id	sid	tid	token	lemma	pos
work_ayatblpinzaztdzhilw6yqsi6m	1	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	1	3	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	5	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	1	7	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	8	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	1	9	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	1	10	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	11	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	12	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	1	14	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	16	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	17	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	1	18	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	19	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	1	20	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	1	21	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	22	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	23	Sana	Sana	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	24	Aurangzeb1	Aurangzeb1	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	26	*	*	NFP
work_ayatblpinzaztdzhilw6yqsi6m	1	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	28	Rao	Rao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	29	Naveed	Naveed	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	30	Bin	Bin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	31	Rais2	Rais2	NNS
work_ayatblpinzaztdzhilw6yqsi6m	1	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	33	*	*	NFP
work_ayatblpinzaztdzhilw6yqsi6m	1	34	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	35	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	36	Aleem3	Aleem3	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	38	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	39	Arshad	Arshad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	40	Islam3	Islam3	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	41	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	1	42	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	43	Azhar	Azhar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	44	Iqbal4	Iqbal4	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	45	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	1	46	Department	Department	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	47	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	48	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	49	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	50	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	51	National	National	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	52	University	University	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	53	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	54	Modern	Modern	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	55	Languages	Languages	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	1	56	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	57	Islamabad	Islamabad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	58	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	59	Islamabad	Islamabad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	60	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	61	ICT	ICT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	62	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	63	Pakistan	Pakistan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	64	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	1	65	College	College	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	66	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	67	Engineering	Engineering	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	68	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	1	69	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	70	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	71	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	72	Ajman	Ajman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	73	University	University	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	74	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	75	Ajman	Ajman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	76	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	77	United	United	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	78	Arab	Arab	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	79	Emirates	Emirates	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	80	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	1	81	Department	Department	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	82	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	83	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	84	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	85	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	86	National	National	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	87	University	University	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	88	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	89	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	90	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	1	91	Emerging	Emerging	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	92	Sciences	Sciences	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	1	93	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	94	Islamabad	Islamabad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	95	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	96	Islamabad	Islamabad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	97	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	98	ICT	ICT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	99	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	100	Pakistan	Pakistan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	101	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	1	102	School	School	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	103	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	104	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	105	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	106	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	1	107	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	108	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	1	109	SIST	SIST	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	110	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	1	111	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	112	Southwest	Southwest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	113	Jiaotong	Jiaotong	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	114	University	University	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	115	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	116	Chengdu	Chengdu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	117	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	1	118	China	China	NNP
work_ayatblpinzaztdzhilw6yqsi6m	1	119	*	*	NFP
work_ayatblpinzaztdzhilw6yqsi6m	1	120	These	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	1	121	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	1	122	contributed	contribute	VBD
work_ayatblpinzaztdzhilw6yqsi6m	1	123	equally	equally	RB
work_ayatblpinzaztdzhilw6yqsi6m	1	124	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	1	125	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	1	126	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	1	127	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	2	1	ABSTRACT	ABSTRACT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	2	2	Due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	2	3	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	2	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	2	5	expeditious	expeditious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	2	6	inclination	inclination	NN
work_ayatblpinzaztdzhilw6yqsi6m	2	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	2	8	online	online	NNP
work_ayatblpinzaztdzhilw6yqsi6m	2	9	services	service	NNS
work_ayatblpinzaztdzhilw6yqsi6m	2	10	usage	usage	NN
work_ayatblpinzaztdzhilw6yqsi6m	2	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	2	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	2	13	incidents	incident	NNS
work_ayatblpinzaztdzhilw6yqsi6m	2	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	2	15	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	2	16	proliferation	proliferation	NN
work_ayatblpinzaztdzhilw6yqsi6m	2	17	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	2	18	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	2	19	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	2	20	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	2	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	2	22	rise	rise	NN
work_ayatblpinzaztdzhilw6yqsi6m	2	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	3	1	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	3	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	3	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	3	4	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	3	5	hazardous	hazardous	JJ
work_ayatblpinzaztdzhilw6yqsi6m	3	6	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	7	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	8	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	3	9	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	10	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	3	12	victim	victim	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	14	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	15	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	3	16	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	3	17	regain	regain	VB
work_ayatblpinzaztdzhilw6yqsi6m	3	18	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	19	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	3	21	hijacked	hijacked	JJ
work_ayatblpinzaztdzhilw6yqsi6m	3	22	device	device	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	23	until	until	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	24	some	some	DT
work_ayatblpinzaztdzhilw6yqsi6m	3	25	form	form	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	26	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	3	27	compensation	compensation	NN
work_ayatblpinzaztdzhilw6yqsi6m	3	28	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	3	29	paid	pay	VBN
work_ayatblpinzaztdzhilw6yqsi6m	3	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	4	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	4	3	literature	literature	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	4	5	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	4	6	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	4	7	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	8	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	4	9	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	4	10	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	4	11	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	4	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	4	14	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	16	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	4	17	including	include	VBG
work_ayatblpinzaztdzhilw6yqsi6m	4	18	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	19	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	4	20	however	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	4	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	4	22	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	4	24	best	good	JJS
work_ayatblpinzaztdzhilw6yqsi6m	4	25	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	26	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	4	27	knowledge	knowledge	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	4	29	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	30	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	31	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	32	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	33	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	4	34	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	35	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	4	36	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	4	37	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	4	38	investigated	investigate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	4	39	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	40	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	4	41	purpose	purpose	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	42	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	4	43	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	44	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	4	45	today	today	NN
work_ayatblpinzaztdzhilw6yqsi6m	4	46	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	5	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	5	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	5	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	5	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	5	6	show	show	VBP
work_ayatblpinzaztdzhilw6yqsi6m	5	7	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	5	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	5	9	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	5	10	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	11	picture	picture	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	12	obtained	obtain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	5	13	via	via	IN
work_ayatblpinzaztdzhilw6yqsi6m	5	14	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	5	15	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	16	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	17	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	18	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	5	19	beneficial	beneficial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	5	20	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	5	21	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	5	22	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	5	23	obfuscated	obfuscate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	5	24	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	5	25	too	too	RB
work_ayatblpinzaztdzhilw6yqsi6m	5	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	6	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	6	2	evaluate	evaluate	VBP
work_ayatblpinzaztdzhilw6yqsi6m	6	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	6	4	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	6	5	obtained	obtain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	6	6	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	6	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	6	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	6	9	counters	counter	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	6	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	6	11	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	6	12	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	13	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	6	14	into	into	IN
work_ayatblpinzaztdzhilw6yqsi6m	6	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	6	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	6	17	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	18	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	19	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	20	categories	category	NNS
work_ayatblpinzaztdzhilw6yqsi6m	6	21	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	6	22	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	23	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	6	24	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	6	25	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	6	26	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	6	27	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	6	28	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	29	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	6	31	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	32	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	6	34	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	35	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	6	37	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	6	38	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	39	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	40	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	6	41	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	7	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	7	2	employed	employed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	7	3	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	7	4	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	7	5	comprises	comprise	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	7	6	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	7	7	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	7	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	7	9	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	7	10	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	7	11	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	7	12	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	7	13	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	7	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	7	15	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	7	16	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	7	17	collected	collect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	7	18	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	7	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	7	20	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	7	21	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	7	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	8	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	8	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	8	3	revealed	reveal	VBD
work_ayatblpinzaztdzhilw6yqsi6m	8	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	5	extracted	extract	VBN
work_ayatblpinzaztdzhilw6yqsi6m	8	6	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	7	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	8	8	play	play	VBP
work_ayatblpinzaztdzhilw6yqsi6m	8	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	8	10	substantial	substantial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	8	11	part	part	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	8	14	identification	identification	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	8	16	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	18	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	19	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	20	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	21	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	8	22	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	23	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	8	24	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	25	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	8	26	achieved	achieve	VBN
work_ayatblpinzaztdzhilw6yqsi6m	8	27	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	8	28	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	29	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	30	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	8	31	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	32	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	33	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	8	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	9	1	Subjects	Subjects	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	2	Artificial	Artificial	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	3	Intelligence	Intelligence	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	5	Data	Data	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	9	6	Mining	Mining	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	9	8	Machine	Machine	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	9	Learning	Learning	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	11	Scientific	Scientific	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	12	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	9	14	Simulation	Simulation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	16	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	9	18	Privacy	Privacy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	20	Operating	Operating	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	21	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	9	22	Keywords	Keywords	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	9	23	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	25	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	27	Performance	Performance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	9	28	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	9	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	30	Classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	9	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	32	Machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	9	33	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	9	34	INTRODUCTION	introduction	NN
work_ayatblpinzaztdzhilw6yqsi6m	9	35	Over	over	IN
work_ayatblpinzaztdzhilw6yqsi6m	9	36	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	9	37	past	past	JJ
work_ayatblpinzaztdzhilw6yqsi6m	9	38	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	9	39	years	year	NNS
work_ayatblpinzaztdzhilw6yqsi6m	9	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	9	41	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	9	42	exponential	exponential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	9	43	increase	increase	NN
work_ayatblpinzaztdzhilw6yqsi6m	9	44	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	9	45	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	9	46	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	9	47	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	9	48	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	9	49	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	9	50	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	10	1	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	10	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	10	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	4	sub	sub	JJ
work_ayatblpinzaztdzhilw6yqsi6m	10	5	-	-	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	6	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	10	8	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	9	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	10	10	hijacks	hijack	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	10	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	12	device	device	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	10	14	blocks	block	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	10	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	16	victim	victim	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	10	18	access	access	VB
work_ayatblpinzaztdzhilw6yqsi6m	10	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	20	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	10	21	until	until	IN
work_ayatblpinzaztdzhilw6yqsi6m	10	22	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	23	compensation	compensation	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	24	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	10	25	some	some	DT
work_ayatblpinzaztdzhilw6yqsi6m	10	26	form	form	NN
work_ayatblpinzaztdzhilw6yqsi6m	10	27	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	10	28	made	make	VBN
work_ayatblpinzaztdzhilw6yqsi6m	10	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	11	1	Typically	typically	RB
work_ayatblpinzaztdzhilw6yqsi6m	11	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	11	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	11	4	compensation	compensation	NN
work_ayatblpinzaztdzhilw6yqsi6m	11	5	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	11	6	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	11	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	11	8	form	form	NN
work_ayatblpinzaztdzhilw6yqsi6m	11	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	11	10	money	money	NN
work_ayatblpinzaztdzhilw6yqsi6m	11	11	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	11	12	concede	concede	VB
work_ayatblpinzaztdzhilw6yqsi6m	11	13	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	11	14	back	back	RB
work_ayatblpinzaztdzhilw6yqsi6m	11	15	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	11	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	11	17	victim	victim	NN
work_ayatblpinzaztdzhilw6yqsi6m	11	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	12	1	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	12	2	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	12	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	12	4	ability	ability	NN
work_ayatblpinzaztdzhilw6yqsi6m	12	5	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	12	6	harmfully	harmfully	RB
work_ayatblpinzaztdzhilw6yqsi6m	12	7	affect	affect	VB
work_ayatblpinzaztdzhilw6yqsi6m	12	8	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	12	9	kinds	kind	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	12	11	devices	device	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	12	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	12	13	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	12	14	personal	personal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	12	15	computers	computer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	12	17	servers	server	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	12	19	smartphones	smartphone	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	12	21	tablets	tablet	NNS
work_ayatblpinzaztdzhilw6yqsi6m	12	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	12	23	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	12	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	13	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	13	2	instance	instance	NN
work_ayatblpinzaztdzhilw6yqsi6m	13	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	13	4	multiple	multiple	JJ
work_ayatblpinzaztdzhilw6yqsi6m	13	5	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	13	6	variants	variant	NNS
work_ayatblpinzaztdzhilw6yqsi6m	13	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	13	8	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	13	9	including	include	VBG
work_ayatblpinzaztdzhilw6yqsi6m	13	10	WannaCry	WannaCry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	13	12	JAFF	JAFF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	13	14	Petya	Petya	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	15	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	13	16	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	13	17	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	13	18	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	13	19	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	13	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	13	21	Hampton	Hampton	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	13	23	Baig	Baig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	24	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	13	25	Zeadall	Zeadall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	13	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	13	27	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	13	28	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	13	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	14	1	How	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	14	2	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	14	3	cite	cite	VB
work_ayatblpinzaztdzhilw6yqsi6m	14	4	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	14	5	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	14	6	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	7	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	14	9	Rais	Rais	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	10	RNB	RNB	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	14	12	Aleem	Aleem	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	13	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	14	15	Islam	Islam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	16	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	14	18	Iqbal	Iqbal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	19	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	14	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	15	1	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	15	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	16	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	16	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	16	3	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	16	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	16	5	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	16	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	16	7	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	16	8	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	16	9	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	16	10	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	16	11	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	16	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	17	1	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	17	2	Comput	comput	NN
work_ayatblpinzaztdzhilw6yqsi6m	17	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	18	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	18	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	19	1	7	7	LS
work_ayatblpinzaztdzhilw6yqsi6m	19	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	19	3	e361	e361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	19	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	19	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	10	Submitted	submit	VBD
work_ayatblpinzaztdzhilw6yqsi6m	19	11	21	21	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	12	September	September	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	13	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	14	Accepted	accept	VBN
work_ayatblpinzaztdzhilw6yqsi6m	19	15	28	28	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	16	December	December	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	17	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	18	Published	publish	VBN
work_ayatblpinzaztdzhilw6yqsi6m	19	19	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	20	February	February	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	21	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	22	Corresponding	Corresponding	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	23	author	author	NN
work_ayatblpinzaztdzhilw6yqsi6m	19	24	Rao	Rao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	25	Naveed	Naveed	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	26	Bin	Bin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	27	Rais	Rais	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	19	29	r.rais@ajman.ac.ae	r.rais@ajman.ac.ae	.
work_ayatblpinzaztdzhilw6yqsi6m	19	30	Academic	academic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	19	31	editor	editor	NN
work_ayatblpinzaztdzhilw6yqsi6m	19	32	Yu	Yu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	33	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	19	34	Dong	Dong	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	35	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	36	Additional	Additional	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	37	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	38	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	19	39	Declarations	declaration	NNS
work_ayatblpinzaztdzhilw6yqsi6m	19	40	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	19	41	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	19	42	found	find	VBN
work_ayatblpinzaztdzhilw6yqsi6m	19	43	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	19	44	page	page	NN
work_ayatblpinzaztdzhilw6yqsi6m	19	45	19	19	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	46	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	47	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	48	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	19	49	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	50	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	19	51	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	52	Copyright	copyright	NN
work_ayatblpinzaztdzhilw6yqsi6m	19	53	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	19	54	Aurangzeb	Aurangzeb	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	19	55	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	56	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	19	57	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	20	1	Distributed	distribute	VBN
work_ayatblpinzaztdzhilw6yqsi6m	20	2	under	under	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	3	Creative	Creative	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	4	Commons	Commons	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	5	CC	CC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	20	7	BY	BY	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	8	4.0	4.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	9	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	10	mailto	mailto	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	11	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	20	12	r.	r.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	13	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	14	rais@	rais@	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	15	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	16	ajman.	ajman.	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	17	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	18	ac.	ac.	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	19	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	20	ae	ae	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	21	https://peerj.com/academic-boards/editors/	https://peerj.com/academic-boards/editors/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	22	https://peerj.com/academic-boards/editors/	https://peerj.com/academic-boards/editors/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	23	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	24	http://www.creativecommons.org/licenses/by/4.0/	http://www.creativecommons.org/licenses/by/4.0/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	25	http://www.creativecommons.org/licenses/by/4.0/	http://www.creativecommons.org/licenses/by/4.0/	XX
work_ayatblpinzaztdzhilw6yqsi6m	20	26	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNS
work_ayatblpinzaztdzhilw6yqsi6m	20	27	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	28	12	12	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	29	May	May	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	30	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	20	32	within	within	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	20	34	span	span	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	35	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	36	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	20	37	few	few	JJ
work_ayatblpinzaztdzhilw6yqsi6m	20	38	hours	hour	NNS
work_ayatblpinzaztdzhilw6yqsi6m	20	39	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	20	40	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	20	41	WannaCry	WannaCry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	42	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	43	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	20	44	Maurya	Maurya	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	45	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	46	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	47	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	48	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	20	49	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	50	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	20	51	infected	infect	VBD
work_ayatblpinzaztdzhilw6yqsi6m	20	52	more	more	JJR
work_ayatblpinzaztdzhilw6yqsi6m	20	53	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	54	70,000	70,000	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	55	desktop	desktop	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	56	devices	device	NNS
work_ayatblpinzaztdzhilw6yqsi6m	20	57	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	58	over	over	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	59	150	150	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	60	countries	country	NNS
work_ayatblpinzaztdzhilw6yqsi6m	20	61	across	across	IN
work_ayatblpinzaztdzhilw6yqsi6m	20	62	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	20	63	globe	globe	NN
work_ayatblpinzaztdzhilw6yqsi6m	20	64	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	20	65	Grant	Grant	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	66	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	20	67	Parkinson	Parkinson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	20	68	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	20	69	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	20	70	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	20	71	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	21	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	21	2	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	21	3	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	21	4	incurred	incur	VBN
work_ayatblpinzaztdzhilw6yqsi6m	21	5	due	due	JJ
work_ayatblpinzaztdzhilw6yqsi6m	21	6	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	21	7	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	21	8	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	21	9	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	21	10	quite	quite	RB
work_ayatblpinzaztdzhilw6yqsi6m	21	11	devastating	devastating	JJ
work_ayatblpinzaztdzhilw6yqsi6m	21	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	22	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	22	2	instance	instance	NN
work_ayatblpinzaztdzhilw6yqsi6m	22	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	22	4	CryptoWall_v3	CryptoWall_v3	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	5	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	22	6	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	22	7	Ali	Ali	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	22	9	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	10	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	22	11	Sgandurra	Sgandurra	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	12	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	22	13	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	14	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	22	16	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	22	18	caused	cause	VBD
work_ayatblpinzaztdzhilw6yqsi6m	22	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	22	20	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	22	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	22	22	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	22	23	estimated	estimate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	22	24	$	$	$
work_ayatblpinzaztdzhilw6yqsi6m	22	25	325	325	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	26	million	million	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	27	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	22	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	22	29	US	US	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	30	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	22	31	November	November	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	32	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	33	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	22	34	June	June	NNP
work_ayatblpinzaztdzhilw6yqsi6m	22	35	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	22	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	22	37	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	22	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	23	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	2	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	23	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	23	4	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	23	5	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	23	6	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	23	7	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	8	45	45	CD
work_ayatblpinzaztdzhilw6yqsi6m	23	9	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	23	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	23	12	companies	company	NNS
work_ayatblpinzaztdzhilw6yqsi6m	23	13	paid	pay	VBD
work_ayatblpinzaztdzhilw6yqsi6m	23	14	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	23	15	ransom	ransom	NN
work_ayatblpinzaztdzhilw6yqsi6m	23	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	23	17	recover	recover	VB
work_ayatblpinzaztdzhilw6yqsi6m	23	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	23	19	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	23	20	stored	store	VBN
work_ayatblpinzaztdzhilw6yqsi6m	23	21	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	22	infected	infected	JJ
work_ayatblpinzaztdzhilw6yqsi6m	23	23	machines	machine	NNS
work_ayatblpinzaztdzhilw6yqsi6m	23	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	23	25	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	23	26	increased	increase	VBD
work_ayatblpinzaztdzhilw6yqsi6m	23	27	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	28	58	58	CD
work_ayatblpinzaztdzhilw6yqsi6m	23	29	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	23	30	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	23	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	23	32	year	year	NN
work_ayatblpinzaztdzhilw6yqsi6m	23	33	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	23	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	23	35	Ramesh	Ramesh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	23	36	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	23	37	Menen	Menen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	23	38	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	23	39	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	23	40	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	23	41	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	24	1	Another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	24	2	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	24	3	attack	attack	NN
work_ayatblpinzaztdzhilw6yqsi6m	24	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	24	5	triggered	trigger	VBN
work_ayatblpinzaztdzhilw6yqsi6m	24	6	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	24	7	CryptoWall_v4	CryptoWall_v4	NNP
work_ayatblpinzaztdzhilw6yqsi6m	24	8	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	24	9	resulted	result	VBD
work_ayatblpinzaztdzhilw6yqsi6m	24	10	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	24	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	24	12	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	24	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	24	14	$	$	$
work_ayatblpinzaztdzhilw6yqsi6m	24	15	7.1	7.1	CD
work_ayatblpinzaztdzhilw6yqsi6m	24	16	million	million	CD
work_ayatblpinzaztdzhilw6yqsi6m	24	17	worldwide	worldwide	RB
work_ayatblpinzaztdzhilw6yqsi6m	24	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	24	19	Ali	Ali	NNP
work_ayatblpinzaztdzhilw6yqsi6m	24	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	24	21	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	24	22	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	24	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	25	1	Recently	recently	RB
work_ayatblpinzaztdzhilw6yqsi6m	25	2	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	25	3	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	25	4	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	25	5	involving	involve	VBG
work_ayatblpinzaztdzhilw6yqsi6m	25	6	NotPetya	NotPetya	NNP
work_ayatblpinzaztdzhilw6yqsi6m	25	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	25	8	WannaCry	WannaCry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	25	9	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	25	10	estimated	estimate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	25	11	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	25	12	inflict	inflict	VB
work_ayatblpinzaztdzhilw6yqsi6m	25	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	25	14	costs	cost	NNS
work_ayatblpinzaztdzhilw6yqsi6m	25	15	around	around	IN
work_ayatblpinzaztdzhilw6yqsi6m	25	16	$	$	$
work_ayatblpinzaztdzhilw6yqsi6m	25	17	18	18	CD
work_ayatblpinzaztdzhilw6yqsi6m	25	18	billion	billion	CD
work_ayatblpinzaztdzhilw6yqsi6m	25	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	25	20	Davies	Davies	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	25	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	25	22	Macfarlane	Macfarlane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	25	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	25	24	Buchanan	Buchanan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	25	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	25	26	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	25	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	25	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	26	1	These	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	26	2	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	26	3	wreaked	wreak	VBD
work_ayatblpinzaztdzhilw6yqsi6m	26	4	havoc	havoc	NN
work_ayatblpinzaztdzhilw6yqsi6m	26	5	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	26	6	systems	system	NNS
work_ayatblpinzaztdzhilw6yqsi6m	26	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	26	8	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	26	9	world	world	NN
work_ayatblpinzaztdzhilw6yqsi6m	26	10	organizations	organization	NNS
work_ayatblpinzaztdzhilw6yqsi6m	26	11	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	26	12	halting	halt	VBG
work_ayatblpinzaztdzhilw6yqsi6m	26	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	26	14	damaging	damage	VBG
work_ayatblpinzaztdzhilw6yqsi6m	26	15	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	26	16	daily	daily	JJ
work_ayatblpinzaztdzhilw6yqsi6m	26	17	operations	operation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	26	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	27	1	It	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	27	2	seems	seem	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	27	3	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	27	4	losses	loss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	27	5	caused	cause	VBN
work_ayatblpinzaztdzhilw6yqsi6m	27	6	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	27	7	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	27	8	will	will	MD
work_ayatblpinzaztdzhilw6yqsi6m	27	9	probably	probably	RB
work_ayatblpinzaztdzhilw6yqsi6m	27	10	exceed	exceed	VB
work_ayatblpinzaztdzhilw6yqsi6m	27	11	$	$	$
work_ayatblpinzaztdzhilw6yqsi6m	27	12	20	20	CD
work_ayatblpinzaztdzhilw6yqsi6m	27	13	billion	billion	CD
work_ayatblpinzaztdzhilw6yqsi6m	27	14	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	27	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	27	16	end	end	NN
work_ayatblpinzaztdzhilw6yqsi6m	27	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	27	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	27	19	year	year	NN
work_ayatblpinzaztdzhilw6yqsi6m	27	20	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	27	21	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	27	22	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	27	23	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	27	24	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	27	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	28	1	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	28	2	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	28	3	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	28	4	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	28	5	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	28	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	28	7	Global	global	JJ
work_ayatblpinzaztdzhilw6yqsi6m	28	8	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	28	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	28	10	protection	protection	NN
work_ayatblpinzaztdzhilw6yqsi6m	28	11	report	report	NN
work_ayatblpinzaztdzhilw6yqsi6m	28	12	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	28	13	Ramesh	Ramesh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	28	14	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	28	15	Menen	Menen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	28	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	28	17	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	28	18	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	28	19	Chung	Chung	NNP
work_ayatblpinzaztdzhilw6yqsi6m	28	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	28	21	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	28	22	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	28	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	29	1	Although	although	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	29	3	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	29	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	29	5	deemed	deem	VBN
work_ayatblpinzaztdzhilw6yqsi6m	29	6	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	29	7	great	great	JJ
work_ayatblpinzaztdzhilw6yqsi6m	29	8	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	9	over	over	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	29	11	years	year	NNS
work_ayatblpinzaztdzhilw6yqsi6m	29	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	29	13	yet	yet	CC
work_ayatblpinzaztdzhilw6yqsi6m	29	14	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	29	15	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	29	16	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	29	17	even	even	RB
work_ayatblpinzaztdzhilw6yqsi6m	29	18	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	29	19	daunting	daunting	JJ
work_ayatblpinzaztdzhilw6yqsi6m	29	20	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	21	compared	compare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	29	22	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	23	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	29	24	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	25	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	26	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	27	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	29	28	attacking	attack	VBG
work_ayatblpinzaztdzhilw6yqsi6m	29	29	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	29	30	demanding	demand	VBG
work_ayatblpinzaztdzhilw6yqsi6m	29	31	nature	nature	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	32	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	29	33	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	29	34	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	29	35	expecting	expect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	29	36	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	29	37	ransom	ransom	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	38	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	29	39	return	return	NN
work_ayatblpinzaztdzhilw6yqsi6m	29	40	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	29	41	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	30	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	30	2	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	30	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	4	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	30	5	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	6	traditional	traditional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	30	7	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	30	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	30	9	essential	essential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	30	10	because	because	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	12	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	30	13	higher	high	JJR
