird-63	126	5	2008	2008	NUM
ajird-63	126	6	.	.	PUNCT
ajird-63	127	1	5	5	X
ajird-63	127	2	.	.	X
ajird-63	127	3	m.	m.	PROPN
ajird-63	127	4	k.	k.	PROPN
ajird-63	127	5	sun	sun	PROPN
ajird-63	127	6	,	,	PUNCT
ajird-63	127	7	m.	m.	NOUN
ajird-63	127	8	j.	j.	PROPN
ajird-63	127	9	lin	lin	PROPN
ajird-63	127	10	,	,	PUNCT
ajird-63	127	11	m.	m.	PROPN
ajird-63	127	12	chang	chang	PROPN
ajird-63	127	13	,	,	PUNCT
ajird-63	127	14	c.	c.	PROPN
ajird-63	127	15	s.	s.	PROPN
ajird-63	127	16	laih	laih	PROPN
ajird-63	127	17	,	,	PUNCT
ajird-63	127	18	and	and	CCONJ
ajird-63	127	19	h.	h.	PROPN
ajird-63	127	20	t.	t.	PROPN
ajird-63	127	21	lin	lin	PROPN
ajird-63	127	22	,	,	PUNCT
ajird-63	127	23	"	"	PUNCT
ajird-63	127	24	malware	malware	NOUN
ajird-63	127	25	virtualizationresistant	virtualizationresistant	NOUN
ajird-63	127	26	behavior	behavior	NOUN
ajird-63	127	27	detection	detection	NOUN
ajird-63	127	28	,	,	PUNCT
ajird-63	127	29	"	"	PUNCT
ajird-63	127	30	.	.	PUNCT
ajird-63	128	1	6	6	X
ajird-63	128	2	.	.	X
ajird-63	128	3	c.	c.	PROPN
ajird-63	128	4	s.	s.	PROPN
ajird-63	128	5	lee	lee	PROPN
ajird-63	128	6	,	,	PUNCT
ajird-63	128	7	z.	z.	PROPN
ajird-63	128	8	w.	w.	PROPN
ajird-63	128	9	jian	jian	PROPN
ajird-63	128	10	,	,	PUNCT
ajird-63	128	11	and	and	CCONJ
ajird-63	128	12	l.	l.	PROPN
ajird-63	128	13	k.	k.	PROPN
ajird-63	128	14	huang	huang	PROPN
ajird-63	128	15	,	,	PUNCT
ajird-63	128	16	"	"	PUNCT
ajird-63	128	17	a	a	DET
ajird-63	128	18	fuzzy	fuzzy	ADJ
ajird-63	128	19	ontology	ontology	NOUN
ajird-63	128	20	and	and	CCONJ
ajird-63	128	21	its	its	PRON
ajird-63	128	22	application	application	NOUN
ajird-63	128	23	to	to	ADP
ajird-63	128	24	news	news	NOUN
ajird-63	128	25	summarization	summarization	NOUN
ajird-63	128	26	,	,	PUNCT
ajird-63	128	27	"	"	PUNCT
ajird-63	128	28	.	.	PUNCT
ajird-63	129	1	7	7	X
ajird-63	129	2	.	.	X
ajird-63	129	3	g.	g.	PROPN
ajird-63	129	4	acampora	acampora	PROPN
ajird-63	129	5	and	and	CCONJ
ajird-63	129	6	v.	v.	ADP
ajird-63	129	7	loia	loia	NOUN
ajird-63	129	8	,	,	PUNCT
ajird-63	129	9	"	"	PUNCT
ajird-63	129	10	fuzzy	fuzzy	ADJ
ajird-63	129	11	control	control	NOUN
ajird-63	129	12	interoperability	interoperability	NOUN
ajird-63	129	13	and	and	CCONJ
ajird-63	129	14	scalability	scalability	NOUN
ajird-63	129	15	for	for	ADP
ajird-63	129	16	adaptive	adaptive	ADJ
ajird-63	129	17	domotic	domotic	ADJ
ajird-63	129	18	framework	framework	NOUN
ajird-63	129	19	,	,	PUNCT
ajird-63	129	20	"	"	PUNCT
ajird-63	129	21	.	.	PUNCT
ajird-63	130	1	8	8	X
ajird-63	130	2	.	.	PUNCT
ajird-63	130	3	h.	h.	PROPN
ajird-63	130	4	hagras	hagras	PROPN
ajird-63	130	5	and	and	CCONJ
ajird-63	130	6	c.	c.	PROPN
ajird-63	130	7	wagner	wagner	PROPN
ajird-63	130	8	,	,	PUNCT
ajird-63	130	9	"	"	PUNCT
ajird-63	130	10	towards	towards	ADP
ajird-63	130	11	the	the	DET
ajird-63	130	12	widespread	widespread	ADJ
ajird-63	130	13	use	use	NOUN
ajird-63	130	14	of	of	ADP