work_ayatblpinzaztdzhilw6yqsi6m	30	14	damaging	damaging	JJ
work_ayatblpinzaztdzhilw6yqsi6m	30	15	impact	impact	NN
work_ayatblpinzaztdzhilw6yqsi6m	30	16	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	17	terms	term	NNS
work_ayatblpinzaztdzhilw6yqsi6m	30	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	30	19	informative	informative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	30	20	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	30	21	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	30	22	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	30	23	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	30	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	31	1	Compared	compare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	31	2	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	31	3	typical	typical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	31	4	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	31	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	31	6	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	31	7	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	31	8	challenging	challenge	VBG
work_ayatblpinzaztdzhilw6yqsi6m	31	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	31	10	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	31	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	31	12	kill	kill	VB
work_ayatblpinzaztdzhilw6yqsi6m	31	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	31	14	even	even	RB
work_ayatblpinzaztdzhilw6yqsi6m	31	15	when	when	WRB
work_ayatblpinzaztdzhilw6yqsi6m	31	16	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	31	17	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	31	18	discovered	discover	VBN
work_ayatblpinzaztdzhilw6yqsi6m	31	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	31	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	31	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	31	22	damage	damage	NN
work_ayatblpinzaztdzhilw6yqsi6m	31	23	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	31	24	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	31	25	potentially	potentially	RB
work_ayatblpinzaztdzhilw6yqsi6m	31	26	irreparable	irreparable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	31	27	even	even	RB
work_ayatblpinzaztdzhilw6yqsi6m	31	28	after	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	31	29	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	31	30	deletion	deletion	NN
work_ayatblpinzaztdzhilw6yqsi6m	31	31	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	32	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	31	33	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	34	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	31	35	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	36	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	31	37	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	38	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	31	39	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	31	40	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	31	41	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	31	42	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	43	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	44	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	31	45	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	32	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	32	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	32	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	32	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	33	1	Hence	hence	RB
work_ayatblpinzaztdzhilw6yqsi6m	33	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	33	3	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	33	4	require	require	VBP
work_ayatblpinzaztdzhilw6yqsi6m	33	5	proactive	proactive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	33	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	33	7	aggressive	aggressive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	33	8	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	33	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	33	10	handle	handle	VB
work_ayatblpinzaztdzhilw6yqsi6m	33	11	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	33	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	34	1	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	34	2	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	34	3	Estimation	estimation	NN
work_ayatblpinzaztdzhilw6yqsi6m	34	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	34	5	projection	projection	NN
work_ayatblpinzaztdzhilw6yqsi6m	34	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	34	7	losses	loss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	34	8	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	34	9	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	34	10	Billions	Billions	NNP
work_ayatblpinzaztdzhilw6yqsi6m	34	11	USD	USD	NNP
work_ayatblpinzaztdzhilw6yqsi6m	34	12	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	34	13	caused	cause	VBN
work_ayatblpinzaztdzhilw6yqsi6m	34	14	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	34	15	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	34	16	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	34	17	between	between	IN
work_ayatblpinzaztdzhilw6yqsi6m	34	18	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	34	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	34	20	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	34	21	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	34	22	Ramesh	Ramesh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	34	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	34	24	Menen	Menen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	34	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	34	26	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	34	27	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	34	28	Chung	Chung	NNP
work_ayatblpinzaztdzhilw6yqsi6m	34	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	34	30	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	34	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	34	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	35	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	35	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	35	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	35	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	35	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	35	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	35	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	35	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	35	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	35	12	fig-1	fig-1	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	13	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	14	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	15	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	35	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	36	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	36	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	36	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	36	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	36	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	36	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	36	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	37	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	37	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	37	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	37	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	37	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	10	2/24	2/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	37	11	http://dx.doi.org/10.7717/peerj-cs.361/fig-1	http://dx.doi.org/10.7717/peerj-cs.361/fig-1	NN
work_ayatblpinzaztdzhilw6yqsi6m	37	12	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	37	13	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	14	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	37	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	37	16	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	37	17	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	37	18	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	37	19	challenging	challenging	JJ
work_ayatblpinzaztdzhilw6yqsi6m	37	20	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	37	21	recognize	recognize	VB
work_ayatblpinzaztdzhilw6yqsi6m	37	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	37	23	isolate	isolate	VB
work_ayatblpinzaztdzhilw6yqsi6m	37	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	37	25	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	37	26	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	37	27	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	37	28	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	37	29	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	37	30	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	37	31	similarity	similarity	NN
work_ayatblpinzaztdzhilw6yqsi6m	37	32	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	37	33	nature	nature	NN
work_ayatblpinzaztdzhilw6yqsi6m	37	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	38	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	38	2	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	3	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	38	4	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	38	5	menacing	menacing	JJ
work_ayatblpinzaztdzhilw6yqsi6m	38	6	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	7	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	38	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	38	9	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	10	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	38	11	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	38	12	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	38	13	damages	damage	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	38	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	38	15	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	38	17	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	38	18	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	19	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	21	control	control	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	22	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	38	24	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	25	but	but	CC
work_ayatblpinzaztdzhilw6yqsi6m	38	26	also	also	RB
work_ayatblpinzaztdzhilw6yqsi6m	38	27	demands	demand	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	38	28	compensation	compensation	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	29	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	38	30	return	return	NN
work_ayatblpinzaztdzhilw6yqsi6m	38	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	39	1	Therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	39	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	3	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	39	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	39	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	39	6	need	need	NN
work_ayatblpinzaztdzhilw6yqsi6m	39	7	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	39	8	have	have	VB
work_ayatblpinzaztdzhilw6yqsi6m	39	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	39	10	proper	proper	JJ
work_ayatblpinzaztdzhilw6yqsi6m	39	11	distinction	distinction	NN
work_ayatblpinzaztdzhilw6yqsi6m	39	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	39	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	39	14	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	39	15	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	39	16	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	39	17	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	39	18	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	19	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	20	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	21	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	23	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	39	24	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	39	25	Kok	Kok	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	26	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	39	27	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	28	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	30	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	39	31	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	39	32	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	33	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	34	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	35	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	37	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	39	38	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	39	39	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	39	40	save	save	VB
work_ayatblpinzaztdzhilw6yqsi6m	39	41	billions	billion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	39	42	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	39	43	dollars	dollar	NNS
work_ayatblpinzaztdzhilw6yqsi6m	39	44	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	39	45	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	39	46	losses	loss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	39	47	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	39	48	Davies	Davies	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	39	49	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	50	Macfarlane	Macfarlane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	51	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	39	52	Buchanan	Buchanan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	39	53	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	39	54	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	39	55	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	39	56	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	40	1	Before	before	IN
work_ayatblpinzaztdzhilw6yqsi6m	40	2	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	40	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	40	4	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	40	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	40	6	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	40	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	40	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	40	9	mandatory	mandatory	JJ
work_ayatblpinzaztdzhilw6yqsi6m	40	10	steps	step	NNS
work_ayatblpinzaztdzhilw6yqsi6m	40	11	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	40	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	40	13	accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	40	14	identification	identification	NN
work_ayatblpinzaztdzhilw6yqsi6m	40	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	40	16	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	40	17	particular	particular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	40	18	type	type	NN
work_ayatblpinzaztdzhilw6yqsi6m	40	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	40	20	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	40	21	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	40	22	differentiating	differentiate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	40	23	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	40	24	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	40	25	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	40	26	typical	typical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	40	27	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	40	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	41	1	Broadly	broadly	RB
work_ayatblpinzaztdzhilw6yqsi6m	41	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	41	3	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	41	4	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	41	5	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	41	6	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	41	7	categorized	categorize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	41	8	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	41	9	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	10	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	41	11	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	12	static	static	NN
work_ayatblpinzaztdzhilw6yqsi6m	41	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	41	14	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	15	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	41	16	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	17	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	41	18	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	41	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	20	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	41	21	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	41	22	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	41	23	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	41	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	41	25	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	41	26	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	41	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	42	1	Besides	besides	IN
work_ayatblpinzaztdzhilw6yqsi6m	42	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	42	3	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	42	4	researchers	researcher	NNS
work_ayatblpinzaztdzhilw6yqsi6m	42	5	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	42	6	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	42	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	42	8	combinations	combination	NNS
work_ayatblpinzaztdzhilw6yqsi6m	42	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	42	10	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	42	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	42	12	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	42	13	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	42	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	42	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	42	16	form	form	NN
work_ayatblpinzaztdzhilw6yqsi6m	42	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	42	18	hybrid	hybrid	JJ
work_ayatblpinzaztdzhilw6yqsi6m	42	19	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	42	20	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	42	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	43	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	2	procedure	procedure	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	4	scrutinizing	scrutinize	VBG
work_ayatblpinzaztdzhilw6yqsi6m	43	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	6	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	43	7	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	8	without	without	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	9	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	43	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	11	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	12	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	43	13	referred	refer	VBN
work_ayatblpinzaztdzhilw6yqsi6m	43	14	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	15	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	16	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	43	17	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	43	19	whereas	whereas	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	43	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	22	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	23	performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	43	24	via	via	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	25	observing	observe	VBG
work_ayatblpinzaztdzhilw6yqsi6m	43	26	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	27	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	28	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	29	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	30	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	43	31	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	32	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	43	33	known	know	VBN
work_ayatblpinzaztdzhilw6yqsi6m	43	34	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	43	35	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	43	36	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	43	37	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	44	1	Most	Most	JJS
work_ayatblpinzaztdzhilw6yqsi6m	44	2	contemporary	contemporary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	44	3	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	44	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	44	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	44	7	the-	the-	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	8	art	art	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	9	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	44	10	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	11	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	44	12	detect	detect	VBP
work_ayatblpinzaztdzhilw6yqsi6m	44	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	44	14	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	44	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	16	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	44	17	hides	hide	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	44	18	itself	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	44	19	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	44	20	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	44	21	obfuscation	obfuscation	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	22	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	44	23	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	44	24	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	44	25	packed	pack	VBN
work_ayatblpinzaztdzhilw6yqsi6m	44	26	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	44	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	44	28	compressed	compress	VBN
work_ayatblpinzaztdzhilw6yqsi6m	44	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	44	30	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	44	31	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	44	32	transformation	transformation	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	44	34	indirect	indirect	JJ
work_ayatblpinzaztdzhilw6yqsi6m	44	35	addressing	addressing	NN
work_ayatblpinzaztdzhilw6yqsi6m	44	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	44	37	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	44	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	45	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	45	2	Behera	Behera	NNP
work_ayatblpinzaztdzhilw6yqsi6m	45	3	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	45	4	Bhaskari	Bhaskari	NNP
work_ayatblpinzaztdzhilw6yqsi6m	45	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	45	6	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	45	7	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	45	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	46	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	46	2	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	46	3	employs	employ	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	46	4	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	46	5	hijacking	hijacking	NN
work_ayatblpinzaztdzhilw6yqsi6m	46	6	strategies	strategy	NNS
work_ayatblpinzaztdzhilw6yqsi6m	46	7	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	46	8	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	46	9	behaving	behave	VBG
work_ayatblpinzaztdzhilw6yqsi6m	46	10	like	like	IN
work_ayatblpinzaztdzhilw6yqsi6m	46	11	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	46	12	adware	adware	NN
work_ayatblpinzaztdzhilw6yqsi6m	46	13	resulting	result	VBG
work_ayatblpinzaztdzhilw6yqsi6m	46	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	46	15	unwanted	unwanted	JJ
work_ayatblpinzaztdzhilw6yqsi6m	46	16	advertisements	advertisement	NNS
work_ayatblpinzaztdzhilw6yqsi6m	46	17	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	46	18	hiding	hide	VBG
work_ayatblpinzaztdzhilw6yqsi6m	46	19	itself	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	46	20	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	46	21	rootkits	rootkit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	46	22	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	46	23	bypass	bypass	VB
work_ayatblpinzaztdzhilw6yqsi6m	46	24	Anti	Anti	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	25	-	-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	26	Viruses	Viruses	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	27	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	46	28	AV	AV	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	29	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	46	30	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	46	31	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	32	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	33	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	34	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	46	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	46	36	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	46	37	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	46	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	47	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	47	2	rootkit	rootkit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	47	3	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	47	4	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	47	5	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	47	6	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	47	7	alters	alter	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	47	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	47	9	operating	operating	NN
work_ayatblpinzaztdzhilw6yqsi6m	47	10	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	47	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	47	12	OS	OS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	47	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	47	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	47	15	resides	reside	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	47	16	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	47	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	47	18	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	47	19	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	47	20	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	47	21	prolonged	prolonged	JJ
work_ayatblpinzaztdzhilw6yqsi6m	47	22	period	period	NN
work_ayatblpinzaztdzhilw6yqsi6m	47	23	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	47	24	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	47	25	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	47	26	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	47	27	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	47	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	47	29	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	47	30	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	47	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	48	1	Today	today	NN
work_ayatblpinzaztdzhilw6yqsi6m	48	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	48	3	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	48	4	anti	anti	NNS
work_ayatblpinzaztdzhilw6yqsi6m	48	5	-	-	NNS
work_ayatblpinzaztdzhilw6yqsi6m	48	6	viruses	virus	NNS
work_ayatblpinzaztdzhilw6yqsi6m	48	7	tackle	tackle	VBP
work_ayatblpinzaztdzhilw6yqsi6m	48	8	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	48	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	48	10	dampen	dampen	VB
work_ayatblpinzaztdzhilw6yqsi6m	48	11	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	48	12	caused	cause	VBN
work_ayatblpinzaztdzhilw6yqsi6m	48	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	48	14	expected	expect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	48	15	damages	damage	NNS
work_ayatblpinzaztdzhilw6yqsi6m	48	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	49	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	49	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	49	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	49	4	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	49	5	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	49	6	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	49	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	49	8	anti	anti	NNS
work_ayatblpinzaztdzhilw6yqsi6m	49	9	-	-	NNS
work_ayatblpinzaztdzhilw6yqsi6m	49	10	viruses	virus	NNS
work_ayatblpinzaztdzhilw6yqsi6m	49	11	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	49	12	often	often	RB
work_ayatblpinzaztdzhilw6yqsi6m	49	13	limited	limited	JJ
work_ayatblpinzaztdzhilw6yqsi6m	49	14	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	49	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	49	16	prior	prior	JJ
work_ayatblpinzaztdzhilw6yqsi6m	49	17	knowledge	knowledge	NN
work_ayatblpinzaztdzhilw6yqsi6m	49	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	49	19	e.g.	e.g.	RB
work_ayatblpinzaztdzhilw6yqsi6m	49	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	49	21	signatures	signature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	49	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	49	23	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	49	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	49	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	50	1	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	50	2	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	50	3	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	50	4	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	50	5	need	need	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	6	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	50	7	have	have	VB
work_ayatblpinzaztdzhilw6yqsi6m	50	8	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	50	9	comprehensive	comprehensive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	50	10	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	50	11	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	12	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	50	13	could	could	MD
work_ayatblpinzaztdzhilw6yqsi6m	50	14	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	50	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	50	17	employing	employ	VBG
work_ayatblpinzaztdzhilw6yqsi6m	50	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	50	19	obfuscation	obfuscation	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	20	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	50	21	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	50	22	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	50	23	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	50	24	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	50	25	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	50	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	50	27	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	50	28	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	50	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	50	30	utilizing	utilize	VBG
work_ayatblpinzaztdzhilw6yqsi6m	50	31	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	32	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	50	33	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	50	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	51	1	Hardware	Hardware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	2	Performance	Performance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	3	Counters	Counters	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	4	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	51	5	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	51	6	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	51	7	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	51	8	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	51	9	typically	typically	RB
work_ayatblpinzaztdzhilw6yqsi6m	51	10	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	51	11	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	51	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	51	13	programmers	programmer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	51	14	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	51	15	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	51	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	51	17	measure	measure	VB
work_ayatblpinzaztdzhilw6yqsi6m	51	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	51	19	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	51	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	51	21	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	51	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	51	23	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	51	24	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	51	25	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	51	26	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	51	27	bottlenecks	bottleneck	NNS
work_ayatblpinzaztdzhilw6yqsi6m	51	28	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	51	29	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	51	30	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	51	31	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	51	32	Beneventi	Beneventi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	33	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	34	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	35	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	51	37	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	51	38	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	51	39	Kuruvila	Kuruvila	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	51	41	Kundu	Kundu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	42	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	51	43	Basu	Basu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	51	44	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	51	45	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	51	46	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	51	47	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	52	1	Initially	initially	RB
work_ayatblpinzaztdzhilw6yqsi6m	52	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	52	3	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	52	4	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	52	5	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	52	6	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	52	7	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	52	8	investigating	investigate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	52	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	52	10	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	52	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	52	12	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	52	13	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	52	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	52	15	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	52	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	52	17	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	52	18	any	any	DT
work_ayatblpinzaztdzhilw6yqsi6m	52	19	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	52	20	amendments	amendment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	52	21	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	52	22	mentioned	mention	VBN
work_ayatblpinzaztdzhilw6yqsi6m	52	23	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	52	24	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	52	25	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	52	26	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	52	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	53	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	53	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	53	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	53	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	53	5	Malone	Malone	NNP
work_ayatblpinzaztdzhilw6yqsi6m	53	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	53	7	Zahran	Zahran	NNP
work_ayatblpinzaztdzhilw6yqsi6m	53	8	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	53	9	Karri	Karri	NNP
work_ayatblpinzaztdzhilw6yqsi6m	53	10	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	53	11	2011	2011	CD
work_ayatblpinzaztdzhilw6yqsi6m	53	12	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	53	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	54	1	Several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	54	2	studies	study	NNS
work_ayatblpinzaztdzhilw6yqsi6m	54	3	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	54	4	Das	Das	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	5	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	54	6	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	7	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	9	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	10	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	11	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	12	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	13	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	14	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	16	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	17	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	18	Singh	Singh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	19	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	20	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	21	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	23	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	24	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	25	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	26	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	27	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	28	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	30	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	54	32	discuss	discuss	VBP
work_ayatblpinzaztdzhilw6yqsi6m	54	33	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	54	34	implications	implication	NNS
work_ayatblpinzaztdzhilw6yqsi6m	54	35	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	54	36	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	54	37	HPC	HPC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	38	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	54	39	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	40	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	41	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	42	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	54	43	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	54	44	majority	majority	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	45	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	54	46	them	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	54	47	suggest	suggest	VBP
work_ayatblpinzaztdzhilw6yqsi6m	54	48	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	54	49	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	50	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	51	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	52	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	54	53	effectuate	effectuate	VB
work_ayatblpinzaztdzhilw6yqsi6m	54	54	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	54	55	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	54	56	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	54	57	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	58	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	54	59	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	60	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	61	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	62	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	63	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	64	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	65	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	66	Singh	Singh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	67	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	68	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	69	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	70	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	71	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	72	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	73	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	74	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	75	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	76	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	77	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	78	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	79	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	54	80	Kuruvila	Kuruvila	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	81	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	82	Kundu	Kundu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	83	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	54	84	Basu	Basu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	54	85	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	54	86	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	54	87	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	54	88	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	55	1	Another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	55	2	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	3	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	55	4	Xu	Xu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	55	5	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	55	6	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	55	7	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	55	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	55	9	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	55	10	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	55	11	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	55	12	utilized	utilize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	55	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	55	14	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	15	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	16	profiles	profile	NNS
work_ayatblpinzaztdzhilw6yqsi6m	55	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	55	18	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	55	19	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	55	20	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	55	21	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	22	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	55	23	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	55	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	55	25	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	55	26	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	55	27	changes	change	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	55	28	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	29	structures	structure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	55	30	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	55	31	control	control	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	32	flow	flow	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	55	34	leaving	leave	VBG
work_ayatblpinzaztdzhilw6yqsi6m	55	35	fingerprints	fingerprint	NNS
work_ayatblpinzaztdzhilw6yqsi6m	55	36	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	55	37	accesses	access	NNS
work_ayatblpinzaztdzhilw6yqsi6m	55	38	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	55	39	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	40	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	55	41	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	56	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	56	3	respect	respect	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	56	5	they	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	56	6	proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	56	7	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	56	8	framework	framework	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	10	detecting	detect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	56	11	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	56	12	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	13	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	56	14	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	56	15	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	56	16	uses	use	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	56	17	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	18	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	56	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	56	20	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	56	21	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	56	22	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	23	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	24	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	56	25	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	56	26	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	27	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	28	patterns	pattern	NNS
work_ayatblpinzaztdzhilw6yqsi6m	56	29	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	56	30	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	56	31	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	56	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	57	1	Zhou	Zhou	NNP
work_ayatblpinzaztdzhilw6yqsi6m	57	2	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	57	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	57	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	58	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	58	2	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	58	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	58	4	investigated	investigate	VBD
work_ayatblpinzaztdzhilw6yqsi6m	58	5	whether	whether	IN
work_ayatblpinzaztdzhilw6yqsi6m	58	6	HPCs	HPCs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	58	7	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	58	8	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	58	9	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	58	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	59	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	59	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	59	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	59	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	59	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	59	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	59	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	60	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	60	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	60	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	60	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	60	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	60	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	60	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	60	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	60	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	60	10	3/24	3/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	60	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	60	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	:
work_ayatblpinzaztdzhilw6yqsi6m	60	13	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	60	14	useful	useful	JJ
work_ayatblpinzaztdzhilw6yqsi6m	60	15	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	60	16	differentiating	differentiate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	60	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	60	18	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	60	19	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	60	20	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	60	21	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	60	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	61	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	61	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	61	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	61	4	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	61	5	did	do	VBD
work_ayatblpinzaztdzhilw6yqsi6m	61	6	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	61	7	consider	consider	VB
work_ayatblpinzaztdzhilw6yqsi6m	61	8	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	61	9	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	61	10	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	61	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	62	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	62	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	62	3	utilizing	utilize	VBG
work_ayatblpinzaztdzhilw6yqsi6m	62	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	62	5	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	6	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	7	measurements	measurement	NNS
work_ayatblpinzaztdzhilw6yqsi6m	62	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	62	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	62	10	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	62	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	62	13	low	low	JJ
work_ayatblpinzaztdzhilw6yqsi6m	62	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	62	15	level	level	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	16	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	17	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	18	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	62	19	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	62	20	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	62	21	previously	previously	RB
work_ayatblpinzaztdzhilw6yqsi6m	62	22	studied	study	VBN
work_ayatblpinzaztdzhilw6yqsi6m	62	23	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	62	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	62	25	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	26	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	62	27	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	62	28	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	62	29	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	62	30	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	62	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	63	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	63	2	argue	argue	VBP
work_ayatblpinzaztdzhilw6yqsi6m	63	3	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	63	4	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	63	5	reveals	reveal	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	63	6	itself	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	63	7	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	63	8	exhibiting	exhibit	VBG
work_ayatblpinzaztdzhilw6yqsi6m	63	9	peculiar	peculiar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	63	10	patterns	pattern	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	11	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	63	12	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	13	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	63	14	e.g.	e.g.	RB
work_ayatblpinzaztdzhilw6yqsi6m	63	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	63	16	through	through	IN
work_ayatblpinzaztdzhilw6yqsi6m	63	17	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	63	18	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	63	20	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	63	21	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	63	23	hits	hit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	63	25	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	63	26	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	27	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	63	28	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	63	30	retired	retire	VBN
work_ayatblpinzaztdzhilw6yqsi6m	63	31	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	63	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	63	33	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	63	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	63	35	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	63	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	64	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	64	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	64	3	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	64	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	64	6	present	present	VBP
work_ayatblpinzaztdzhilw6yqsi6m	64	7	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	64	8	framework	framework	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	9	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	64	10	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	64	11	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	64	12	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	13	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	64	14	mainly	mainly	RB
work_ayatblpinzaztdzhilw6yqsi6m	64	15	focuses	focus	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	64	16	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	64	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	64	18	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	64	20	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	21	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	64	22	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	64	23	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	64	24	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	64	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	65	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	65	2	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	65	3	contemplates	contemplate	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	65	4	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	65	5	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	65	6	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	65	7	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	65	8	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	65	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	65	10	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	65	11	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	65	12	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	65	13	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	65	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	65	15	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	65	16	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	65	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	65	18	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	65	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	66	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	66	2	primarily	primarily	RB
work_ayatblpinzaztdzhilw6yqsi6m	66	3	focus	focus	VBP
work_ayatblpinzaztdzhilw6yqsi6m	66	4	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	66	5	determine	determine	VB
work_ayatblpinzaztdzhilw6yqsi6m	66	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	66	7	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	66	8	use	use	NN
work_ayatblpinzaztdzhilw6yqsi6m	66	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	66	10	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	66	11	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	66	12	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	66	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	66	14	proactively	proactively	RB
work_ayatblpinzaztdzhilw6yqsi6m	66	15	detecting	detect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	66	16	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	66	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	67	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	67	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	67	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	67	4	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	67	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	67	6	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	67	7	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	67	8	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	67	9	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	67	10	imperative	imperative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	67	11	because	because	IN
work_ayatblpinzaztdzhilw6yqsi6m	67	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	67	13	damages	damage	NNS
work_ayatblpinzaztdzhilw6yqsi6m	67	14	caused	cause	VBN
work_ayatblpinzaztdzhilw6yqsi6m	67	15	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	67	16	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	67	17	drastically	drastically	RB
work_ayatblpinzaztdzhilw6yqsi6m	67	18	ensure	ensure	VB
work_ayatblpinzaztdzhilw6yqsi6m	67	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	67	20	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	67	21	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	67	22	monetary	monetary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	67	23	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	67	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	68	1	To	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	68	2	address	address	VB
work_ayatblpinzaztdzhilw6yqsi6m	68	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	68	4	concern	concern	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	68	6	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	68	7	propose	propose	VBP
work_ayatblpinzaztdzhilw6yqsi6m	68	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	68	9	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	10	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	68	11	utilizes	utilize	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	68	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	68	13	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	14	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	15	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	16	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	68	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	68	18	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	68	20	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	68	22	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	23	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	68	24	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	68	25	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	68	26	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	68	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	69	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	69	2	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	69	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	69	5	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	6	’s	’s	POS
work_ayatblpinzaztdzhilw6yqsi6m	69	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	8	related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	69	9	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	10	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	69	11	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	69	12	extracted	extract	VBN
work_ayatblpinzaztdzhilw6yqsi6m	69	13	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	69	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	69	15	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	16	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	69	18	160	160	CD
work_ayatblpinzaztdzhilw6yqsi6m	69	19	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	69	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	69	21	consisting	consist	VBG
work_ayatblpinzaztdzhilw6yqsi6m	69	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	69	23	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	69	24	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	69	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	69	26	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	69	27	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	69	28	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	69	29	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	69	30	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	69	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	70	1	Afterward	afterward	RB
work_ayatblpinzaztdzhilw6yqsi6m	70	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	3	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	70	4	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	70	5	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	70	6	fed	feed	VBN
work_ayatblpinzaztdzhilw6yqsi6m	70	7	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	70	8	some	some	DT
work_ayatblpinzaztdzhilw6yqsi6m	70	9	well	well	RB
work_ayatblpinzaztdzhilw6yqsi6m	70	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	70	11	known	know	VBN
work_ayatblpinzaztdzhilw6yqsi6m	70	12	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	70	13	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	70	14	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	70	15	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	70	16	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	70	17	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	70	18	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	19	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	21	Kohavi	Kohavi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	23	1996	1996	CD
work_ayatblpinzaztdzhilw6yqsi6m	70	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	26	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	27	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	29	Liaw	Liaw	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	30	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	70	31	Wiener	Wiener	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	33	2002	2002	CD
work_ayatblpinzaztdzhilw6yqsi6m	70	34	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	36	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	37	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	38	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	39	Friedman	Friedman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	41	1999	1999	CD
work_ayatblpinzaztdzhilw6yqsi6m	70	42	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	43	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	70	44	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	45	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	46	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	47	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	48	XGBoost	XGBoost	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	49	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	50	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	51	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	52	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	70	53	Tong	Tong	NNP
work_ayatblpinzaztdzhilw6yqsi6m	70	54	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	70	55	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	70	56	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	70	57	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	71	1	These	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	71	2	four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	71	3	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	71	4	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	71	5	generally	generally	RB
work_ayatblpinzaztdzhilw6yqsi6m	71	6	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	71	7	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	71	8	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	71	9	tasks	task	NNS
work_ayatblpinzaztdzhilw6yqsi6m	71	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	71	11	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	71	12	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	71	13	including	include	VBG
work_ayatblpinzaztdzhilw6yqsi6m	71	14	spam	spam	NN
work_ayatblpinzaztdzhilw6yqsi6m	71	15	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	71	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	71	17	face	face	NN
work_ayatblpinzaztdzhilw6yqsi6m	71	18	recognition	recognition	NN
work_ayatblpinzaztdzhilw6yqsi6m	71	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	71	20	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	71	21	predictions	prediction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	71	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	71	23	Jordan	Jordan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	71	24	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	71	25	Mitchell	Mitchell	NNP
work_ayatblpinzaztdzhilw6yqsi6m	71	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	71	27	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	71	28	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	71	29	Kuruvila	Kuruvila	NNP
work_ayatblpinzaztdzhilw6yqsi6m	71	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	71	31	Kundu	Kundu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	71	32	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	71	33	Basu	Basu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	71	34	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	71	35	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	71	36	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	71	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	71	38	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	71	39	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	72	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	72	2	employ	employ	VBP
work_ayatblpinzaztdzhilw6yqsi6m	72	3	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	72	4	four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	72	5	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	72	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	72	7	part	part	NN
work_ayatblpinzaztdzhilw6yqsi6m	72	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	72	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	72	10	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	72	11	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	72	12	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	72	13	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	72	14	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	72	15	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	72	16	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	72	17	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	72	18	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	72	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	73	1	These	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	73	2	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	73	3	perform	perform	VBP
work_ayatblpinzaztdzhilw6yqsi6m	73	4	binary	binary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	73	5	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	73	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	73	7	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	73	8	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	73	9	into	into	IN
work_ayatblpinzaztdzhilw6yqsi6m	73	10	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	73	11	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	73	12	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	73	13	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	73	14	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	73	15	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	73	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	74	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	2	summary	summary	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	74	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	5	main	main	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	6	contributions	contribution	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	8	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	9	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	10	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	74	11	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	12	follows	follow	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	74	13	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	74	14	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	74	15	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	16	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	17	depth	depth	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	18	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	21	current	current	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	22	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	23	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	24	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	25	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	26	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	27	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	28	art	art	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	29	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	74	30	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	74	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	32	merits	merit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	34	demerits	demerit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	35	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	36	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	37	existing	exist	VBG
work_ayatblpinzaztdzhilw6yqsi6m	74	38	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	39	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	74	40	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	74	41	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	42	novel	novel	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	43	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	44	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	45	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	46	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	47	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	48	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	49	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	50	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	51	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	52	into	into	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	53	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	54	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	55	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	56	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	57	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	58	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	74	59	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	60	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	74	61	An	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	62	empirical	empirical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	63	investigation	investigation	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	64	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	65	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	66	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	67	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	68	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	69	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	70	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	71	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	72	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	73	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	74	74	art	art	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	75	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	76	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	77	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	74	78	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	79	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	80	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	81	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	74	82	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	83	outcomes	outcome	NNS
work_ayatblpinzaztdzhilw6yqsi6m	74	84	revealed	reveal	VBD
work_ayatblpinzaztdzhilw6yqsi6m	74	85	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	86	both	both	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	87	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	74	88	random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	89	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	90	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	91	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	74	92	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	93	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	74	94	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	95	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	74	96	outperformed	outperform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	74	97	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	98	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	99	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	74	100	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	101	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	74	102	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	103	attaining	attain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	74	104	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	105	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	106	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	74	107	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	74	108	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	74	109	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	75	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	75	2	rest	rest	NN
work_ayatblpinzaztdzhilw6yqsi6m	75	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	75	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	75	5	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	75	6	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	75	7	organized	organize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	75	8	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	75	9	follows	follow	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	75	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	76	1	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	76	2	Related	Related	NNP
work_ayatblpinzaztdzhilw6yqsi6m	76	3	Work	Work	NNP
work_ayatblpinzaztdzhilw6yqsi6m	76	4	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	76	5	describes	describe	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	76	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	76	7	related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	76	8	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	76	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	77	1	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	77	2	Motivation	Motivation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	77	3	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	77	4	Methodology	Methodology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	77	5	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	77	6	presents	present	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	77	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	77	8	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	77	9	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	77	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	77	11	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	77	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	77	13	feature	feature	VB
work_ayatblpinzaztdzhilw6yqsi6m	77	14	extraction	extraction	NN
work_ayatblpinzaztdzhilw6yqsi6m	77	15	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	77	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	78	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	78	2	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	78	3	Results	Results	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	78	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	78	5	Discussion	Discussion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	78	6	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	78	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	78	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	78	9	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	78	10	setup	setup	NN
work_ayatblpinzaztdzhilw6yqsi6m	78	11	details	detail	NNS
work_ayatblpinzaztdzhilw6yqsi6m	78	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	78	13	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	78	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	78	15	related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	78	16	discussions	discussion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	78	17	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	78	18	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	78	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	78	20	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	78	21	Conclusions	Conclusions	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	78	22	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	78	23	concludes	conclude	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	78	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	78	25	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	78	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	79	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	79	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	79	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	79	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	80	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	80	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	80	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	80	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	80	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	80	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	80	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	81	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	81	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	81	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	81	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	81	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	81	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	81	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	81	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	81	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	81	10	4/24	4/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	81	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	81	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	JJ
work_ayatblpinzaztdzhilw6yqsi6m	81	13	RELATED	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	81	14	WORK	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	81	15	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	81	16	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	81	17	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	81	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	81	19	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	81	20	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	81	21	necessary	necessary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	81	22	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	81	23	collect	collect	VB
work_ayatblpinzaztdzhilw6yqsi6m	81	24	key	key	JJ
work_ayatblpinzaztdzhilw6yqsi6m	81	25	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	81	26	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	81	27	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	81	28	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	81	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	82	1	Most	Most	JJS
work_ayatblpinzaztdzhilw6yqsi6m	82	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	82	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	82	4	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	82	5	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	82	7	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	82	8	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	9	studies	study	NNS
work_ayatblpinzaztdzhilw6yqsi6m	82	10	exploit	exploit	VBP
work_ayatblpinzaztdzhilw6yqsi6m	82	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	82	12	renowned	renowned	JJ
work_ayatblpinzaztdzhilw6yqsi6m	82	13	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	82	14	databases	database	NNS
work_ayatblpinzaztdzhilw6yqsi6m	82	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	16	www.virusshare.com	www.virusshare.com	ADD
work_ayatblpinzaztdzhilw6yqsi6m	82	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	18	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	82	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	82	20	acquisition	acquisition	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	82	22	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	82	23	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	24	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	82	25	use	use	VB
work_ayatblpinzaztdzhilw6yqsi6m	82	26	quarantine	quarantine	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	27	environments	environment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	82	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	29	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	82	30	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	82	31	Cuckoo	Cuckoo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	82	32	’s	’s	POS
work_ayatblpinzaztdzhilw6yqsi6m	82	33	sandbox	sandbox	NN
work_ayatblpinzaztdzhilw6yqsi6m	82	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	35	Kaur	Kaur	NNP
work_ayatblpinzaztdzhilw6yqsi6m	82	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	82	37	Dhir	Dhir	NNP
work_ayatblpinzaztdzhilw6yqsi6m	82	38	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	82	39	Singh	Singh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	82	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	82	41	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	82	42	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	43	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	82	44	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	82	45	execute	execute	VB
work_ayatblpinzaztdzhilw6yqsi6m	82	46	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	82	47	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	82	48	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	83	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	83	2	Zavarsky	Zavarsky	NNP
work_ayatblpinzaztdzhilw6yqsi6m	83	3	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	83	4	Lindskog	Lindskog	NNP
work_ayatblpinzaztdzhilw6yqsi6m	83	5	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	83	6	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	83	7	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	83	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	83	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	83	10	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	83	11	presented	present	VBD
work_ayatblpinzaztdzhilw6yqsi6m	83	12	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	83	13	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	83	14	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	83	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	83	16	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	83	17	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	83	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	83	19	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	83	20	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	83	21	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	83	22	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	83	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	84	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	84	2	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	84	3	demonstrates	demonstrate	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	84	4	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	84	5	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	84	6	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	84	7	could	could	MD
work_ayatblpinzaztdzhilw6yqsi6m	84	8	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	84	9	performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	84	10	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	84	11	monitoring	monitor	VBG
work_ayatblpinzaztdzhilw6yqsi6m	84	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	84	13	abnormalities	abnormality	NNS
work_ayatblpinzaztdzhilw6yqsi6m	84	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	84	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	84	16	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	84	17	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	84	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	84	19	registry	registry	NN
work_ayatblpinzaztdzhilw6yqsi6m	84	20	activities	activity	NNS
work_ayatblpinzaztdzhilw6yqsi6m	84	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	85	1	It	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	85	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	85	3	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	85	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	85	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	85	6	significant	significant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	85	7	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	85	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	85	9	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	85	10	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	85	11	exhibit	exhibit	VBP
work_ayatblpinzaztdzhilw6yqsi6m	85	12	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	85	13	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	85	14	characteristics	characteristic	NNS
work_ayatblpinzaztdzhilw6yqsi6m	85	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	86	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	86	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	86	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	86	4	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	86	5	concluded	conclude	VBD
work_ayatblpinzaztdzhilw6yqsi6m	86	6	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	86	7	changes	change	NNS
work_ayatblpinzaztdzhilw6yqsi6m	86	8	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	86	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	86	10	particular	particular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	86	11	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	86	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	86	13	registry	registry	NN
work_ayatblpinzaztdzhilw6yqsi6m	86	14	keys	key	NNS
work_ayatblpinzaztdzhilw6yqsi6m	86	15	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	86	16	important	important	JJ
work_ayatblpinzaztdzhilw6yqsi6m	86	17	aspects	aspect	NNS
work_ayatblpinzaztdzhilw6yqsi6m	86	18	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	86	19	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	86	20	analyzed	analyze	VBN
work_ayatblpinzaztdzhilw6yqsi6m	86	21	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	86	22	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	86	23	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	86	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	87	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	87	2	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	87	3	discovered	discover	VBD
work_ayatblpinzaztdzhilw6yqsi6m	87	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	87	5	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	87	6	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	87	7	10	10	CD
work_ayatblpinzaztdzhilw6yqsi6m	87	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	87	9	reasonably	reasonably	RB
work_ayatblpinzaztdzhilw6yqsi6m	87	10	effective	effective	JJ
work_ayatblpinzaztdzhilw6yqsi6m	87	11	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	87	12	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	87	13	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	87	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	88	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	88	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	88	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	88	4	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	5	also	also	RB
work_ayatblpinzaztdzhilw6yqsi6m	88	6	revealed	reveal	VBD
work_ayatblpinzaztdzhilw6yqsi6m	88	7	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	88	8	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	88	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	88	10	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	88	11	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	88	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	88	14	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	88	15	Manifest	Manifest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	88	16	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	88	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	88	19	permissions	permission	NNS
work_ayatblpinzaztdzhilw6yqsi6m	88	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	88	21	required	require	VBN
work_ayatblpinzaztdzhilw6yqsi6m	88	22	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	88	23	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	88	24	app	app	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	88	26	should	should	MD
work_ayatblpinzaztdzhilw6yqsi6m	88	27	also	also	RB
work_ayatblpinzaztdzhilw6yqsi6m	88	28	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	88	29	considered	consider	VBN
work_ayatblpinzaztdzhilw6yqsi6m	88	30	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	88	31	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	32	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	88	33	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	89	1	There	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	89	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	89	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	89	4	lot	lot	NN
work_ayatblpinzaztdzhilw6yqsi6m	89	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	89	6	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	89	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	89	8	Alzahrani	Alzahrani	NNP
work_ayatblpinzaztdzhilw6yqsi6m	89	9	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	89	10	Alghazzawi	Alghazzawi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	89	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	89	12	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	89	13	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	89	14	Victoriano	Victoriano	NNP
work_ayatblpinzaztdzhilw6yqsi6m	89	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	89	16	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	89	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	89	18	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	89	19	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	89	20	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	89	21	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	89	22	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	89	23	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	89	24	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	89	25	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	89	26	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	89	27	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	89	28	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	89	29	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	89	30	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	89	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	90	1	Authors	Authors	NNP
work_ayatblpinzaztdzhilw6yqsi6m	90	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	90	3	Scalas	Scalas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	90	4	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	90	5	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	90	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	91	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	91	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	91	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	91	4	focus	focus	VB
work_ayatblpinzaztdzhilw6yqsi6m	91	5	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	91	6	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	91	7	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	91	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	91	9	proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	91	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	91	11	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	91	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	91	13	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	91	14	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	91	15	strategy	strategy	NN
work_ayatblpinzaztdzhilw6yqsi6m	91	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	92	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	92	2	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	92	3	scheme	scheme	NN
work_ayatblpinzaztdzhilw6yqsi6m	92	4	relies	rely	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	92	5	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	92	6	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	92	7	’s	’s	POS
work_ayatblpinzaztdzhilw6yqsi6m	92	8	API	API	NNP
work_ayatblpinzaztdzhilw6yqsi6m	92	9	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	92	10	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	92	11	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	92	12	packages	package	NNS
work_ayatblpinzaztdzhilw6yqsi6m	92	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	92	14	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	92	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	92	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	92	17	methods	method	NNS
work_ayatblpinzaztdzhilw6yqsi6m	92	18	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	92	19	traces	trace	NNS
work_ayatblpinzaztdzhilw6yqsi6m	92	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	93	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	93	2	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	93	3	scheme	scheme	NN
work_ayatblpinzaztdzhilw6yqsi6m	93	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	93	5	capable	capable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	93	6	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	93	7	differentiate	differentiate	VB
work_ayatblpinzaztdzhilw6yqsi6m	93	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	93	9	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	93	10	generic	generic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	93	11	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	93	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	93	13	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	93	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	93	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	93	16	goodware	goodware	NN
work_ayatblpinzaztdzhilw6yqsi6m	93	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	94	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	94	2	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	94	3	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	94	4	highlight	highlight	VBP
work_ayatblpinzaztdzhilw6yqsi6m	94	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	94	6	significance	significance	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	94	8	effectiveness	effectiveness	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	94	10	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	94	11	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	12	API	api	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	13	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	14	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	94	15	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	94	16	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	94	17	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	94	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	95	1	Several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	95	2	researchers	researcher	NNS
work_ayatblpinzaztdzhilw6yqsi6m	95	3	utilized	utilize	VBD
work_ayatblpinzaztdzhilw6yqsi6m	95	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	95	5	hash	hash	NN
work_ayatblpinzaztdzhilw6yqsi6m	95	6	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	95	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	95	8	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	95	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	95	10	comparing	compare	VBG
work_ayatblpinzaztdzhilw6yqsi6m	95	11	hash	hash	NN
work_ayatblpinzaztdzhilw6yqsi6m	95	12	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	95	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	95	14	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	95	15	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	95	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	95	17	CryptoLocker	CryptoLocker	NNP
work_ayatblpinzaztdzhilw6yqsi6m	95	18	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	95	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	95	20	Song	Song	NNP
work_ayatblpinzaztdzhilw6yqsi6m	95	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	95	22	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	95	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	95	24	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	95	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	95	26	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	95	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	95	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	96	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	96	2	affected	affect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	96	3	systems	system	NNS
work_ayatblpinzaztdzhilw6yqsi6m	96	4	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	96	5	recovered	recover	VBN
work_ayatblpinzaztdzhilw6yqsi6m	96	6	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	96	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	96	8	following	follow	VBG
work_ayatblpinzaztdzhilw6yqsi6m	96	9	ways	way	NNS
work_ayatblpinzaztdzhilw6yqsi6m	96	10	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	96	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	12	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	96	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	14	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	15	CryptoLocker	CryptoLocker	NNP
work_ayatblpinzaztdzhilw6yqsi6m	96	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	96	17	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	18	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	96	19	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	20	comparing	compare	VBG
work_ayatblpinzaztdzhilw6yqsi6m	96	21	hash	hash	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	22	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	23	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	96	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	96	25	encrypted	encrypt	VBN
work_ayatblpinzaztdzhilw6yqsi6m	96	26	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	27	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	96	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	29	3	3	LS
work_ayatblpinzaztdzhilw6yqsi6m	96	30	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	31	validating	validate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	96	32	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	96	33	key	key	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	34	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	96	35	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	96	36	key	key	JJ
work_ayatblpinzaztdzhilw6yqsi6m	96	37	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	96	38	index	index	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	39	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	40	stored	store	VBN
work_ayatblpinzaztdzhilw6yqsi6m	96	41	therein	therein	RB
work_ayatblpinzaztdzhilw6yqsi6m	96	42	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	96	43	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	44	4	4	LS
work_ayatblpinzaztdzhilw6yqsi6m	96	45	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	96	46	proceeding	proceeding	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	47	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	96	48	decode	decode	NN
work_ayatblpinzaztdzhilw6yqsi6m	96	49	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	97	1	Generally	generally	RB
work_ayatblpinzaztdzhilw6yqsi6m	97	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	97	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	4	type	type	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	6	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	7	consumes	consume	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	97	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	9	lot	lot	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	11	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	14	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	15	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	16	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	17	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	97	18	risk	risk	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	19	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	20	another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	21	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	22	appears	appear	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	97	23	until	until	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	24	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	25	security	security	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	26	company	company	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	27	comes	come	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	97	28	up	up	RP
work_ayatblpinzaztdzhilw6yqsi6m	97	29	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	30	decryption	decryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	31	keys	key	NNS
work_ayatblpinzaztdzhilw6yqsi6m	97	32	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	97	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	97	34	old	old	JJ
work_ayatblpinzaztdzhilw6yqsi6m	97	35	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	97	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	98	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	98	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	98	3	additional	additional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	98	4	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	98	5	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	98	6	needed	need	VBN
work_ayatblpinzaztdzhilw6yqsi6m	98	7	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	98	8	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	98	9	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	98	10	patterns	pattern	NNS
work_ayatblpinzaztdzhilw6yqsi6m	98	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	98	12	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	98	13	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	98	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	98	15	hackers	hacker	NNS
work_ayatblpinzaztdzhilw6yqsi6m	98	16	persistently	persistently	RB
work_ayatblpinzaztdzhilw6yqsi6m	98	17	come	come	VBP
work_ayatblpinzaztdzhilw6yqsi6m	98	18	up	up	RP