ajird-63	130	15	type-2	type-2	NUM
ajird-63	130	16	fuzzy	fuzzy	ADJ
ajird-63	130	17	logic	logic	NOUN
ajird-63	130	18	systems	system	NOUN
ajird-63	130	19	in	in	ADP
ajird-63	130	20	real	real	ADJ
ajird-63	130	21	world	world	NOUN
ajird-63	130	22	applications	application	NOUN
ajird-63	130	23	"	"	PUNCT
ajird-63	130	24	.	.	PUNCT
ajird-63	131	1	9	9	X
ajird-63	131	2	.	.	X
ajird-63	131	3	d.	d.	PROPN
ajird-63	131	4	wu	wu	PROPN
ajird-63	131	5	,	,	PUNCT
ajird-63	131	6	"	"	PUNCT
ajird-63	131	7	on	on	ADP
ajird-63	131	8	the	the	DET
ajird-63	131	9	fundamental	fundamental	ADJ
ajird-63	131	10	differences	difference	NOUN
ajird-63	131	11	between	between	ADP
ajird-63	131	12	type-1	type-1	PROPN
ajird-63	131	13	and	and	CCONJ
ajird-63	131	14	interval	interval	NOUN
ajird-63	131	15	type-2	type-2	NUM
ajird-63	131	16	fuzzy	fuzzy	ADJ
ajird-63	131	17	logic	logic	NOUN
ajird-63	131	18	controllers	controller	NOUN
ajird-63	131	19	,	,	PUNCT
ajird-63	131	20	"	"	PUNCT
ajird-63	131	21	.	.	PUNCT
ajird-63	132	1	10	10	NUM
ajird-63	132	2	.	.	PUNCT
ajird-63	132	3	c.	c.	PROPN
ajird-63	132	4	s.	s.	PROPN
ajird-63	132	5	lee	lee	PROPN
ajird-63	132	6	,	,	PUNCT
ajird-63	132	7	m.	m.	PROPN
ajird-63	132	8	h.	h.	PROPN
ajird-63	132	9	wang	wang	PROPN
ajird-63	132	10	,	,	PUNCT
ajird-63	132	11	and	and	CCONJ
ajird-63	132	12	h.	h.	PROPN
ajird-63	132	13	hagras	hagras	PROPN
ajird-63	132	14	,	,	PUNCT
ajird-63	132	15	"	"	PUNCT
ajird-63	132	16	a	a	DET
ajird-63	132	17	type-2	type-2	NUM
ajird-63	132	18	fuzzy	fuzzy	ADJ
ajird-63	132	19	ontology	ontology	NOUN
ajird-63	132	20	and	and	CCONJ
ajird-63	132	21	its	its	PRON
ajird-63	132	22	application	application	NOUN
ajird-63	132	23	to	to	ADP
ajird-63	132	24	personal	personal	ADJ
ajird-63	132	25	diabetic	diabetic	ADJ
ajird-63	132	26	-	-	PUNCT
ajird-63	132	27	diet	diet	NOUN
ajird-63	132	28	recommendation	recommendation	NOUN
ajird-63	132	29	,	,	PUNCT
ajird-63	132	30	"	"	PUNCT
ajird-63	132	31	.	.	PUNCT
ajird-63	133	1	11	11	NUM
ajird-63	133	2	.	.	PUNCT
ajird-63	133	3	u.	u.	PROPN
ajird-63	133	4	bayer	bayer	PROPN
ajird-63	133	5	,	,	PUNCT
ajird-63	133	6	i.	i.	PROPN
ajird-63	133	7	habibi	habibi	PROPN
ajird-63	133	8	,	,	PUNCT
ajird-63	133	9	d.	d.	PROPN
ajird-63	133	10	balzarotti	balzarotti	PROPN
ajird-63	133	11	,	,	PUNCT
ajird-63	133	12	e.	e.	PROPN
ajird-63	133	13	kirda	kirda	PROPN
ajird-63	133	14	,	,	PUNCT
ajird-63	133	15	and	and	CCONJ
ajird-63	133	16	c.	c.	PROPN
ajird-63	133	17	kruegel	kruegel	PROPN
ajird-63	133	18	,	,	PUNCT
ajird-63	133	19	"	"	PUNCT
ajird-63	133	20	insights	insight	NOUN
ajird-63	133	21	into	into	ADP
ajird-63	133	22	current	current	ADJ
ajird-63	133	23	malware	malware	NOUN
ajird-63	133	24	behavior	behavior	NOUN
ajird-63	133	25	,	,	PUNCT
ajird-63	133	26	"	"	PUNCT
ajird-63	133	27	2nd	2nd	ADJ
ajird-63	133	28	usenix	usenix	NOUN
ajird-63	133	29	workshop	workshop	NOUN
ajird-63	133	30	on	on	ADP
ajird-63	133	31	largescale	largescale	NOUN