work_ayatblpinzaztdzhilw6yqsi6m	98	19	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	98	20	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	98	21	variants	variant	NNS
work_ayatblpinzaztdzhilw6yqsi6m	98	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	98	23	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	98	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	99	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	99	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	99	3	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	99	4	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	99	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	99	6	another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	99	7	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	99	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	99	9	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	99	10	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	99	11	Song	Song	NNP
work_ayatblpinzaztdzhilw6yqsi6m	99	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	99	13	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	99	14	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	99	15	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	99	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	99	17	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	99	18	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	99	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	99	20	prevent	prevent	VB
work_ayatblpinzaztdzhilw6yqsi6m	99	21	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	99	22	intrusion	intrusion	NN
work_ayatblpinzaztdzhilw6yqsi6m	99	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	100	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	2	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	3	requires	require	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	100	4	intense	intense	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	5	monitoring	monitoring	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	100	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	8	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	9	processes	process	NNS
work_ayatblpinzaztdzhilw6yqsi6m	100	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	100	11	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	100	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	14	particular	particular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	15	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	16	directories	directory	NNS
work_ayatblpinzaztdzhilw6yqsi6m	100	17	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	100	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	19	statistical	statistical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	20	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	100	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	22	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	23	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	100	24	Next	next	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	25	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	100	26	generation	generation	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	27	Intrusion	Intrusion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	28	Detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	29	Expert	expert	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	30	System	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	31	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	32	NIDES	NIDES	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	33	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	35	Anderson	Anderson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	37	Thane	Thane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	38	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	100	39	Alfonso	Alfonso	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	41	1995	1995	CD
work_ayatblpinzaztdzhilw6yqsi6m	100	42	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	43	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	100	44	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	45	processor	processor	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	46	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	47	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	48	usage	usage	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	49	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	100	50	I	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	100	51	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	100	52	O	o	UH
work_ayatblpinzaztdzhilw6yqsi6m	100	53	rates	rate	NNS
work_ayatblpinzaztdzhilw6yqsi6m	100	54	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	55	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	100	56	uncover	uncover	VB
work_ayatblpinzaztdzhilw6yqsi6m	100	57	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	100	58	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	100	59	exhibiting	exhibit	VBG
work_ayatblpinzaztdzhilw6yqsi6m	100	60	abnormal	abnormal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	100	61	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	100	62	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	63	Song	Song	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	64	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	65	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	66	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	100	67	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	100	68	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	100	69	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	100	70	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	100	71	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	101	1	Several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	101	2	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	101	3	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	101	4	studies	study	NNS
work_ayatblpinzaztdzhilw6yqsi6m	101	5	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	101	6	harnessed	harness	VBN
work_ayatblpinzaztdzhilw6yqsi6m	101	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	101	8	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	101	9	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	101	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	101	11	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	101	12	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	101	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	101	14	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	101	15	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	101	16	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	101	17	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	101	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	101	19	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	101	20	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	101	21	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	101	22	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	101	23	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	101	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	102	1	Recently	recently	RB
work_ayatblpinzaztdzhilw6yqsi6m	102	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	102	3	HPCs	HPCs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	102	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	102	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	102	6	events	event	NNS
work_ayatblpinzaztdzhilw6yqsi6m	102	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	102	8	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	102	9	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	102	10	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	102	11	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	102	12	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	102	13	widely	widely	RB
work_ayatblpinzaztdzhilw6yqsi6m	102	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	102	15	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	102	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	102	17	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	102	18	side	side	NN
work_ayatblpinzaztdzhilw6yqsi6m	102	19	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	102	20	channel	channel	NN
work_ayatblpinzaztdzhilw6yqsi6m	102	21	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	102	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	102	23	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	102	24	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	102	25	Or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	102	26	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	102	27	Meir	Meir	NNP
work_ayatblpinzaztdzhilw6yqsi6m	102	28	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	102	29	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	102	30	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	102	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	102	32	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	102	33	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	102	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	103	1	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	103	2	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	103	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	103	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	104	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	104	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	104	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	104	4	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	104	5	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	104	6	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	104	7	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	104	8	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	104	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	105	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	105	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	105	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	105	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	105	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	105	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	105	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	106	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	106	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	106	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	106	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	106	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	10	5/24	5/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	106	11	http://www.virusshare.com	http://www.virusshare.com	ADD
work_ayatblpinzaztdzhilw6yqsi6m	106	12	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	106	13	https://peerj.com/computer-science/	https://peerj.com/computer-science/	CD
work_ayatblpinzaztdzhilw6yqsi6m	106	14	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	106	15	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	106	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	106	17	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	106	18	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	106	19	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	106	20	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	106	21	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	106	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	107	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	107	2	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	107	3	proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	107	4	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	107	5	anomaly	anomaly	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	6	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	107	7	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	107	8	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	107	9	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	107	10	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	11	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	107	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	107	13	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	107	14	few	few	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	15	seconds	second	NNS
work_ayatblpinzaztdzhilw6yqsi6m	107	16	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	107	17	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	107	18	few	few	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	19	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	20	positives	positive	NNS
work_ayatblpinzaztdzhilw6yqsi6m	107	21	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	107	22	Recurrent	recurrent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	23	Neural	neural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	107	24	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	107	25	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	107	26	RNN	RNN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	107	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	107	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	108	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	108	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	3	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	108	4	five	five	CD
work_ayatblpinzaztdzhilw6yqsi6m	108	5	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	6	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	7	measures	measure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	8	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	108	9	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	108	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	11	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	13	cache	cache	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	108	15	references	reference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	17	cache	cache	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	18	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	108	19	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	21	branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	108	23	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	24	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	108	25	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	26	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	108	27	investigated	investigate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	108	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	29	whereas	whereas	IN
work_ayatblpinzaztdzhilw6yqsi6m	108	30	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	108	31	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	108	32	investigation	investigation	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	33	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	108	34	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	108	35	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	108	36	type	type	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	37	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	108	38	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	108	39	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	108	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	108	41	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	108	42	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	108	43	WannaCry	WannaCry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	108	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	109	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	109	2	Kadiyala	Kadiyala	NNP
work_ayatblpinzaztdzhilw6yqsi6m	109	3	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	109	4	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	109	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	110	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	110	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	110	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	110	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	110	5	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	110	6	four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	110	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	110	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	110	9	aspects	aspect	NNS
work_ayatblpinzaztdzhilw6yqsi6m	110	10	were	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	110	11	considered	consider	VBN
work_ayatblpinzaztdzhilw6yqsi6m	110	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	111	1	Maiorca	Maiorca	NNP
work_ayatblpinzaztdzhilw6yqsi6m	111	2	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	111	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	111	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	112	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	112	2	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	112	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	112	4	proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	112	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	112	6	supervised	supervise	VBN
work_ayatblpinzaztdzhilw6yqsi6m	112	7	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	8	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	112	10	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	112	11	procedure	procedure	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	112	13	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	112	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	112	15	PackDroid	PackDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	112	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	112	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	112	18	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	112	19	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	112	20	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	112	22	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	112	23	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	112	24	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	112	25	light	light	JJ
work_ayatblpinzaztdzhilw6yqsi6m	112	26	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	112	27	weight	weight	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	28	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	29	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	112	30	does	do	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	112	31	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	112	32	require	require	VB
work_ayatblpinzaztdzhilw6yqsi6m	112	33	prior	prior	JJ
work_ayatblpinzaztdzhilw6yqsi6m	112	34	knowledge	knowledge	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	35	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	112	36	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	37	’s	’s	POS
work_ayatblpinzaztdzhilw6yqsi6m	112	38	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	112	39	mechanisms	mechanism	NNS
work_ayatblpinzaztdzhilw6yqsi6m	112	40	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	113	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	113	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	113	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	113	4	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	113	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	113	6	PackDroid	PackDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	113	7	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	113	8	uses	use	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	113	9	fully	fully	RB
work_ayatblpinzaztdzhilw6yqsi6m	113	10	encrypted	encrypt	VBN
work_ayatblpinzaztdzhilw6yqsi6m	113	11	code	code	NN
work_ayatblpinzaztdzhilw6yqsi6m	113	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	113	13	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	113	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	113	15	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	113	16	unable	unable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	113	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	113	18	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	113	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	113	20	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	113	21	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	113	22	load	load	VBP
work_ayatblpinzaztdzhilw6yqsi6m	113	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	113	24	code	code	NN
work_ayatblpinzaztdzhilw6yqsi6m	113	25	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	113	26	run	run	NN
work_ayatblpinzaztdzhilw6yqsi6m	113	27	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	113	28	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	113	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	114	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	114	2	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	114	3	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	114	4	PackDroid	PackDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	114	5	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	114	6	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	114	7	incorporated	incorporate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	114	8	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	114	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	114	10	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	114	11	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	114	12	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	114	13	methods	method	NNS
work_ayatblpinzaztdzhilw6yqsi6m	114	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	114	15	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	114	16	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	114	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	114	18	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	114	19	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	114	20	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	114	21	Kimberly	Kimberly	NNP
work_ayatblpinzaztdzhilw6yqsi6m	114	22	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	114	23	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	114	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	115	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	115	2	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	115	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	115	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	116	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	116	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	116	3	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	116	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	116	5	PackDroid	PackDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	116	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	116	7	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	116	8	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	116	9	strongly	strongly	RB
work_ayatblpinzaztdzhilw6yqsi6m	116	10	depends	depend	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	116	11	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	116	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	116	13	parsing	parse	VBG
work_ayatblpinzaztdzhilw6yqsi6m	116	14	capabilities	capability	NNS
work_ayatblpinzaztdzhilw6yqsi6m	116	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	116	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	116	17	ApkTool	ApkTool	NNP
work_ayatblpinzaztdzhilw6yqsi6m	116	18	framework	framework	NN
work_ayatblpinzaztdzhilw6yqsi6m	116	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	117	1	Narudin	Narudin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	117	2	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	117	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	117	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	118	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	118	2	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	118	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	118	4	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	118	5	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	118	6	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	118	7	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	8	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	118	10	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	118	11	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	118	12	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	13	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	14	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	118	15	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	118	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	118	17	anomaly	anomaly	NNP
work_ayatblpinzaztdzhilw6yqsi6m	118	18	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	19	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	118	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	119	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	119	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	119	3	indicated	indicate	VBD
work_ayatblpinzaztdzhilw6yqsi6m	119	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	5	Bayes	Bayes	NNP
work_ayatblpinzaztdzhilw6yqsi6m	119	6	network	network	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	119	8	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	119	9	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	119	10	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	119	11	produce	produce	VBP
work_ayatblpinzaztdzhilw6yqsi6m	119	12	accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	119	13	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	119	14	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	15	attaining	attain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	119	16	99.97	99.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	119	17	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	18	True	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	119	19	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	119	20	Positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	119	21	Rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	119	23	TPR	tpr	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	119	25	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	26	compared	compare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	119	27	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	119	29	multi	multi	JJ
work_ayatblpinzaztdzhilw6yqsi6m	119	30	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	119	31	layer	layer	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	32	perceptron	perceptron	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	33	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	34	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	35	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	119	36	93.03	93.03	CD
work_ayatblpinzaztdzhilw6yqsi6m	119	37	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	38	TPR	tpr	IN
work_ayatblpinzaztdzhilw6yqsi6m	119	39	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	119	40	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	119	41	MalGenome	MalGenome	NNP
work_ayatblpinzaztdzhilw6yqsi6m	119	42	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	119	43	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	119	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	120	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	120	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	120	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	120	4	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	120	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	120	6	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	120	7	scheme	scheme	NN
work_ayatblpinzaztdzhilw6yqsi6m	120	8	dropped	drop	VBD
work_ayatblpinzaztdzhilw6yqsi6m	120	9	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	120	10	85	85	CD
work_ayatblpinzaztdzhilw6yqsi6m	120	11	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	120	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	120	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	120	14	latest	late	JJS
work_ayatblpinzaztdzhilw6yqsi6m	120	15	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	120	16	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	120	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	121	1	Desktop	desktop	NN
work_ayatblpinzaztdzhilw6yqsi6m	121	2	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	121	3	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	121	4	easily	easily	RB
work_ayatblpinzaztdzhilw6yqsi6m	121	5	bypass	bypass	VB
work_ayatblpinzaztdzhilw6yqsi6m	121	6	any	any	DT
work_ayatblpinzaztdzhilw6yqsi6m	121	7	counter	counter	NN
work_ayatblpinzaztdzhilw6yqsi6m	121	8	-	-	NNS
work_ayatblpinzaztdzhilw6yqsi6m	121	9	measures	measure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	121	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	121	11	thus	thus	RB
work_ayatblpinzaztdzhilw6yqsi6m	121	12	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	121	13	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	121	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	121	15	seizure	seizure	NN
work_ayatblpinzaztdzhilw6yqsi6m	121	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	121	17	personal	personal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	121	18	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	121	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	122	1	Authors	Authors	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	2	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	3	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	122	5	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	7	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	8	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	9	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	11	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	122	12	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	13	presented	present	VBD
work_ayatblpinzaztdzhilw6yqsi6m	122	14	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	122	15	effective	effective	JJ
work_ayatblpinzaztdzhilw6yqsi6m	122	16	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	17	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	122	18	early	early	JJ
work_ayatblpinzaztdzhilw6yqsi6m	122	19	diagnosis	diagnosis	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	21	avoidance	avoidance	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	122	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	122	24	crypto	crypto	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	25	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	122	26	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	28	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	122	29	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	122	30	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	122	31	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	122	32	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	33	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	34	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	122	35	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	36	One	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	122	37	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	122	38	Class	Class	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	39	SVM	SVM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	40	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	41	n	n	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	42	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	122	43	gram	gram	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	44	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	45	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	46	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	47	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	48	Xu	Xu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	49	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	50	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	122	51	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	52	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	122	53	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	54	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	55	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	56	comprises	comprise	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	122	57	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	122	58	modules	module	NNS
work_ayatblpinzaztdzhilw6yqsi6m	122	59	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	122	60	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	61	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	122	62	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	63	pre	pre	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	64	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	122	65	processing	processing	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	66	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	122	67	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	68	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	122	69	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	70	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	122	71	engineering	engineering	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	72	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	122	73	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	74	3	3	LS
work_ayatblpinzaztdzhilw6yqsi6m	122	75	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	122	76	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	77	module	module	NN
work_ayatblpinzaztdzhilw6yqsi6m	122	78	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	123	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	2	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	123	3	employed	employ	VBD
work_ayatblpinzaztdzhilw6yqsi6m	123	4	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	5	adaptive	adaptive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	123	6	anomaly	anomaly	IN
work_ayatblpinzaztdzhilw6yqsi6m	123	7	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	8	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	9	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	123	10	handles	handle	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	123	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	12	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	123	13	characteristics	characteristic	NNS
work_ayatblpinzaztdzhilw6yqsi6m	123	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	123	15	systems	system	NNS
work_ayatblpinzaztdzhilw6yqsi6m	123	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	123	17	frequently	frequently	RB
work_ayatblpinzaztdzhilw6yqsi6m	123	18	updates	update	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	123	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	20	normal	normal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	123	21	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	22	built	build	VBD
work_ayatblpinzaztdzhilw6yqsi6m	123	23	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	123	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	25	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	26	extraction	extraction	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	27	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	123	28	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	123	29	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	123	30	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	123	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	123	32	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	123	33	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	123	34	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	123	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	123	36	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	123	37	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	123	38	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	123	39	improve	improve	VB
work_ayatblpinzaztdzhilw6yqsi6m	123	40	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	123	41	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	42	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	123	43	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	123	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	124	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	124	2	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	3	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	124	4	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	124	5	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	124	6	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	124	7	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	124	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	124	9	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	124	10	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	124	11	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	124	12	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	124	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	124	14	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	124	16	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	124	17	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	124	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	124	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	124	20	year	year	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	21	2006–2014	2006–2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	124	22	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	124	23	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	124	24	concludes	conclude	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	124	25	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	124	26	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	124	27	suspicious	suspicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	124	28	activity	activity	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	29	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	124	30	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	31	systems	system	NNS
work_ayatblpinzaztdzhilw6yqsi6m	124	32	should	should	MD
work_ayatblpinzaztdzhilw6yqsi6m	124	33	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	124	34	observed	observe	VBN
work_ayatblpinzaztdzhilw6yqsi6m	124	35	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	124	36	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	37	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	124	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	125	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	125	2	instance	instance	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	125	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	125	5	changes	change	NNS
work_ayatblpinzaztdzhilw6yqsi6m	125	6	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	125	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	125	8	types	type	NNS
work_ayatblpinzaztdzhilw6yqsi6m	125	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	125	10	I	i	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	125	12	O	o	UH
work_ayatblpinzaztdzhilw6yqsi6m	125	13	Request	request	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	14	Packets	Packets	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	125	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	125	16	IRP	IRP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	125	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	125	18	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	125	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	125	20	Master	Master	NNP
work_ayatblpinzaztdzhilw6yqsi6m	125	21	File	File	NNP
work_ayatblpinzaztdzhilw6yqsi6m	125	22	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	23	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	125	24	MFT	MFT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	125	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	125	26	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	125	27	usually	usually	RB
work_ayatblpinzaztdzhilw6yqsi6m	125	28	formed	form	VBN
work_ayatblpinzaztdzhilw6yqsi6m	125	29	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	125	30	access	access	VB
work_ayatblpinzaztdzhilw6yqsi6m	125	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	125	32	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	33	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	125	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	126	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	126	2	considerable	considerable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	3	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	126	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	126	5	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	6	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	126	7	share	share	VB
work_ayatblpinzaztdzhilw6yqsi6m	126	8	related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	9	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	126	10	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	126	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	126	12	core	core	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	13	part	part	NN
work_ayatblpinzaztdzhilw6yqsi6m	126	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	126	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	126	16	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	126	17	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	126	18	however	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	126	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	126	20	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	126	21	still	still	RB
work_ayatblpinzaztdzhilw6yqsi6m	126	22	lacks	lack	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	126	23	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	126	24	reliable	reliable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	25	destructive	destructive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	126	26	function	function	NN
work_ayatblpinzaztdzhilw6yqsi6m	126	27	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	126	28	successfully	successfully	RB
work_ayatblpinzaztdzhilw6yqsi6m	126	29	infect	infect	VB
work_ayatblpinzaztdzhilw6yqsi6m	126	30	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	126	31	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	126	32	victims	victim	NNS
work_ayatblpinzaztdzhilw6yqsi6m	126	33	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	127	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	127	2	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	127	3	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	127	6	recapitulate	recapitulate	VBP
work_ayatblpinzaztdzhilw6yqsi6m	127	7	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	127	8	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	127	9	prominent	prominent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	127	10	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	127	11	detections	detection	NNS
work_ayatblpinzaztdzhilw6yqsi6m	127	12	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	127	13	Yang	Yang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	14	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	127	15	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	16	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	18	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	19	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	127	20	Andronio	Andronio	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	22	Zanero	Zanero	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	127	24	Maggi	Maggi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	26	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	27	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	127	28	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	29	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	30	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	31	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	33	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	34	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	127	35	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	127	36	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	127	37	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	127	38	Ahmadian	Ahmadian	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	39	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	40	Shahriari	Shahriari	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	41	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	127	42	Ghaffarian	Ghaffarian	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	43	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	44	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	45	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	127	46	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	47	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	48	Soh	Soh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	49	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	127	50	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	51	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	52	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	53	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	127	54	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	55	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	56	Moon	Moon	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	57	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	127	58	Park	Park	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	59	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	60	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	61	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	127	62	Brewer	Brewer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	127	63	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	127	64	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	127	65	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	127	66	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	127	67	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	128	1	Recently	recently	RB
work_ayatblpinzaztdzhilw6yqsi6m	128	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	128	3	deep	deep	JJ
work_ayatblpinzaztdzhilw6yqsi6m	128	4	neural	neural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	128	5	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	128	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	128	7	convolutional	convolutional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	128	8	neural	neural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	128	9	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	128	10	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	128	11	CNNs	cnn	NNS
work_ayatblpinzaztdzhilw6yqsi6m	128	12	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	128	13	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	128	14	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	128	15	remarkable	remarkable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	128	16	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	128	17	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	128	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	128	19	area	area	NN
work_ayatblpinzaztdzhilw6yqsi6m	128	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	128	21	object	object	NN
work_ayatblpinzaztdzhilw6yqsi6m	128	22	recognition	recognition	NN
work_ayatblpinzaztdzhilw6yqsi6m	128	23	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	128	24	Simonyan	Simonyan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	128	25	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	128	26	Zisserman	Zisserman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	128	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	128	28	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	128	29	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	128	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	129	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	129	2	deep	deep	JJ
work_ayatblpinzaztdzhilw6yqsi6m	129	3	convolutional	convolutional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	129	4	neural	neural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	129	5	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	129	6	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	129	7	outperform	outperform	VB
work_ayatblpinzaztdzhilw6yqsi6m	129	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	129	9	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	129	10	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	129	11	like	like	IN
work_ayatblpinzaztdzhilw6yqsi6m	129	12	Natural	Natural	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	13	Language	Language	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	14	Processing	Processing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	129	16	NLP	NLP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	129	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	129	19	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	20	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	21	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	129	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	130	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	130	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	130	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	130	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	130	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	130	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	130	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	131	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	131	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	131	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	131	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	131	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	10	6/24	6/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	131	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	131	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNS
work_ayatblpinzaztdzhilw6yqsi6m	131	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	14	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	131	15	Comprehensive	Comprehensive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	16	Comparison	Comparison	NNP
work_ayatblpinzaztdzhilw6yqsi6m	131	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	131	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	131	19	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	20	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	131	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	131	22	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	131	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	131	24	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	131	25	art	art	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	26	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	131	27	along	along	IN
work_ayatblpinzaztdzhilw6yqsi6m	131	28	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	131	29	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	131	30	key	key	JJ
work_ayatblpinzaztdzhilw6yqsi6m	131	31	points	point	NNS
work_ayatblpinzaztdzhilw6yqsi6m	131	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	131	33	drawbacks	drawback	NNS
work_ayatblpinzaztdzhilw6yqsi6m	131	34	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	131	35	implementation	implementation	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	36	design	design	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	37	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	131	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	132	1	References	reference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	132	2	Methodology	Methodology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	132	3	Strengths	strength	NNS
work_ayatblpinzaztdzhilw6yqsi6m	132	4	Limitations	Limitations	NNP
work_ayatblpinzaztdzhilw6yqsi6m	132	5	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	132	6	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	132	7	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	132	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	133	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	133	2	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	133	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	133	4	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	133	5	Dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	133	6	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	7	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	8	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	9	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	10	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	11	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	133	12	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	13	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	133	14	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	15	Applied	Applied	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	16	ML	ML	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	17	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	133	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	133	19	KNN	KNN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	133	21	Decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	22	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	23	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	133	24	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	133	25	Major	major	JJ
work_ayatblpinzaztdzhilw6yqsi6m	133	26	support	support	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	27	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	133	28	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	133	29	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	30	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	31	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	133	32	capture	capture	VB
work_ayatblpinzaztdzhilw6yqsi6m	133	33	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	133	34	HW	HW	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	35	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	36	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	133	37	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	133	38	essential	essential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	133	39	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	133	40	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	133	41	malware90	malware90	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	42	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	43	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	44	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	133	45	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	133	46	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	47	FP	fp	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	48	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	133	49	Able	able	JJ
work_ayatblpinzaztdzhilw6yqsi6m	133	50	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	133	51	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	133	52	some	some	DT
work_ayatblpinzaztdzhilw6yqsi6m	133	53	variants	variant	NNS
work_ayatblpinzaztdzhilw6yqsi6m	133	54	whereas	whereas	IN
work_ayatblpinzaztdzhilw6yqsi6m	133	55	some	some	DT
work_ayatblpinzaztdzhilw6yqsi6m	133	56	were	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	133	57	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	133	58	detected	detect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	133	59	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	60	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	61	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	133	62	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	133	63	might	may	MD
work_ayatblpinzaztdzhilw6yqsi6m	133	64	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	133	65	accurate	accurate	VB
work_ayatblpinzaztdzhilw6yqsi6m	133	66	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	67	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	68	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	133	69	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	134	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	134	2	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	134	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	134	4	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	134	5	Analyzed	analyze	VBN
work_ayatblpinzaztdzhilw6yqsi6m	134	6	15	15	CD
work_ayatblpinzaztdzhilw6yqsi6m	134	7	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	134	8	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	134	9	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	134	10	Proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	134	11	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	134	12	mitigation	mitigation	NN
work_ayatblpinzaztdzhilw6yqsi6m	134	13	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	134	14	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	134	15	decoy	decoy	VB
work_ayatblpinzaztdzhilw6yqsi6m	134	16	resources	resource	NNS
work_ayatblpinzaztdzhilw6yqsi6m	134	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	134	18	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	134	19	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	134	20	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	134	21	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	134	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	135	1	�	�	:
work_ayatblpinzaztdzhilw6yqsi6m	135	2	Provide	provide	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	3	evolution	evolution	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	135	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	135	6	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	8	RW	rw	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	9	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	10	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	12	long	long	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	135	14	term	term	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	15	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	16	2006-	2006-	CD
work_ayatblpinzaztdzhilw6yqsi6m	135	17	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	135	18	�	�	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	19	Detailed	detailed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	20	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	22	Bitcoin	Bitcoin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	23	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	24	monetization	monetization	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	25	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	26	Assumed	assume	VBD
work_ayatblpinzaztdzhilw6yqsi6m	135	27	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	28	every	every	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	29	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	30	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	31	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	32	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	135	33	delete	delete	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	34	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	135	35	encrypt	encrypt	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	36	decoy	decoy	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	37	resources	resource	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	38	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	135	39	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	135	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	135	41	they	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	135	42	did	do	VBD
work_ayatblpinzaztdzhilw6yqsi6m	135	43	n’t	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	135	44	implement	implement	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	45	any	any	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	46	concrete	concrete	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	47	solution	solution	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	48	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	135	49	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	50	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	135	51	defend	defend	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	52	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	53	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	54	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	55	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	56	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	135	57	Soh	Soh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	58	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	135	59	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	60	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	135	61	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	135	62	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	135	63	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	135	64	Present	present	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	65	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	66	quantification	quantification	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	67	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	68	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	135	69	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	70	social	social	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	71	engineering	engineering	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	72	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	73	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	135	74	avoid	avoid	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	75	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	135	76	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	135	77	any	any	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	78	cryptographic	cryptographic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	79	operations	operation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	80	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	81	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	82	local	local	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	83	drive	drive	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	84	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	85	explains	explain	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	135	86	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	135	87	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	88	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	135	89	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	135	90	intrusion	intrusion	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	91	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	92	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	93	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	135	94	IP	ip	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	95	traceback	traceback	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	96	algorithm	algorithm	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	97	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	135	98	Lack	lack	NN
work_ayatblpinzaztdzhilw6yqsi6m	135	99	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	135	100	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	101	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	102	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	103	Suggests	suggest	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	135	104	guidelines	guideline	NNS
work_ayatblpinzaztdzhilw6yqsi6m	135	105	online	online	JJ
work_ayatblpinzaztdzhilw6yqsi6m	135	106	Narudin	Narudin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	107	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	135	108	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	135	109	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	136	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	136	2	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	136	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	136	4	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	136	5	Machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	136	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	136	9	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	10	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	11	Filter	Filter	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	12	TCP	TCP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	13	packets	packet	NNS
work_ayatblpinzaztdzhilw6yqsi6m	136	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	136	15	extract	extract	VBP
work_ayatblpinzaztdzhilw6yqsi6m	136	16	network	network	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	17	traffic	traffic	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	18	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	136	19	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	20	Evaluate	Evaluate	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	21	Bayes	Bayes	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	136	23	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	24	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	136	26	KNN	KNN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	136	28	J48	J48	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	136	30	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	136	31	MLP	MLP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	32	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	33	Accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	136	34	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	136	35	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	136	36	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	136	37	ML	ML	NNP
work_ayatblpinzaztdzhilw6yqsi6m	136	38	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	136	39	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	137	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	2	BN	BN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	3	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	137	4	RF	RF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	5	produces	produce	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	137	6	99.97	99.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	137	7	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	137	8	TPR	TPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	9	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	10	Bayes	Bayes	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	137	12	MLP	MLP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	13	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	137	14	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	15	0.995	0.995	CD
work_ayatblpinzaztdzhilw6yqsi6m	137	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	137	17	RF	RF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	18	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	137	19	0.991	0.991	CD
work_ayatblpinzaztdzhilw6yqsi6m	137	20	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	137	21	Applicable	applicable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	137	22	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	137	23	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	24	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	137	25	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	137	26	Zavarsky	Zavarsky	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	27	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	137	28	Lindskog	Lindskog	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	29	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	137	30	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	137	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	137	32	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	137	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	137	34	life	life	NN
work_ayatblpinzaztdzhilw6yqsi6m	137	35	cycle	cycle	NN
work_ayatblpinzaztdzhilw6yqsi6m	137	36	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	137	37	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	38	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	137	39	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	137	40	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	137	41	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	137	42	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	138	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	138	2	Implement	implement	JJ
work_ayatblpinzaztdzhilw6yqsi6m	138	3	basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	138	4	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	138	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	138	6	basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	138	7	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	138	8	�	�	''
work_ayatblpinzaztdzhilw6yqsi6m	138	9	MD5	md5	NN
work_ayatblpinzaztdzhilw6yqsi6m	138	10	method	method	NN
work_ayatblpinzaztdzhilw6yqsi6m	138	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	138	12	Cuckoo	Cuckoo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	138	13	Sandbox	Sandbox	NNP
work_ayatblpinzaztdzhilw6yqsi6m	138	14	used	use	VBD
work_ayatblpinzaztdzhilw6yqsi6m	138	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	139	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	139	2	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	139	3	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	139	4	Analyze	Analyze	NNP
work_ayatblpinzaztdzhilw6yqsi6m	139	5	AndroidManifest	AndroidManifest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	139	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	140	1	xml	xml	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	140	3	administrative	administrative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	4	privilege	privilege	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	5	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	140	6	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	140	7	Windows	window	NNS
work_ayatblpinzaztdzhilw6yqsi6m	140	8	analyze	analyze	VBP
work_ayatblpinzaztdzhilw6yqsi6m	140	9	Filesystems	filesystem	NNS
work_ayatblpinzaztdzhilw6yqsi6m	140	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	140	11	registry	registry	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	12	activities	activity	NNS
work_ayatblpinzaztdzhilw6yqsi6m	140	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	140	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	140	15	network	network	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	16	operations	operation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	140	17	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	18	Explained	explain	VBD
work_ayatblpinzaztdzhilw6yqsi6m	140	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	140	20	detailed	detailed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	21	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	140	23	working	working	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	140	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	140	26	functionality	functionality	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	27	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	140	28	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	29	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	30	Performed	performed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	31	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	32	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	140	33	both	both	CC
work_ayatblpinzaztdzhilw6yqsi6m	140	34	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	140	35	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	36	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	140	37	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	38	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	140	39	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	140	40	RW	RW	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	41	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	42	PEiD	PEiD	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	43	tool	tool	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	44	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	140	45	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	140	46	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	140	47	windows	window	NNS
work_ayatblpinzaztdzhilw6yqsi6m	140	48	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	140	49	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	50	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	140	51	Performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	140	52	only	only	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	53	basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	54	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	55	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	140	56	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	140	57	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	140	58	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	141	1	�	�	:
work_ayatblpinzaztdzhilw6yqsi6m	141	2	No	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	141	3	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	4	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	141	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	7	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	8	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	141	9	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	141	10	zero	zero	CD
work_ayatblpinzaztdzhilw6yqsi6m	141	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	141	12	day	day	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	14	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	15	Lack	lack	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	17	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	141	18	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	19	Song	Song	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	141	21	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	22	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	23	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	24	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	141	25	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	141	26	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	141	27	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	28	Proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	29	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	30	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	31	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	141	32	modules	module	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	33	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	141	34	Configuration	configuration	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	141	36	Monitors	Monitors	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	141	38	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	39	Processes	process	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	40	sing	sing	VBP
work_ayatblpinzaztdzhilw6yqsi6m	141	41	�	�	:
work_ayatblpinzaztdzhilw6yqsi6m	141	42	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	141	43	hash	hash	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	44	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	45	method	method	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	46	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	141	47	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	48	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	49	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	50	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	51	CryptoLocker	CryptoLocker	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	52	type	type	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	53	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	54	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	55	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	141	56	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	57	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	58	monitors	monitor	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	141	59	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	141	60	processes	process	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	61	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	62	specific	specific	JJ
work_ayatblpinzaztdzhilw6yqsi6m	141	63	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	64	directories	directory	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	65	�	�	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	66	monitor	monitor	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	67	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	68	events	event	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	69	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	141	70	statistical	statistical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	141	71	methods	method	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	72	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	73	Processor	Processor	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	74	usage	usage	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	75	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	141	76	Memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	77	usage	usage	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	78	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	141	79	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	80	I	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	141	81	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	141	82	O	o	UH
work_ayatblpinzaztdzhilw6yqsi6m	141	83	rates	rate	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	84	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	85	Not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	141	86	applicable	applicable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	141	87	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	88	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	89	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	141	90	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	91	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	92	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	93	No	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	141	94	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	95	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	141	96	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	97	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	141	98	Does	do	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	141	99	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	141	100	install	install	VB
work_ayatblpinzaztdzhilw6yqsi6m	141	101	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	102	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	103	execute	execute	VB
work_ayatblpinzaztdzhilw6yqsi6m	141	104	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	141	105	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	106	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	141	107	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	141	108	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	109	Results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	141	110	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	141	111	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	141	112	analyzed	analyze	VBN
work_ayatblpinzaztdzhilw6yqsi6m	141	113	quantitatively	quantitatively	RB
work_ayatblpinzaztdzhilw6yqsi6m	141	114	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	115	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	116	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	141	117	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	142	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	142	2	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	142	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	142	4	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	5	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	6	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	7	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	8	Monitors	monitor	NNS
work_ayatblpinzaztdzhilw6yqsi6m	142	9	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	10	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	11	I	i	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	12	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	142	13	O	o	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	14	activity	activity	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	15	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	142	16	Detect	detect	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	17	screen	screen	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	18	locking	lock	VBG
work_ayatblpinzaztdzhilw6yqsi6m	142	19	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	142	21	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	22	used	use	VBD
work_ayatblpinzaztdzhilw6yqsi6m	142	23	Tesseract	Tesseract	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	24	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	142	25	OCR	OCR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	26	�	�	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	142	27	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	28	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	29	family	family	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	30	were	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	142	31	detected	detect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	142	32	that	that	DT
work_ayatblpinzaztdzhilw6yqsi6m	142	33	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	142	34	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	142	35	detected	detect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	142	36	previously	previously	RB
work_ayatblpinzaztdzhilw6yqsi6m	142	37	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	142	38	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	142	39	long	long	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	40	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	142	41	term	term	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	42	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	43	analyzed	analyze	VBD
work_ayatblpinzaztdzhilw6yqsi6m	142	44	148223	148223	CD
work_ayatblpinzaztdzhilw6yqsi6m	142	45	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	46	samples	sample	NNS
work_ayatblpinzaztdzhilw6yqsi6m	142	47	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	142	48	correctly	correctly	RB
work_ayatblpinzaztdzhilw6yqsi6m	142	49	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	142	50	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	142	51	verified	verify	VBD
work_ayatblpinzaztdzhilw6yqsi6m	142	52	13637	13637	CD
work_ayatblpinzaztdzhilw6yqsi6m	142	53	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	54	samples	sample	NNS
work_ayatblpinzaztdzhilw6yqsi6m	142	55	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	56	96.3	96.3	CD
work_ayatblpinzaztdzhilw6yqsi6m	142	57	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	58	TP	tp	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	59	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	60	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	142	61	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	142	62	FPs	fp	NNS
work_ayatblpinzaztdzhilw6yqsi6m	142	63	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	142	64	Accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	142	65	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	142	66	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	142	67	that	that	RB
work_ayatblpinzaztdzhilw6yqsi6m	142	68	good	good	JJ
work_ayatblpinzaztdzhilw6yqsi6m	142	69	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	143	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	143	2	example	example	NN
work_ayatblpinzaztdzhilw6yqsi6m	143	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	143	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	143	5	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	143	6	correctly	correctly	RB
work_ayatblpinzaztdzhilw6yqsi6m	143	7	detects	detect	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	143	8	7,572	7,572	CD
work_ayatblpinzaztdzhilw6yqsi6m	143	9	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	143	10	whereas	whereas	IN
work_ayatblpinzaztdzhilw6yqsi6m	143	11	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	143	12	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	143	13	unknown	unknown	NN
work_ayatblpinzaztdzhilw6yqsi6m	143	14	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	143	15	detected	detect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	143	16	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	143	17	Continued	continued	JJ
work_ayatblpinzaztdzhilw6yqsi6m	143	18	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	143	19	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	143	20	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	143	21	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	143	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	144	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	144	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	144	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	144	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	144	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	144	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	144	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	145	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	145	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	145	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	145	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	145	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	10	7/24	7/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	145	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	145	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NN
work_ayatblpinzaztdzhilw6yqsi6m	145	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	145	14	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	145	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	145	16	continued	continue	VBN
work_ayatblpinzaztdzhilw6yqsi6m	145	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	145	18	References	reference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	145	19	Methodology	Methodology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	20	Strengths	Strengths	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	21	Limitations	Limitations	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	145	22	Sgandurra	Sgandurra	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	23	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	24	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	145	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	146	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	146	2	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	146	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	146	4	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	146	5	Dynamically	dynamically	RB
work_ayatblpinzaztdzhilw6yqsi6m	146	6	monitor	monitor	VBP
work_ayatblpinzaztdzhilw6yqsi6m	146	7	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	8	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	9	activity	activity	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	10	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	146	11	windows	window	NNS
work_ayatblpinzaztdzhilw6yqsi6m	146	12	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	13	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	146	14	Classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	146	15	between	between	IN
work_ayatblpinzaztdzhilw6yqsi6m	146	16	goodware	goodware	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	146	18	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	19	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	146	20	ML	ML	NNP
work_ayatblpinzaztdzhilw6yqsi6m	146	21	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	146	22	Mutual	mutual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	146	23	Information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	24	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	146	25	Regularized	Regularized	NNP
work_ayatblpinzaztdzhilw6yqsi6m	146	26	Logistic	Logistic	NNP
work_ayatblpinzaztdzhilw6yqsi6m	146	27	Regression	Regression	NNP
work_ayatblpinzaztdzhilw6yqsi6m	146	28	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	146	29	used	use	VBD
work_ayatblpinzaztdzhilw6yqsi6m	146	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	147	1	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	147	2	Proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	147	3	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	4	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	5	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	6	EldeRan	EldeRan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	147	7	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	147	8	effective	effective	JJ
work_ayatblpinzaztdzhilw6yqsi6m	147	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	147	10	entirely	entirely	RB
work_ayatblpinzaztdzhilw6yqsi6m	147	11	automated	automate	VBD
work_ayatblpinzaztdzhilw6yqsi6m	147	12	tool	tool	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	13	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	147	14	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	147	15	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	147	16	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	147	18	enhance	enhance	VB
work_ayatblpinzaztdzhilw6yqsi6m	147	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	147	20	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	21	capabilities	capability	NNS
work_ayatblpinzaztdzhilw6yqsi6m	147	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	147	23	AV	av	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	24	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	25	�	�	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	26	registry	registry	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	27	key	key	NN
work_ayatblpinzaztdzhilw6yqsi6m	147	28	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	147	29	API	API	NNP
work_ayatblpinzaztdzhilw6yqsi6m	147	30	calls	call	NNS
work_ayatblpinzaztdzhilw6yqsi6m	147	31	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	147	32	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	147	33	two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	147	34	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	147	35	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	147	36	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	147	37	most	most	RBS
work_ayatblpinzaztdzhilw6yqsi6m	147	38	relevant	relevant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	147	39	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	147	40	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	148	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	2	EldeRan	EldeRan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	3	achieves	achieve	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	148	4	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	5	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	7	0.995	0.995	CD
work_ayatblpinzaztdzhilw6yqsi6m	148	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	148	9	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	10	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	11	96.3	96.3	CD
work_ayatblpinzaztdzhilw6yqsi6m	148	12	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	13	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	148	14	Despite	despite	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	15	good	good	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	16	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	148	18	EldeRan	elderan	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	19	still	still	RB
work_ayatblpinzaztdzhilw6yqsi6m	148	20	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	148	21	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	22	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	148	23	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	24	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	25	replacement	replacement	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	26	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	27	AV	av	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	28	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	148	29	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	30	current	current	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	31	settings	setting	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	32	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	148	33	no	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	34	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	35	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	36	running	run	VBG
work_ayatblpinzaztdzhilw6yqsi6m	148	37	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	38	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	39	VM	VM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	148	41	except	except	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	42	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	43	ones	one	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	44	coming	come	VBG
work_ayatblpinzaztdzhilw6yqsi6m	148	45	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	46	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	47	fresh	fresh	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	48	installation	installation	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	49	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	50	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	51	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	148	52	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	53	initial	initial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	54	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	55	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	148	56	larger	large	JJR
work_ayatblpinzaztdzhilw6yqsi6m	148	57	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	148	58	Unable	unable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	59	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	148	60	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	61	RW	RW	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	62	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	148	63	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	148	64	silent	silent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	65	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	66	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	148	67	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	148	68	wait	wait	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	69	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	70	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	71	user	user	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	72	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	148	73	do	do	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	74	something	something	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	75	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	76	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	148	77	Robert	Robert	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	78	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	148	79	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	148	80	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	148	81	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	148	82	Dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	83	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	84	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	85	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	86	wanna	wanna	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	87	cry	cry	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	88	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	89	Present	present	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	90	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	148	91	method	method	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	92	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	148	93	extract	extract	VB
work_ayatblpinzaztdzhilw6yqsi6m	148	94	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	95	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	96	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	97	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	98	hosts	host	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	99	logs	log	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	100	�	�	:
work_ayatblpinzaztdzhilw6yqsi6m	148	101	TF	TF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	102	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	148	103	IDF	IDF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	104	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	105	gives	give	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	148	106	better	well	JJR
work_ayatblpinzaztdzhilw6yqsi6m	148	107	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	108	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	109	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	148	110	wanna	wanna	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	111	cry	cry	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	112	�	�	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	148	113	Research	Research	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	114	helps	help	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	148	115	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	116	further	further	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	117	manual	manual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	118	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	119	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	120	logs	logs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	148	121	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	122	ambient	ambient	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	123	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	148	124	logs	log	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	148	125	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	148	126	forensic	forensic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	148	127	efforts	effort	NNS
work_ayatblpinzaztdzhilw6yqsi6m	148	128	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	149	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	2	Automatically	automatically	RB
work_ayatblpinzaztdzhilw6yqsi6m	149	3	generate	generate	VBP
work_ayatblpinzaztdzhilw6yqsi6m	149	4	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	5	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	7	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	8	samples	sample	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	9	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	10	sandbox	sandbox	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	11	log	log	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	12	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	13	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	14	Presentation	presentation	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	16	experimented	experiment	VBN
work_ayatblpinzaztdzhilw6yqsi6m	149	17	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	18	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	149	19	outside	outside	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	21	scope	scope	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	24	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	25	�	�	:
work_ayatblpinzaztdzhilw6yqsi6m	149	26	Study	study	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	27	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	149	28	help	help	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	29	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	30	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	149	31	automatic	automatic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	32	pattern	pattern	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	33	generation	generation	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	34	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	35	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	36	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	38	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	39	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	40	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	41	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	42	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	43	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	44	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	45	Machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	46	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	47	n	n	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	48	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	49	gram	gram	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	50	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	51	EFCM	EFCM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	52	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	53	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	54	Information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	55	Gain	gain	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	56	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	57	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	58	Sliding	slide	VBG
work_ayatblpinzaztdzhilw6yqsi6m	149	59	window	window	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	60	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	61	Static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	62	+	+	SYM
work_ayatblpinzaztdzhilw6yqsi6m	149	63	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	64	conf	conf	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	65	�	�	''