ajird-63	133	32	exploits	exploit	NOUN
ajird-63	133	33	and	and	CCONJ
ajird-63	133	34	emergent	emergent	ADJ
ajird-63	133	35	threats	threat	NOUN
ajird-63	133	36	(	(	PUNCT
ajird-63	133	37	leet	leet	PROPN
ajird-63	133	38	)	)	PUNCT
ajird-63	133	39	,	,	PUNCT
ajird-63	133	40	boston	boston	PROPN
ajird-63	133	41	,	,	PUNCT
ajird-63	133	42	ma	ma	PROPN
ajird-63	133	43	,	,	PUNCT
ajird-63	133	44	2018	2018	NUM
ajird-63	133	45	.	.	PUNCT
ajird-63	134	1	american	american	ADJ
ajird-63	134	2	journal	journal	PROPN
ajird-63	134	3	of	of	ADP
ajird-63	134	4	interdisciplinary	interdisciplinary	ADJ
ajird-63	134	5	research	research	NOUN
ajird-63	134	6	and	and	CCONJ
ajird-63	134	7	development	development	NOUN
ajird-63	134	8	issn	issn	PROPN
ajird-63	134	9	online	online	NOUN
ajird-63	134	10	:	:	PUNCT
ajird-63	134	11	2771	2771	NUM
ajird-63	134	12	-	-	SYM
ajird-63	134	13	8948	8948	NUM
ajird-63	134	14	website	website	NOUN
ajird-63	134	15	:	:	PUNCT
ajird-63	134	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-63	134	17	volume	volume	NOUN
ajird-63	134	18	02	02	NUM
ajird-63	134	19	,	,	PUNCT
ajird-63	134	20	march	march	NOUN
ajird-63	134	21	,	,	PUNCT
ajird-63	134	22	2022	2022	NUM
ajird-63	134	23	103	103	NUM
ajird-63	135	1	|	|	ADV
ajird-63	135	2	p	p	NOUN
ajird-63	135	3	a	a	DET
ajird-63	135	4	g	g	NOUN
ajird-63	135	5	e	e	NOUN
ajird-63	135	6	12	12	NUM
ajird-63	135	7	.	.	PUNCT
ajird-63	136	1	akhmedovna	akhmedovna	PROPN
ajird-63	136	2	y.	y.	PROPN
ajird-63	136	3	t.	t.	PROPN
ajird-63	136	4	to	to	PART
ajird-63	136	5	develop	develop	VERB
ajird-63	136	6	students	student	NOUN
ajird-63	136	7	’	'	PUNCT
ajird-63	136	8	knowledge	knowledge	NOUN
ajird-63	136	9	,	,	PUNCT
ajird-63	136	10	skills	skill	NOUN
ajird-63	136	11	and	and	CCONJ
ajird-63	136	12	competencies	competency	NOUN
ajird-63	136	13	in	in	ADP
ajird-63	136	14	the	the	DET
ajird-63	136	15	organizational	organizational	ADJ
ajird-63	136	16	and	and	CCONJ
ajird-63	136	17	technical	technical	ADJ
ajird-63	136	18	aspects	aspect	NOUN
ajird-63	136	19	of	of	ADP
ajird-63	136	20	essay	essay	NOUN
ajird-63	136	21	//academicia	//academicia	PUNCT
ajird-63	136	22	:	:	PUNCT
ajird-63	136	23	an	an	DET
ajird-63	136	24	international	international	ADJ
ajird-63	136	25	multidisciplinary	multidisciplinary	ADJ
ajird-63	136	26	research	research	NOUN
ajird-63	136	27	journal	journal	NOUN
ajird-63	136	28	.	.	PUNCT
ajird-63	137	1	–	–	PUNCT
ajird-63	137	2	2021	2021	NUM
ajird-63	137	3	.	.	PUNCT
ajird-63	138	1	–	–	PUNCT
ajird-63	138	2	т	т	X
ajird-63	138	3	.	.	NOUN
ajird-63	138	4	11	11	NUM
ajird-63	138	5	.	.	X
ajird-63	138	6	–	–	PUNCT
ajird-63	138	7	№	№	NOUN
ajird-63	138	8	.	.	NOUN
ajird-63	139	1	2	2	NUM
ajird-63	139	2	.	.	X
ajird-63	139	3	–	–	PUNCT
ajird-63	139	4	с	с	NOUN
ajird-63	139	5	.	.	PUNCT
ajird-63	139	6	914	914	NUM
ajird-63	139	7	-	-	SYM
ajird-63	139	8	918	918	NUM
ajird-63	139	9	.	.	PUNCT