work_ayatblpinzaztdzhilw6yqsi6m	149	66	SVM	SVM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	67	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	68	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	69	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	70	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	71	Proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	149	72	framework	framework	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	73	inclines	incline	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	149	74	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	149	75	share	share	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	76	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	77	pre	pre	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	78	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	79	encryption	encryption	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	80	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	81	space	space	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	82	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	83	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	84	main	main	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	85	defense	defense	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	86	step	step	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	87	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	88	crypto-	crypto-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	89	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	90	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	91	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	92	No	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	93	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	94	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	95	No	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	96	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	97	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	98	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	99	No	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	100	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	101	evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	102	details	detail	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	103	Bahador	Bahador	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	104	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	105	Abadi	Abadi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	106	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	107	Tajoddin	Tajoddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	108	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	109	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	110	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	111	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	112	Presents	present	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	149	113	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	114	two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	115	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	116	stage	stage	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	117	heuristic	heuristic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	118	matching	matching	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	119	strategy	strategy	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	120	signature	signature	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	121	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	122	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	149	123	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	124	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	125	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	126	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	127	level	level	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	128	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	129	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	130	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	131	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	132	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	133	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	134	HLMD	hlmd	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	135	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	136	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	149	137	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	138	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	139	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	140	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	141	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	142	beginning	beginning	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	143	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	144	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	145	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	146	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	147	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	149	148	achieve	achieve	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	149	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	150	average	average	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	151	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	152	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	153	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	154	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	155	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	156	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	157	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	149	158	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	159	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	160	95.19	95.19	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	161	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	162	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	163	89.96	89.96	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	164	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	165	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	166	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	167	92.50	92.50	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	168	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	169	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	170	respectively	respectively	RB
work_ayatblpinzaztdzhilw6yqsi6m	149	171	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	172	Their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	149	173	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	174	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	149	175	suitable	suitable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	176	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	177	independent	independent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	178	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	179	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	180	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	181	worms	worm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	182	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	149	183	Trojans	Trojans	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	149	184	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	185	bots	bot	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	186	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	187	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	149	188	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	149	189	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	190	run	run	VBN
work_ayatblpinzaztdzhilw6yqsi6m	149	191	standalone	standalone	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	192	without	without	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	193	having	have	VBG
work_ayatblpinzaztdzhilw6yqsi6m	149	194	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	149	195	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	149	196	attached	attach	VBN
work_ayatblpinzaztdzhilw6yqsi6m	149	197	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	198	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	199	host	host	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	200	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	149	201	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	149	202	Not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	149	203	applicable	applicable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	149	204	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	149	205	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	206	Dion	Dion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	207	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	208	Brohi	Brohi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	209	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	210	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	149	211	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	149	212	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	149	213	analyzed	analyze	VBD
work_ayatblpinzaztdzhilw6yqsi6m	149	214	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	149	215	opcodes	opcode	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	216	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	149	217	measures	measure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	218	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	149	219	frequencies	frequency	NNS
work_ayatblpinzaztdzhilw6yqsi6m	149	220	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	150	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	2	Compare	compare	VB
work_ayatblpinzaztdzhilw6yqsi6m	150	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	150	4	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	150	6	supervised	supervised	JJ
work_ayatblpinzaztdzhilw6yqsi6m	150	7	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	8	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	150	9	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	150	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	150	11	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	12	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	13	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	150	14	Experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	150	15	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	150	17	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	18	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	150	20	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	21	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	22	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	23	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	24	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	150	25	GBDT	GBDT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	26	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	150	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	150	28	Neural	Neural	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	29	Network	Network	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	30	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	150	31	Multilayer	Multilayer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	32	Perceptron	Perceptron	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	150	34	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	150	35	types	type	NNS
work_ayatblpinzaztdzhilw6yqsi6m	150	36	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	150	37	Support	Support	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	38	Vector	Vector	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	39	Machine	Machine	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	40	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	150	41	SVM	SVM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	42	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	150	43	were	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	150	44	performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	150	45	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	46	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	47	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	48	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	150	49	GBDT	GBDT	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	50	outperformed	outperform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	150	51	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	52	Authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	150	53	mentioned	mention	VBD
work_ayatblpinzaztdzhilw6yqsi6m	150	54	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	150	55	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	150	56	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	150	57	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	58	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	150	59	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	150	60	able	able	JJ
work_ayatblpinzaztdzhilw6yqsi6m	150	61	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	150	62	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	150	63	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	150	64	exe	exe	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	65	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	150	66	ddl	ddl	JJ
work_ayatblpinzaztdzhilw6yqsi6m	150	67	format	format	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	68	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	69	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	150	70	Only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	150	71	supervised	supervise	VBD
work_ayatblpinzaztdzhilw6yqsi6m	150	72	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	73	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	150	74	applied	apply	VBD
work_ayatblpinzaztdzhilw6yqsi6m	150	75	Kadiyala	Kadiyala	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	76	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	150	77	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	150	78	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	151	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	151	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	151	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	151	4	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	5	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	6	Analysis	Analysis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	7	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	151	8	Hardware	Hardware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	9	Performance	Performance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	10	Counters	Counters	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	11	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	12	Proposed	propose	VBD
work_ayatblpinzaztdzhilw6yqsi6m	151	13	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	14	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	151	15	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	151	16	step	step	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	17	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	18	included	include	VBD
work_ayatblpinzaztdzhilw6yqsi6m	151	19	i	i	PRP
work_ayatblpinzaztdzhilw6yqsi6m	151	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	151	21	extracting	extract	VBG
work_ayatblpinzaztdzhilw6yqsi6m	151	22	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	23	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	24	ii	ii	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	151	26	finding	find	VBG
work_ayatblpinzaztdzhilw6yqsi6m	151	27	maximum	maximum	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	28	variance	variance	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	29	through	through	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	30	reducing	reduce	VBG
work_ayatblpinzaztdzhilw6yqsi6m	151	31	fine	fine	RB
work_ayatblpinzaztdzhilw6yqsi6m	151	32	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	151	33	grained	grain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	151	34	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	35	iii	iii	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	36	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	151	37	apply	apply	VBP
work_ayatblpinzaztdzhilw6yqsi6m	151	38	ML	ML	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	39	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	40	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	151	41	extract	extract	VB
work_ayatblpinzaztdzhilw6yqsi6m	151	42	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	43	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	44	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	45	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	46	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	47	call	call	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	48	during	during	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	49	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	50	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	51	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	52	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	151	53	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	54	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	151	55	perf	perf	VBN
work_ayatblpinzaztdzhilw6yqsi6m	151	56	libraries	library	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	57	along	along	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	58	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	59	CoreSight	CoreSight	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	60	Access	Access	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	61	Libraries	Libraries	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	151	62	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	151	63	allows	allow	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	151	64	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	151	65	interact	interact	VB
work_ayatblpinzaztdzhilw6yqsi6m	151	66	directly	directly	RB
work_ayatblpinzaztdzhilw6yqsi6m	151	67	through	through	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	68	APIs	api	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	69	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	151	70	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	71	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	72	98.4	98.4	CD
work_ayatblpinzaztdzhilw6yqsi6m	151	73	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	74	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	151	75	suitable	suitable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	76	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	151	77	linux	linux	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	78	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	79	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	80	Training	Training	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	81	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	82	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	151	83	small	small	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	84	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	85	Monitored	monitor	VBN
work_ayatblpinzaztdzhilw6yqsi6m	151	86	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	151	87	four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	151	88	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	89	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	90	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	151	91	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	92	3.1	3.1	CD
work_ayatblpinzaztdzhilw6yqsi6m	151	93	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	151	94	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	95	positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	151	96	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	97	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	98	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	151	99	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	152	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	152	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	152	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	152	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	152	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	152	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	152	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	153	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	153	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	153	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	153	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	153	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	10	8/24	8/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	153	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	153	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	:
work_ayatblpinzaztdzhilw6yqsi6m	153	13	if	if	IN
work_ayatblpinzaztdzhilw6yqsi6m	153	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	153	15	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	153	16	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	153	17	performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	153	18	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	153	19	large	large	JJ
work_ayatblpinzaztdzhilw6yqsi6m	153	20	datasets	dataset	NNS
work_ayatblpinzaztdzhilw6yqsi6m	153	21	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	153	22	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	153	24	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	153	26	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	153	27	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	153	28	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	153	30	Zhao	Zhao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	31	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	153	32	LeCun	LeCun	NNP
work_ayatblpinzaztdzhilw6yqsi6m	153	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	153	34	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	153	35	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	153	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	154	1	Due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	154	2	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	154	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	154	4	limited	limited	JJ
work_ayatblpinzaztdzhilw6yqsi6m	154	5	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	154	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	154	7	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	154	8	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	154	9	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	154	10	supervised	supervise	VBN
work_ayatblpinzaztdzhilw6yqsi6m	154	11	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	154	12	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	154	13	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	154	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	155	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	155	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	155	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	155	4	core	core	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	5	objective	objective	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	155	7	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	155	8	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	155	9	scheme	scheme	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	10	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	155	11	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	155	12	gauge	gauge	VB
work_ayatblpinzaztdzhilw6yqsi6m	155	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	155	14	effectiveness	effectiveness	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	155	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	155	17	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	18	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	19	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	155	21	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	155	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	155	23	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	155	24	truly	truly	RB
work_ayatblpinzaztdzhilw6yqsi6m	155	25	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	155	26	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	155	28	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	155	29	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	155	30	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	31	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	155	32	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	33	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	155	34	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	155	35	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	155	36	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	155	37	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	156	1	Besides	besides	RB
work_ayatblpinzaztdzhilw6yqsi6m	156	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	156	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	156	4	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	5	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	156	6	exhibit	exhibit	VBP
work_ayatblpinzaztdzhilw6yqsi6m	156	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	156	8	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	156	9	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	10	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	11	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	156	13	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	156	14	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	156	15	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	156	16	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	156	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	156	18	researchers	researcher	NNS
work_ayatblpinzaztdzhilw6yqsi6m	156	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	156	20	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	156	21	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	22	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	156	23	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	156	24	Mucci	Mucci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	25	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	156	26	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	27	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	156	29	1999	1999	CD
work_ayatblpinzaztdzhilw6yqsi6m	156	30	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	156	31	Bahador	Bahador	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	156	33	Abadi	Abadi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	34	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	156	35	Tajoddin	Tajoddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	156	37	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	156	38	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	156	39	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	40	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	41	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	42	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	156	43	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	156	44	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	156	45	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	156	46	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	157	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	157	2	Basu	Basu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	157	3	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	157	4	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	157	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	158	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	158	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	4	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	158	5	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	158	6	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	158	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	9	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	158	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	158	11	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	158	12	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	158	13	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	158	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	158	16	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	158	17	another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	158	18	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	158	19	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	21	Bahador	Bahador	NNP
work_ayatblpinzaztdzhilw6yqsi6m	158	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	158	23	Abadi	Abadi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	158	24	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	158	25	Tajoddin	Tajoddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	158	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	158	27	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	158	28	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	29	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	158	30	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	158	31	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	158	32	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	158	33	heuristic	heuristic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	158	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	35	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	158	36	signature	signature	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	37	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	158	38	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	158	39	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	158	40	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	158	41	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	42	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	158	43	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	158	44	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	158	45	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	158	46	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	158	47	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	158	48	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	158	49	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	158	50	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	159	1	Their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	159	2	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	159	3	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	159	4	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	159	5	suitable	suitable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	159	6	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	159	7	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	159	8	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	159	9	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	159	10	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	159	11	invoked	invoke	VBN
work_ayatblpinzaztdzhilw6yqsi6m	159	12	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	159	13	standalone	standalone	JJ
work_ayatblpinzaztdzhilw6yqsi6m	159	14	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	159	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	159	16	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	159	17	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	159	18	dependent	dependent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	159	19	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	159	20	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	159	21	host	host	NN
work_ayatblpinzaztdzhilw6yqsi6m	159	22	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	159	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	160	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	160	2	summary	summary	NN
work_ayatblpinzaztdzhilw6yqsi6m	160	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	160	4	none	none	NN
work_ayatblpinzaztdzhilw6yqsi6m	160	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	160	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	160	7	existing	exist	VBG
work_ayatblpinzaztdzhilw6yqsi6m	160	8	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	160	9	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	160	10	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	160	11	utilizes	utilize	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	160	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	160	13	important	important	JJ
work_ayatblpinzaztdzhilw6yqsi6m	160	14	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	160	15	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	160	16	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	160	17	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	160	18	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	160	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	160	20	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	160	21	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	160	22	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	160	23	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	160	24	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	160	25	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	160	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	161	1	Although	although	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	161	3	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	161	4	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	161	5	few	few	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	6	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	161	7	available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	8	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	161	9	classify	classify	VBP
work_ayatblpinzaztdzhilw6yqsi6m	161	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	161	11	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	12	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	13	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	14	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	161	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	161	16	however	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	161	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	161	18	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	161	20	best	good	JJS
work_ayatblpinzaztdzhilw6yqsi6m	161	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	22	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	161	23	knowledge	knowledge	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	24	no	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	161	25	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	26	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	27	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	161	28	utilizing	utilize	VBG
work_ayatblpinzaztdzhilw6yqsi6m	161	29	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	30	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	31	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	161	32	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	161	33	classified	classify	VBD
work_ayatblpinzaztdzhilw6yqsi6m	161	34	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	35	into	into	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	36	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	161	37	subclass	subclass	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	38	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	39	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	40	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	161	41	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	42	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	161	43	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	44	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	161	45	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	161	46	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	161	47	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	161	48	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	162	1	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	162	2	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	162	3	employ	employ	VB
work_ayatblpinzaztdzhilw6yqsi6m	162	4	obfuscation	obfuscation	NN
work_ayatblpinzaztdzhilw6yqsi6m	162	5	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	162	6	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	162	7	deceive	deceive	VB
work_ayatblpinzaztdzhilw6yqsi6m	162	8	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	162	9	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	162	10	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	162	11	anti	anti	NNS
work_ayatblpinzaztdzhilw6yqsi6m	162	12	-	-	NNS
work_ayatblpinzaztdzhilw6yqsi6m	162	13	viruses	virus	NNS
work_ayatblpinzaztdzhilw6yqsi6m	162	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	163	1	Furthermore	furthermore	RB
work_ayatblpinzaztdzhilw6yqsi6m	163	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	163	3	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	163	4	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	163	5	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	163	6	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	163	7	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	163	8	obfuscated	obfuscate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	163	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	163	10	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	163	11	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	163	12	detected	detect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	163	13	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	163	14	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	163	15	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	163	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	164	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	164	2	believe	believe	VBP
work_ayatblpinzaztdzhilw6yqsi6m	164	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	164	4	aspect	aspect	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	5	should	should	MD
work_ayatblpinzaztdzhilw6yqsi6m	164	6	essentially	essentially	RB
work_ayatblpinzaztdzhilw6yqsi6m	164	7	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	164	8	exploited	exploit	VBN
work_ayatblpinzaztdzhilw6yqsi6m	164	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	164	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	164	11	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	12	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	13	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	14	should	should	MD
work_ayatblpinzaztdzhilw6yqsi6m	164	15	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	164	16	utilized	utilize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	164	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	164	18	execute	execute	VB
work_ayatblpinzaztdzhilw6yqsi6m	164	19	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	164	20	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	164	21	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	22	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	164	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	165	1	Based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	165	2	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	165	3	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	165	4	facts	fact	NNS
work_ayatblpinzaztdzhilw6yqsi6m	165	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	165	6	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	165	7	argue	argue	VBP
work_ayatblpinzaztdzhilw6yqsi6m	165	8	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	165	9	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	165	10	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	165	11	useful	useful	JJ
work_ayatblpinzaztdzhilw6yqsi6m	165	12	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	165	13	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	165	14	could	could	MD
work_ayatblpinzaztdzhilw6yqsi6m	165	15	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	165	16	utilized	utilize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	165	17	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	165	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	165	19	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	165	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	165	21	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	165	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	165	23	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	165	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	166	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	166	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	166	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	166	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	166	5	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	166	6	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	166	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	166	8	continued	continued	JJ
work_ayatblpinzaztdzhilw6yqsi6m	166	9	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	166	10	References	reference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	166	11	Methodology	Methodology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	166	12	Strengths	Strengths	NNP
work_ayatblpinzaztdzhilw6yqsi6m	166	13	Limitations	Limitations	NNP
work_ayatblpinzaztdzhilw6yqsi6m	166	14	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	166	15	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	166	16	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	166	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	167	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	167	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	167	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	167	4	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	5	Dynamic	Dynamic	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	6	Analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	7	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	167	8	Implement	Implement	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	9	Artificial	Artificial	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	10	Neural	Neural	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	11	Network	Network	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	167	13	Fast	Fast	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	14	Fourier	Fourier	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	15	Transformation	Transformation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	16	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	17	Disk	Disk	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	18	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	19	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	20	module	module	JJ
work_ayatblpinzaztdzhilw6yqsi6m	167	21	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	22	used	use	VBD
work_ayatblpinzaztdzhilw6yqsi6m	167	23	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	24	Two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	167	25	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	167	26	step	step	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	27	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	28	framework	framework	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	29	named	name	VBN
work_ayatblpinzaztdzhilw6yqsi6m	167	30	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	167	31	RAPPER	RAPPER	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	32	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	167	33	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	167	34	accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	167	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	167	36	fast	fast	JJ
work_ayatblpinzaztdzhilw6yqsi6m	167	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	167	38	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	167	39	reliable	reliable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	167	40	solution	solution	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	41	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	167	42	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	167	43	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	167	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	168	1	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	2	Used	use	VBD
work_ayatblpinzaztdzhilw6yqsi6m	168	3	minimal	minimal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	4	tracepoints	tracepoint	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	5	�	�	,
work_ayatblpinzaztdzhilw6yqsi6m	168	6	Provide	provide	VB
work_ayatblpinzaztdzhilw6yqsi6m	168	7	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	168	8	comprehensive	comprehensive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	9	solution	solution	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	168	11	tackle	tackle	VB
work_ayatblpinzaztdzhilw6yqsi6m	168	12	standard	standard	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	13	benchmark	benchmark	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	15	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	168	16	disk	disk	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	17	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	168	19	regular	regular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	20	high	high	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	21	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	22	computational	computational	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	23	processes	process	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	24	�	�	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	25	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	26	were	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	168	27	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	168	28	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	168	29	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	168	30	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	31	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	168	32	perf	perf	VBN
work_ayatblpinzaztdzhilw6yqsi6m	168	33	tool	tool	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	34	�	�	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	35	Observe	observe	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	36	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	168	37	events	event	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	38	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	168	39	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	40	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	168	41	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	168	42	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	43	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	44	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	45	cache	cache	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	46	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	168	47	references	reference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	48	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	49	cache-	cache-	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	50	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	51	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	52	branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	53	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	168	54	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	168	55	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	56	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	168	57	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	58	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	168	59	Analyze	Analyze	NNP
work_ayatblpinzaztdzhilw6yqsi6m	168	60	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	168	61	present	present	VB
work_ayatblpinzaztdzhilw6yqsi6m	168	62	all	all	PDT
work_ayatblpinzaztdzhilw6yqsi6m	168	63	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	168	64	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	65	studies	study	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	66	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	168	67	giving	give	VBG
work_ayatblpinzaztdzhilw6yqsi6m	168	68	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	168	69	comparison	comparison	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	70	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	168	71	WannaCry	WannaCry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	168	72	only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	168	73	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	168	74	Lack	lack	NN
work_ayatblpinzaztdzhilw6yqsi6m	168	75	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	168	76	detailed	detailed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	77	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	168	78	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	79	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	168	80	accuracies	accuracy	NNS
work_ayatblpinzaztdzhilw6yqsi6m	168	81	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	169	1	Our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	169	2	Approach	Approach	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	3	�	�	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	4	Dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	5	Analysis	Analysis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	169	7	Hardware	Hardware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	8	Performance	Performance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	9	counters	counter	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	169	10	�	�	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	11	Performed	performed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	12	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	13	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	169	14	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	169	15	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	16	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	169	17	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	169	18	executable	executable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	19	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	169	20	�	�	``
work_ayatblpinzaztdzhilw6yqsi6m	169	21	Apply	apply	VB
work_ayatblpinzaztdzhilw6yqsi6m	169	22	ML	ML	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	23	algorithm	algorithm	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	24	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	25	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	169	26	RF	RF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	169	28	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	29	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	169	31	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	32	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	169	34	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	35	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	36	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	37	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	38	Attained	attain	VBD
work_ayatblpinzaztdzhilw6yqsi6m	169	39	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	40	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	169	41	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	42	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	43	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	169	44	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	169	45	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	46	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	47	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	48	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	169	49	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	50	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	51	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	169	52	outperformed	outperform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	169	53	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	169	54	Dataset	Dataset	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	55	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	169	56	initially	initially	RB
work_ayatblpinzaztdzhilw6yqsi6m	169	57	large	large	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	58	but	but	CC
work_ayatblpinzaztdzhilw6yqsi6m	169	59	after	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	169	60	preprocessing	preprocesse	VBG
work_ayatblpinzaztdzhilw6yqsi6m	169	61	remain	remain	VBP
work_ayatblpinzaztdzhilw6yqsi6m	169	62	small	small	JJ
work_ayatblpinzaztdzhilw6yqsi6m	169	63	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	64	�	�	.
work_ayatblpinzaztdzhilw6yqsi6m	169	65	Only	only	RB
work_ayatblpinzaztdzhilw6yqsi6m	169	66	supervised	supervise	VBD
work_ayatblpinzaztdzhilw6yqsi6m	169	67	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	68	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	169	69	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	169	70	applied	apply	VBD
work_ayatblpinzaztdzhilw6yqsi6m	169	71	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	72	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	73	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	169	74	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	170	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	170	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	170	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	170	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	170	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	170	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	170	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	171	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	171	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	171	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	171	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	171	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	10	9/24	9/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	171	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	171	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	''
work_ayatblpinzaztdzhilw6yqsi6m	171	13	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	171	14	employ	employ	VBP
work_ayatblpinzaztdzhilw6yqsi6m	171	15	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	171	16	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	171	17	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	171	18	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	171	19	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	171	20	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	171	21	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	22	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	171	24	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	25	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	171	27	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	28	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	29	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	171	30	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	31	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	171	32	Boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	171	33	along	along	IN
work_ayatblpinzaztdzhilw6yqsi6m	171	34	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	171	35	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	171	36	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	171	37	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	171	38	address	address	VB
work_ayatblpinzaztdzhilw6yqsi6m	171	39	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	171	40	following	follow	VBG
work_ayatblpinzaztdzhilw6yqsi6m	171	41	questions	question	NNS
work_ayatblpinzaztdzhilw6yqsi6m	171	42	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	171	43	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	171	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	172	1	How	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	172	2	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	172	3	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	172	4	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	172	5	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	172	6	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	172	7	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	172	8	runtime	runtime	NN
work_ayatblpinzaztdzhilw6yqsi6m	172	9	considering	consider	VBG
work_ayatblpinzaztdzhilw6yqsi6m	172	10	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	172	11	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	172	12	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	172	13	?	?	.
work_ayatblpinzaztdzhilw6yqsi6m	173	1	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	173	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	174	1	Which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	174	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	174	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	174	4	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	174	5	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	174	6	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	174	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	174	8	HPCs	HPCs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	174	9	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	174	10	play	play	VBP
work_ayatblpinzaztdzhilw6yqsi6m	174	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	174	12	vital	vital	JJ
work_ayatblpinzaztdzhilw6yqsi6m	174	13	role	role	NN
work_ayatblpinzaztdzhilw6yqsi6m	174	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	174	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	174	16	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	174	17	?	?	.
work_ayatblpinzaztdzhilw6yqsi6m	175	1	MOTIVATION	MOTIVATION	NNP
work_ayatblpinzaztdzhilw6yqsi6m	175	2	AND	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	175	3	METHODOLOGY	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	4	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	175	5	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	175	6	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	7	holds	hold	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	175	8	adequate	adequate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	175	9	potential	potential	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	175	11	accurately	accurately	RB
work_ayatblpinzaztdzhilw6yqsi6m	175	12	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	175	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	175	14	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	175	16	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	17	because	because	IN
work_ayatblpinzaztdzhilw6yqsi6m	175	18	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	175	19	executable	executable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	175	20	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	21	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	175	22	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	175	23	hide	hide	VB
work_ayatblpinzaztdzhilw6yqsi6m	175	24	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	175	25	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	175	26	characteristic	characteristic	NN
work_ayatblpinzaztdzhilw6yqsi6m	175	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	176	1	Therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	176	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	176	3	most	most	JJS
work_ayatblpinzaztdzhilw6yqsi6m	176	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	176	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	176	6	anti	anti	JJ
work_ayatblpinzaztdzhilw6yqsi6m	176	7	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	176	8	virus	virus	JJ
work_ayatblpinzaztdzhilw6yqsi6m	176	9	vendors	vendor	NNS
work_ayatblpinzaztdzhilw6yqsi6m	176	10	rely	rely	VBP
work_ayatblpinzaztdzhilw6yqsi6m	176	11	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	176	12	automated	automate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	176	13	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	176	14	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	176	15	mechanisms	mechanism	NNS
work_ayatblpinzaztdzhilw6yqsi6m	176	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	176	17	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	176	18	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	176	19	variants	variant	NNS
work_ayatblpinzaztdzhilw6yqsi6m	176	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	176	21	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	176	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	177	1	Most	Most	JJS
work_ayatblpinzaztdzhilw6yqsi6m	177	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	177	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	177	4	antiviruses	antiviruse	NNS
work_ayatblpinzaztdzhilw6yqsi6m	177	5	apply	apply	VBP
work_ayatblpinzaztdzhilw6yqsi6m	177	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	177	7	heuristics	heuristic	NNS
work_ayatblpinzaztdzhilw6yqsi6m	177	8	combined	combine	VBN
work_ayatblpinzaztdzhilw6yqsi6m	177	9	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	177	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	177	11	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	177	12	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	177	13	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	177	14	deduce	deduce	VB
work_ayatblpinzaztdzhilw6yqsi6m	177	15	whether	whether	IN
work_ayatblpinzaztdzhilw6yqsi6m	177	16	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	177	17	executable	executable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	177	18	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	177	19	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	177	20	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	177	21	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	177	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	177	23	Sgandurra	Sgandurra	NNP
work_ayatblpinzaztdzhilw6yqsi6m	177	24	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	177	25	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	177	26	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	177	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	177	28	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	177	29	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	177	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	178	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	178	2	wide	wide	JJ
work_ayatblpinzaztdzhilw6yqsi6m	178	3	range	range	NN
work_ayatblpinzaztdzhilw6yqsi6m	178	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	178	5	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	178	6	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	178	7	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	178	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	9	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	178	10	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	178	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	12	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	178	13	hits	hits	NNP
work_ayatblpinzaztdzhilw6yqsi6m	178	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	15	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	178	16	misses	misses	NNP
work_ayatblpinzaztdzhilw6yqsi6m	178	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	18	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	178	19	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	178	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	21	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	178	22	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	178	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	24	retired	retire	VBN
work_ayatblpinzaztdzhilw6yqsi6m	178	25	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	178	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	178	27	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	178	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	179	1	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	179	2	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	179	3	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	179	4	observe	observe	VB
work_ayatblpinzaztdzhilw6yqsi6m	179	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	179	6	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	179	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	179	8	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	179	9	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	179	10	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	179	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	179	12	Chiappetta	Chiappetta	NNP
work_ayatblpinzaztdzhilw6yqsi6m	179	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	179	14	Savas	Savas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	179	15	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	179	16	Yilmaz	Yilmaz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	179	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	179	18	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	179	19	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	179	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	180	1	Usually	usually	RB
work_ayatblpinzaztdzhilw6yqsi6m	180	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	180	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	180	4	symmetric	symmetric	JJ
work_ayatblpinzaztdzhilw6yqsi6m	180	5	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	180	6	marks	mark	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	180	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	180	8	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	180	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	180	10	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	180	11	events	event	NNS
work_ayatblpinzaztdzhilw6yqsi6m	180	12	while	while	IN
work_ayatblpinzaztdzhilw6yqsi6m	180	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	180	14	asymmetric	asymmetric	JJ
work_ayatblpinzaztdzhilw6yqsi6m	180	15	encryptions	encryption	NNS
work_ayatblpinzaztdzhilw6yqsi6m	180	16	do	do	VBP
work_ayatblpinzaztdzhilw6yqsi6m	180	17	have	have	VB
work_ayatblpinzaztdzhilw6yqsi6m	180	18	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	180	19	impact	impact	NN
work_ayatblpinzaztdzhilw6yqsi6m	180	20	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	180	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	180	22	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	180	23	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	180	24	branching	branch	VBG
work_ayatblpinzaztdzhilw6yqsi6m	180	25	events	event	NNS
work_ayatblpinzaztdzhilw6yqsi6m	180	26	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	180	27	explained	explain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	180	28	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	180	29	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	180	30	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	180	31	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	180	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	181	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	181	2	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	181	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	181	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	182	1	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	182	2	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	182	3	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	182	4	harnessed	harness	VBN
work_ayatblpinzaztdzhilw6yqsi6m	182	5	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	182	6	many	many	JJ
work_ayatblpinzaztdzhilw6yqsi6m	182	7	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	182	8	developers	developer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	182	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	182	10	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	182	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	182	12	computation	computation	NN
work_ayatblpinzaztdzhilw6yqsi6m	182	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	182	14	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	182	15	bottlenecks	bottleneck	NNS
work_ayatblpinzaztdzhilw6yqsi6m	182	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	182	17	improve	improve	VB
work_ayatblpinzaztdzhilw6yqsi6m	182	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	182	19	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	182	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	182	21	reliability	reliability	NN
work_ayatblpinzaztdzhilw6yqsi6m	182	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	182	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	182	24	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	182	25	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	182	26	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	182	27	Chiappetta	Chiappetta	NNP
work_ayatblpinzaztdzhilw6yqsi6m	182	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	182	29	Savas	Savas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	182	30	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	182	31	Yilmaz	Yilmaz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	182	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	182	33	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	182	34	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	182	35	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	183	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	183	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	183	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	183	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	183	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	183	6	utilize	utilize	VBP
work_ayatblpinzaztdzhilw6yqsi6m	183	7	11	11	CD
work_ayatblpinzaztdzhilw6yqsi6m	183	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	183	9	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	183	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	183	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	183	12	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	183	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	183	14	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	183	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	184	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	184	2	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	184	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	184	4	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	184	5	train	train	VBP
work_ayatblpinzaztdzhilw6yqsi6m	184	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	184	7	employed	employed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	8	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	184	9	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	184	10	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	184	11	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	184	12	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	184	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	184	14	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	15	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	184	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	184	17	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	184	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	184	19	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	20	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	21	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	22	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	184	23	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	184	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	185	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	185	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	185	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	185	4	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	185	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	6	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	185	7	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	8	Traditional	Traditional	NNP
work_ayatblpinzaztdzhilw6yqsi6m	185	9	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	185	10	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	185	11	essential	essential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	185	12	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	13	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	185	15	intensity	intensity	NN
work_ayatblpinzaztdzhilw6yqsi6m	185	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	185	18	damage	damage	NN
work_ayatblpinzaztdzhilw6yqsi6m	185	19	caused	cause	VBN
work_ayatblpinzaztdzhilw6yqsi6m	185	20	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	21	terms	term	NNS
work_ayatblpinzaztdzhilw6yqsi6m	185	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	185	23	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	185	24	loss	loss	NN
work_ayatblpinzaztdzhilw6yqsi6m	185	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	186	1	Unlike	unlike	IN
work_ayatblpinzaztdzhilw6yqsi6m	186	2	traditional	traditional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	186	3	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	186	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	186	5	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	186	6	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	186	7	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	186	8	troublesome	troublesome	JJ
work_ayatblpinzaztdzhilw6yqsi6m	186	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	186	10	identify	identify	VB
work_ayatblpinzaztdzhilw6yqsi6m	186	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	186	12	kill	kill	VB
work_ayatblpinzaztdzhilw6yqsi6m	186	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	186	14	even	even	RB
work_ayatblpinzaztdzhilw6yqsi6m	186	15	when	when	WRB
work_ayatblpinzaztdzhilw6yqsi6m	186	16	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	186	17	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	186	18	discovered	discover	VBN
work_ayatblpinzaztdzhilw6yqsi6m	186	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	186	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	186	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	186	22	damage	damage	NN
work_ayatblpinzaztdzhilw6yqsi6m	186	23	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	186	24	irreparable	irreparable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	186	25	even	even	RB
work_ayatblpinzaztdzhilw6yqsi6m	186	26	after	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	186	27	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	186	28	removal	removal	NN
work_ayatblpinzaztdzhilw6yqsi6m	186	29	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	30	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	186	31	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	186	33	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	34	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	186	35	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	36	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	186	37	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	186	38	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	186	39	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	186	40	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	41	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	42	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	186	43	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	187	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	187	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	187	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	187	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	188	1	Hence	hence	RB
work_ayatblpinzaztdzhilw6yqsi6m	188	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	188	3	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	188	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	188	5	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	188	6	important	important	JJ
work_ayatblpinzaztdzhilw6yqsi6m	188	7	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	188	8	recognize	recognize	VB
work_ayatblpinzaztdzhilw6yqsi6m	188	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	188	10	isolate	isolate	VB
work_ayatblpinzaztdzhilw6yqsi6m	188	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	188	12	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	188	13	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	188	14	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	188	15	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	188	16	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	188	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	188	18	similarity	similarity	NN
work_ayatblpinzaztdzhilw6yqsi6m	188	19	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	188	20	nature	nature	NN
work_ayatblpinzaztdzhilw6yqsi6m	188	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	189	1	Therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	189	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	189	3	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	189	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	189	5	required	require	VBN
work_ayatblpinzaztdzhilw6yqsi6m	189	6	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	189	7	devise	devise	VB
work_ayatblpinzaztdzhilw6yqsi6m	189	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	189	9	formal	formal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	189	10	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	189	11	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	189	12	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	189	13	discriminate	discriminate	VB
work_ayatblpinzaztdzhilw6yqsi6m	189	14	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	189	15	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	189	16	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	189	17	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	189	18	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	189	19	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	189	20	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	189	21	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	189	22	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	189	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	190	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	190	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	190	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	190	4	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	190	5	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	190	6	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	190	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	191	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	191	2	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	191	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	191	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	191	5	Kok	Kok	NNP
work_ayatblpinzaztdzhilw6yqsi6m	191	6	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	191	7	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	191	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	192	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	192	2	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	192	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	192	4	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	192	5	avoid	avoid	VB
work_ayatblpinzaztdzhilw6yqsi6m	192	6	billions	billion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	192	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	192	8	transactions	transaction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	192	9	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	192	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	192	11	name	name	NN
work_ayatblpinzaztdzhilw6yqsi6m	192	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	192	13	ransom	ransom	NN
work_ayatblpinzaztdzhilw6yqsi6m	192	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	193	1	Dataset	Dataset	VBD
work_ayatblpinzaztdzhilw6yqsi6m	193	2	collection	collection	NN
work_ayatblpinzaztdzhilw6yqsi6m	193	3	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	193	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	193	5	experimentation	experimentation	NN
work_ayatblpinzaztdzhilw6yqsi6m	193	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	193	7	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	193	8	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	193	9	obtained	obtain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	193	10	randomly	randomly	RB
work_ayatblpinzaztdzhilw6yqsi6m	193	11	selected	select	VBN
work_ayatblpinzaztdzhilw6yqsi6m	193	12	160	160	CD
work_ayatblpinzaztdzhilw6yqsi6m	193	13	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	193	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	193	15	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	193	16	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	193	17	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	193	18	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	193	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	194	1	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	194	2	repository	repository	NN
work_ayatblpinzaztdzhilw6yqsi6m	194	3	provides	provide	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	194	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	194	5	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	194	6	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	194	7	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	8	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	194	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	194	10	many	many	JJ
work_ayatblpinzaztdzhilw6yqsi6m	194	11	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	194	12	types	type	NNS
work_ayatblpinzaztdzhilw6yqsi6m	194	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	14	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	194	15	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	194	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	194	18	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	194	19	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	194	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	194	21	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	22	addition	addition	NN
work_ayatblpinzaztdzhilw6yqsi6m	194	23	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	194	25	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	194	26	platforms	platform	NNS
work_ayatblpinzaztdzhilw6yqsi6m	194	27	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	194	28	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	194	29	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	194	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	194	31	Linux	Linux	NNP
work_ayatblpinzaztdzhilw6yqsi6m	194	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	194	33	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	194	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	194	35	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	194	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	195	1	It	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	195	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	195	3	frequently	frequently	RB
work_ayatblpinzaztdzhilw6yqsi6m	195	4	updated	update	VBN
work_ayatblpinzaztdzhilw6yqsi6m	195	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	195	6	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	195	7	presently	presently	RB
work_ayatblpinzaztdzhilw6yqsi6m	195	8	contains	contain	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	195	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	195	10	latest	late	JJS
work_ayatblpinzaztdzhilw6yqsi6m	195	11	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	195	12	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	195	13	contributed	contribute	VBN
work_ayatblpinzaztdzhilw6yqsi6m	195	14	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	195	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	195	16	community	community	NN
work_ayatblpinzaztdzhilw6yqsi6m	195	17	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	195	18	Kouliaridis	Kouliaridis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	195	19	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	195	20	Kambourakis	Kambourakis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	195	21	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	195	22	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	195	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	196	1	Due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	196	2	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	196	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	196	4	diversity	diversity	NN
work_ayatblpinzaztdzhilw6yqsi6m	196	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	196	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	196	7	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	196	8	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	196	9	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	196	10	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	196	11	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	196	12	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	196	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	197	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	197	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	197	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	197	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	197	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	197	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	197	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	198	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	198	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	198	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	198	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	198	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	198	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	198	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	198	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	198	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	198	10	10/24	10/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	198	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	UH
work_ayatblpinzaztdzhilw6yqsi6m	198	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	CC
work_ayatblpinzaztdzhilw6yqsi6m	198	13	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	198	14	popular	popular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	198	15	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	198	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	198	17	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	198	18	community	community	NN
work_ayatblpinzaztdzhilw6yqsi6m	198	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	199	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	199	2	collected	collect	VBD
work_ayatblpinzaztdzhilw6yqsi6m	199	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	199	4	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	199	5	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	199	6	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	199	7	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	199	8	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	199	9	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	199	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	199	11	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	199	12	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	199	13	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	199	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	200	1	After	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	200	2	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	200	3	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	200	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	200	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	200	6	downloaded	downloaded	JJ
work_ayatblpinzaztdzhilw6yqsi6m	200	7	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	200	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	200	9	obfuscated	obfuscate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	200	10	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	200	11	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	200	12	eliminated	eliminate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	200	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	201	1	Afterward	afterward	RB
work_ayatblpinzaztdzhilw6yqsi6m	201	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	201	3	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	201	4	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	201	5	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	201	6	labeled	label	VBN
work_ayatblpinzaztdzhilw6yqsi6m	201	7	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	201	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	201	9	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	10	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	11	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	12	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	201	13	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	201	14	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	201	15	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	201	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	201	17	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	201	18	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	201	19	provided	provide	VBN
work_ayatblpinzaztdzhilw6yqsi6m	201	20	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	201	21	many	many	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	22	renowned	renowned	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	23	anti	anti	NNS
work_ayatblpinzaztdzhilw6yqsi6m	201	24	-	-	NNS
work_ayatblpinzaztdzhilw6yqsi6m	201	25	viruses	virus	NNS
work_ayatblpinzaztdzhilw6yqsi6m	201	26	available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	201	27	via	via	IN
work_ayatblpinzaztdzhilw6yqsi6m	201	28	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	201	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	202	1	These	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	202	2	labels	label	NNS
work_ayatblpinzaztdzhilw6yqsi6m	202	3	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	202	4	further	further	RB
work_ayatblpinzaztdzhilw6yqsi6m	202	5	validated	validate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	202	6	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	202	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	202	8	tags	tag	NNS
work_ayatblpinzaztdzhilw6yqsi6m	202	9	available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	202	10	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	202	11	VirusShare	VirusShare	NNP
work_ayatblpinzaztdzhilw6yqsi6m	202	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	202	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	202	14	sake	sake	NN
work_ayatblpinzaztdzhilw6yqsi6m	202	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	202	16	confirmation	confirmation	NN
work_ayatblpinzaztdzhilw6yqsi6m	202	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	203	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	203	2	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	203	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	203	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	203	5	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	203	6	binary	binary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	203	7	files	file	NNS
work_ayatblpinzaztdzhilw6yqsi6m	203	8	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	203	9	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	203	10	considered	consider	VBN
work_ayatblpinzaztdzhilw6yqsi6m	203	11	because	because	IN
work_ayatblpinzaztdzhilw6yqsi6m	203	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	203	13	main	main	JJ
work_ayatblpinzaztdzhilw6yqsi6m	203	14	aim	aim	NN
work_ayatblpinzaztdzhilw6yqsi6m	203	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	203	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	203	17	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	203	18	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	203	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	203	20	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	203	21	between	between	IN
work_ayatblpinzaztdzhilw6yqsi6m	203	22	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	203	23	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	203	24	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	203	25	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	203	26	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	203	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	204	1	Therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	204	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	204	3	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	204	4	consider	consider	VBP
work_ayatblpinzaztdzhilw6yqsi6m	204	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	204	6	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	204	7	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	204	8	category	category	NN
work_ayatblpinzaztdzhilw6yqsi6m	204	9	Trojan	Trojan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	204	10	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	204	11	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	204	12	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	204	13	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	204	14	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	204	15	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	204	16	sample	sample	NN
work_ayatblpinzaztdzhilw6yqsi6m	204	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	204	18	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	204	19	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	204	20	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	204	21	similarity	similarity	NN
work_ayatblpinzaztdzhilw6yqsi6m	204	22	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	204	23	activities	activity	NNS
work_ayatblpinzaztdzhilw6yqsi6m	204	24	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	204	25	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	204	26	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	204	27	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	204	28	Gazet	Gazet	NNP
work_ayatblpinzaztdzhilw6yqsi6m	204	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	204	30	2010	2010	CD
work_ayatblpinzaztdzhilw6yqsi6m	204	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	204	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	205	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	205	2	employed	employed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	205	3	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	205	4	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	205	5	trained	train	VBN
work_ayatblpinzaztdzhilw6yqsi6m	205	6	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	205	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	205	8	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	205	9	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	205	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	205	11	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	205	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	205	13	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	205	14	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	205	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	205	16	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	205	17	explicit	explicit	JJ
work_ayatblpinzaztdzhilw6yqsi6m	205	18	labeling	labeling	NN
work_ayatblpinzaztdzhilw6yqsi6m	205	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	205	20	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	205	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	205	22	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	205	23	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	205	24	Non	Non	NNP
work_ayatblpinzaztdzhilw6yqsi6m	205	25	-	-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	205	26	Ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	205	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	205	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	206	1	Furthermore	furthermore	RB
work_ayatblpinzaztdzhilw6yqsi6m	206	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	206	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	206	4	disjoint	disjoint	NN
work_ayatblpinzaztdzhilw6yqsi6m	206	5	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	206	6	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	206	7	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	206	8	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	206	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	206	10	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	206	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	206	12	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	206	13	purposes	purpose	NNS
work_ayatblpinzaztdzhilw6yqsi6m	206	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	207	1	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	2	extraction	extraction	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	3	All	all	DT
work_ayatblpinzaztdzhilw6yqsi6m	207	4	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	5	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	207	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	207	7	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	8	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	9	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	207	10	executed	execute	VBN
work_ayatblpinzaztdzhilw6yqsi6m	207	11	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	207	12	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	207	13	quarantine	quarantine	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	14	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	207	16	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	207	17	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	207	18	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	207	19	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	207	20	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	21	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	22	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	207	23	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	207	24	collected	collect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	207	25	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	207	26	perf	perf	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	27	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	207	28	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	207	29	instrumentation	instrumentation	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	30	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	207	31	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	32	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	33	tool	tool	NN
work_ayatblpinzaztdzhilw6yqsi6m	207	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	207	35	De	De	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	36	Melo	Melo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	37	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	207	38	2010	2010	CD
work_ayatblpinzaztdzhilw6yqsi6m	207	39	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	207	40	Weaver	Weaver	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	41	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	207	42	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	207	43	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	207	44	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	45	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	207	46	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	47	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	207	48	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	207	49	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	207	50	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	207	51	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	207	52	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	208	1	To	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	208	2	ensure	ensure	VB
work_ayatblpinzaztdzhilw6yqsi6m	208	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	208	4	reliability	reliability	NN
work_ayatblpinzaztdzhilw6yqsi6m	208	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	208	6	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	208	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	208	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	208	9	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	208	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	208	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	208	12	mean	mean	JJ
work_ayatblpinzaztdzhilw6yqsi6m	208	13	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	208	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	208	15	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	208	16	rounds	round	NNS
work_ayatblpinzaztdzhilw6yqsi6m	208	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	208	18	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	208	19	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	208	20	reported	report	VBN
work_ayatblpinzaztdzhilw6yqsi6m	208	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	209	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	209	2	executed	execute	VBD
work_ayatblpinzaztdzhilw6yqsi6m	209	3	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	209	4	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	5	three	three	CD
work_ayatblpinzaztdzhilw6yqsi6m	209	6	times	time	NNS
work_ayatblpinzaztdzhilw6yqsi6m	209	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	209	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	209	9	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	209	10	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	209	12	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	209	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	209	14	VMWorkstation	vmworkstation	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	15	12	12	CD
work_ayatblpinzaztdzhilw6yqsi6m	209	16	Pro	Pro	NNP
work_ayatblpinzaztdzhilw6yqsi6m	209	17	12.1.1	12.1.1	NNP
work_ayatblpinzaztdzhilw6yqsi6m	209	18	build	build	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	19	3770994	3770994	CD
work_ayatblpinzaztdzhilw6yqsi6m	209	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	209	21	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	209	22	no	no	RB
work_ayatblpinzaztdzhilw6yqsi6m	209	23	longer	long	JJR
work_ayatblpinzaztdzhilw6yqsi6m	209	24	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	209	25	240	240	CD
work_ayatblpinzaztdzhilw6yqsi6m	209	26	s	s	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	209	27	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	209	28	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	209	29	input	input	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	30	parameters	parameter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	209	31	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	209	32	emulate	emulate	VB
work_ayatblpinzaztdzhilw6yqsi6m	209	33	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	209	34	real	real	JJ
work_ayatblpinzaztdzhilw6yqsi6m	209	35	interactive	interactive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	209	36	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	209	37	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	210	1	After	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	210	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	3	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	210	5	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	6	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	7	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	210	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	10	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	11	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	12	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	210	13	reset	reset	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	14	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	210	15	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	210	16	original	original	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	17	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	18	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	210	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	20	snapshot	snapshot	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	21	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	210	23	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	210	24	ensure	ensure	VB
work_ayatblpinzaztdzhilw6yqsi6m	210	25	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	26	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	27	counter	counter	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	28	trace	trace	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	29	collected	collect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	210	30	during	during	IN
work_ayatblpinzaztdzhilw6yqsi6m	210	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	32	previous	previous	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	33	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	34	do	do	VBP
work_ayatblpinzaztdzhilw6yqsi6m	210	35	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	210	36	intermingle	intermingle	VB
work_ayatblpinzaztdzhilw6yqsi6m	210	37	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	210	38	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	210	39	current	current	JJ
work_ayatblpinzaztdzhilw6yqsi6m	210	40	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	210	41	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	210	42	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	211	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	211	2	binary	binary	JJ
work_ayatblpinzaztdzhilw6yqsi6m	211	3	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	4	problem	problem	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	5	discussed	discuss	VBN
work_ayatblpinzaztdzhilw6yqsi6m	211	6	above	above	RB
work_ayatblpinzaztdzhilw6yqsi6m	211	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	8	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	211	9	employ	employ	VBP
work_ayatblpinzaztdzhilw6yqsi6m	211	10	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	11	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	12	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	13	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	211	14	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	16	that	that	RB
work_ayatblpinzaztdzhilw6yqsi6m	211	17	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	211	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	20	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	21	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	22	task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	23	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	25	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	26	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	28	context	context	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	29	switching	switching	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	31	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	32	3	3	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	33	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	34	CPU	cpu	VB
work_ayatblpinzaztdzhilw6yqsi6m	211	35	utilized	utilize	VBN
work_ayatblpinzaztdzhilw6yqsi6m	211	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	37	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	38	4	4	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	39	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	40	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	41	migrations	migration	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	42	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	43	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	44	5	5	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	45	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	46	page	page	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	47	faults	fault	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	48	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	49	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	50	6	6	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	51	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	52	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	53	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	54	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	55	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	56	7	7	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	57	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	58	cache	cache	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	59	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	211	60	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	61	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	62	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	63	8)	8)	CD
work_ayatblpinzaztdzhilw6yqsi6m	211	64	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	65	retired	retire	VBN
work_ayatblpinzaztdzhilw6yqsi6m	211	66	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	67	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	68	9	9	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	69	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	70	branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	71	taken	take	VBN
work_ayatblpinzaztdzhilw6yqsi6m	211	72	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	73	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	74	10	10	LS
work_ayatblpinzaztdzhilw6yqsi6m	211	75	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	76	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	77	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	211	78	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	211	79	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	211	80	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	81	11	11	CD
work_ayatblpinzaztdzhilw6yqsi6m	211	82	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	83	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	84	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	85	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	211	86	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	87	illustrated	illustrate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	211	88	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	211	89	Table	Table	NNP
work_ayatblpinzaztdzhilw6yqsi6m	211	90	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	211	91	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	211	92	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	211	93	train	train	VB
work_ayatblpinzaztdzhilw6yqsi6m	211	94	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	211	95	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	96	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	211	97	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	211	98	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	212	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	212	2	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	212	3	executed	execute	VBN
work_ayatblpinzaztdzhilw6yqsi6m	212	4	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	212	5	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	212	6	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	212	7	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	212	8	PC	pc	NN
work_ayatblpinzaztdzhilw6yqsi6m	212	9	within	within	IN
work_ayatblpinzaztdzhilw6yqsi6m	212	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	212	11	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	212	12	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	212	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	212	14	recorded	record	VBD
work_ayatblpinzaztdzhilw6yqsi6m	212	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	212	16	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	212	17	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	212	18	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	212	19	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	212	20	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	212	21	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	212	22	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	212	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	212	24	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	212	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	212	26	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	213	1	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	213	2	perf	perf	NNP
work_ayatblpinzaztdzhilw6yqsi6m	213	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	214	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	214	2	perf	perf	JJ
work_ayatblpinzaztdzhilw6yqsi6m	214	3	library	library	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	4	provides	provide	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	214	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	214	6	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	7	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	8	counters	counter	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	214	9	related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	214	10	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	214	11	representing	represent	VBG
work_ayatblpinzaztdzhilw6yqsi6m	214	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	214	13	involvement	involvement	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	214	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	214	16	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	214	17	important	important	JJ
work_ayatblpinzaztdzhilw6yqsi6m	214	18	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	19	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	214	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	214	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	214	22	processor	processor	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	23	during	during	IN
work_ayatblpinzaztdzhilw6yqsi6m	214	24	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	214	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	215	1	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	2	selection	selection	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	3	plays	play	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	215	4	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	215	5	significant	significant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	215	6	role	role	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	215	8	achieving	achieve	VBG
work_ayatblpinzaztdzhilw6yqsi6m	215	9	precise	precise	JJ
work_ayatblpinzaztdzhilw6yqsi6m	215	10	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	215	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	215	13	employed	employed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	215	14	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	15	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	16	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	215	17	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	215	18	thereby	thereby	RB
work_ayatblpinzaztdzhilw6yqsi6m	215	19	attaining	attain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	215	20	accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	215	21	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	215	22	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	215	23	efficient	efficient	JJ
work_ayatblpinzaztdzhilw6yqsi6m	215	24	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	215	26	low	low	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	27	overhead	overhead	NN
work_ayatblpinzaztdzhilw6yqsi6m	215	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	215	29	Li	Li	NNP
work_ayatblpinzaztdzhilw6yqsi6m	215	30	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	215	31	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	215	32	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	215	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	215	34	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	215	35	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	215	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	216	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	216	2	correlation	correlation	NN
work_ayatblpinzaztdzhilw6yqsi6m	216	3	matrix	matrix	NN
work_ayatblpinzaztdzhilw6yqsi6m	216	4	among	among	IN
work_ayatblpinzaztdzhilw6yqsi6m	216	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	216	6	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	216	7	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	216	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	216	9	generated	generate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	216	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	216	11	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	216	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	216	13	pattern	pattern	NN
work_ayatblpinzaztdzhilw6yqsi6m	216	14	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	216	15	leads	lead	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	216	16	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	216	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	216	18	selection	selection	NN
work_ayatblpinzaztdzhilw6yqsi6m	216	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	216	20	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	216	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	217	1	Two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	217	2	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	217	3	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	217	4	considered	consider	VBN
work_ayatblpinzaztdzhilw6yqsi6m	217	5	negatively	negatively	RB
work_ayatblpinzaztdzhilw6yqsi6m	217	6	correlated	correlate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	217	7	if	if	IN
work_ayatblpinzaztdzhilw6yqsi6m	217	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	217	9	change	change	NN
work_ayatblpinzaztdzhilw6yqsi6m	217	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	217	11	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	217	12	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	217	13	inversely	inversely	RB
work_ayatblpinzaztdzhilw6yqsi6m	217	14	impacts	impact	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	217	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	217	16	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	217	17	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	217	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	217	19	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	217	20	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	217	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	218	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	218	2	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	218	3	correlation	correlation	NN
work_ayatblpinzaztdzhilw6yqsi6m	218	4	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	218	5	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	218	6	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	218	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	218	8	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	218	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	219	1	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	219	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	220	1	If	if	IN
work_ayatblpinzaztdzhilw6yqsi6m	220	2	two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	220	3	numerical	numerical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	220	4	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	220	5	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	220	6	highly	highly	RB
work_ayatblpinzaztdzhilw6yqsi6m	220	7	correlated	correlate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	220	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	220	9	then	then	RB
work_ayatblpinzaztdzhilw6yqsi6m	220	10	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	220	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	220	12	them	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	220	13	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	220	14	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	220	15	ignored	ignore	VBN
work_ayatblpinzaztdzhilw6yqsi6m	220	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	221	1	Therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	221	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	221	3	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	221	4	employed	employ	VBD
work_ayatblpinzaztdzhilw6yqsi6m	221	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	221	6	sub	sub	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	221	8	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	221	10	those	those	DT
work_ayatblpinzaztdzhilw6yqsi6m	221	11	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	221	12	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	221	13	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	221	14	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	221	15	co	co	JJ
work_ayatblpinzaztdzhilw6yqsi6m	221	16	-	-	VBN
work_ayatblpinzaztdzhilw6yqsi6m	221	17	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	221	18	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	221	19	reduce	reduce	VB
work_ayatblpinzaztdzhilw6yqsi6m	221	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	221	21	computation	computation	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	22	overhead	overhead	RB
work_ayatblpinzaztdzhilw6yqsi6m	221	23	during	during	IN
work_ayatblpinzaztdzhilw6yqsi6m	221	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	221	25	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	26	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	27	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	221	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	221	29	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	30	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	221	31	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	221	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	222	1	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	222	2	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	222	3	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	222	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	222	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	222	6	Cache	Cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	222	7	Misses	Misses	NNP
work_ayatblpinzaztdzhilw6yqsi6m	222	8	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	222	9	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	222	10	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	222	11	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	222	12	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	222	13	low	low	JJ
work_ayatblpinzaztdzhilw6yqsi6m	222	14	positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	222	15	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	222	16	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	222	17	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	222	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	223	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	223	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	223	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	223	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	223	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	223	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	223	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	224	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	224	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	224	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	224	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	224	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	10	11/24	11/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	224	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	224	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	224	14	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	224	15	Features	Features	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	16	set	set	VBN
work_ayatblpinzaztdzhilw6yqsi6m	224	17	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	224	18	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	224	19	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	224	20	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	224	21	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	224	22	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	224	23	evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	224	24	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	224	25	HPCs	HPCs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	224	26	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	224	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	225	1	S.no	S.no	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	2	Hardware	Hardware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	3	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	225	4	Description	description	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	5	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	6	Task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	225	8	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	9	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	10	task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	225	12	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	13	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	225	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	15	amount	amount	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	17	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	18	spent	spend	VBN
work_ayatblpinzaztdzhilw6yqsi6m	225	19	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	21	task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	225	23	Kuznetsova	Kuznetsova	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	24	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	25	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	26	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	225	28	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	29	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	225	30	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	31	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	32	utilization	utilization	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	33	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	34	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	225	35	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	36	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	225	37	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	225	38	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	39	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	40	total	total	JJ
work_ayatblpinzaztdzhilw6yqsi6m	225	41	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	42	spent	spend	VBN
work_ayatblpinzaztdzhilw6yqsi6m	225	43	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	44	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	45	CPU	CPU	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	46	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	47	Context	Context	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	48	switching	switching	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	49	explains	explain	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	225	50	how	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	225	51	many	many	JJ
work_ayatblpinzaztdzhilw6yqsi6m	225	52	times	time	NNS
work_ayatblpinzaztdzhilw6yqsi6m	225	53	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	54	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	55	switched	switch	VBD
work_ayatblpinzaztdzhilw6yqsi6m	225	56	off	off	RP
work_ayatblpinzaztdzhilw6yqsi6m	225	57	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	58	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	59	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	60	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	61	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	62	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	225	63	thread	thread	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	64	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	65	another	another	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	66	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	225	67	Kuznetsova	Kuznetsova	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	68	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	69	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	70	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	225	71	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	225	72	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	73	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	225	74	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	225	75	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	76	migration	migration	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	77	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	78	migration	migration	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	79	describes	describe	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	225	80	equality	equality	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	81	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	82	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	83	workload	workload	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	84	distribution	distribution	NN
work_ayatblpinzaztdzhilw6yqsi6m	225	85	across	across	IN
work_ayatblpinzaztdzhilw6yqsi6m	225	86	all	all	DT
work_ayatblpinzaztdzhilw6yqsi6m	225	87	cores	core	NNS
work_ayatblpinzaztdzhilw6yqsi6m	225	88	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	226	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	226	2	Kuznetsova	Kuznetsova	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	3	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	4	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	5	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	226	7	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	8	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	226	9	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	10	Page	page	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	11	faults	fault	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	12	Page	page	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	226	14	faults	fault	NNS
work_ayatblpinzaztdzhilw6yqsi6m	226	15	occur	occur	VBP
work_ayatblpinzaztdzhilw6yqsi6m	226	16	when	when	WRB
work_ayatblpinzaztdzhilw6yqsi6m	226	17	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	18	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	19	’s	’s	POS
work_ayatblpinzaztdzhilw6yqsi6m	226	20	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	226	21	content	content	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	22	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	23	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	226	24	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	226	25	copied	copy	VBN
work_ayatblpinzaztdzhilw6yqsi6m	226	26	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	27	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	28	physical	physical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	226	29	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	30	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	226	31	Kuznetsova	Kuznetsova	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	32	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	33	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	34	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	226	36	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	37	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	226	38	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	39	Instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	226	40	per	per	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	41	cycle	cycle	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	42	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	43	average	average	JJ
work_ayatblpinzaztdzhilw6yqsi6m	226	44	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	45	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	46	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	226	47	executed	execute	VBN
work_ayatblpinzaztdzhilw6yqsi6m	226	48	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	49	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	50	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	51	cycle	cycle	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	52	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	53	Branch	Branch	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	54	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	55	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	56	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	57	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	58	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	59	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	60	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	61	computer	computer	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	62	program	program	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	63	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	226	64	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	226	65	cause	cause	VB
work_ayatblpinzaztdzhilw6yqsi6m	226	66	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	67	computer	computer	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	68	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	226	69	begin	begin	VB
work_ayatblpinzaztdzhilw6yqsi6m	226	70	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	226	71	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	72	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	226	73	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	74	sequence	sequence	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	75	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	226	76	thus	thus	RB
work_ayatblpinzaztdzhilw6yqsi6m	226	77	deviate	deviate	VB
work_ayatblpinzaztdzhilw6yqsi6m	226	78	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	79	its	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	226	80	default	default	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	81	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	82	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	83	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	226	84	instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	226	85	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	86	order	order	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	87	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	226	88	Branch	Branch	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	89	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	226	90	Branch	Branch	NNP
work_ayatblpinzaztdzhilw6yqsi6m	226	91	misprediction	misprediction	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	92	occurs	occur	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	93	when	when	WRB
work_ayatblpinzaztdzhilw6yqsi6m	226	94	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	95	processor	processor	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	96	mispredicts	mispredict	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	97	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	226	98	next	next	JJ
work_ayatblpinzaztdzhilw6yqsi6m	226	99	instruction	instruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	100	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	226	101	process	process	VB
work_ayatblpinzaztdzhilw6yqsi6m	226	102	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	103	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	104	prediction	prediction	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	105	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	226	106	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	226	107	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	226	108	aimed	aim	VBN
work_ayatblpinzaztdzhilw6yqsi6m	226	109	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	226	110	speeding	speed	VBG
work_ayatblpinzaztdzhilw6yqsi6m	226	111	up	up	RP
work_ayatblpinzaztdzhilw6yqsi6m	226	112	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	226	113	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	227	1	9	9	CD
work_ayatblpinzaztdzhilw6yqsi6m	227	2	Cycles	Cycles	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	227	3	Perf	Perf	NNP
work_ayatblpinzaztdzhilw6yqsi6m	227	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	227	5	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	227	7	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	227	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	227	10	count	count	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	227	12	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	13	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	227	14	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	227	15	traces	trace	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	16	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	227	17	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	227	18	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	19	counter	counter	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	227	21	Flater	Flater	NNP
work_ayatblpinzaztdzhilw6yqsi6m	227	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	227	23	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	227	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	227	25	10	10	CD
work_ayatblpinzaztdzhilw6yqsi6m	227	26	Cache	Cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	227	27	misses	miss	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	28	Cache	Cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	227	29	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	227	30	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	31	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	227	32	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	33	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	227	34	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	227	35	getting	get	VBG
work_ayatblpinzaztdzhilw6yqsi6m	227	36	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	227	37	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	227	38	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	39	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	227	40	processed	process	VBN
work_ayatblpinzaztdzhilw6yqsi6m	227	41	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	227	42	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	227	43	component	component	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	44	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	227	45	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	46	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	227	47	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	227	48	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	227	49	found	find	VBN
work_ayatblpinzaztdzhilw6yqsi6m	227	50	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	227	51	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	227	52	cache	cache	NN
work_ayatblpinzaztdzhilw6yqsi6m	227	53	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	228	1	11	11	CD
work_ayatblpinzaztdzhilw6yqsi6m	228	2	Total	total	JJ
work_ayatblpinzaztdzhilw6yqsi6m	228	3	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	4	elapsed	elapse	VBD
work_ayatblpinzaztdzhilw6yqsi6m	228	5	It	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	228	6	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	228	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	228	8	total	total	JJ
work_ayatblpinzaztdzhilw6yqsi6m	228	9	execution	execution	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	10	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	11	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	228	12	seconds	second	NNS
work_ayatblpinzaztdzhilw6yqsi6m	228	13	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	14	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	228	15	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	16	set	set	VBN
work_ayatblpinzaztdzhilw6yqsi6m	228	17	correlation	correlation	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	18	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	228	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	229	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	229	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	229	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	229	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	229	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	229	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	229	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	229	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	229	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	229	12	fig-2	fig-2	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	13	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	14	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	15	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	229	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	230	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	230	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	230	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	230	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	230	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	230	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	230	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	231	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	231	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	231	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	231	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	231	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	10	12/24	12/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	231	11	http://dx.doi.org/10.7717/peerj-cs.361/fig-2	http://dx.doi.org/10.7717/peerj-cs.361/fig-2	CD
work_ayatblpinzaztdzhilw6yqsi6m	231	12	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	231	13	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNS
work_ayatblpinzaztdzhilw6yqsi6m	231	14	correlation	correlation	NN
work_ayatblpinzaztdzhilw6yqsi6m	231	15	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	231	16	all	all	PDT
work_ayatblpinzaztdzhilw6yqsi6m	231	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	231	18	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	231	19	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	231	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	232	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	232	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	232	3	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	232	4	hand	hand	NN
work_ayatblpinzaztdzhilw6yqsi6m	232	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	232	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	232	7	Task	Task	NNP
work_ayatblpinzaztdzhilw6yqsi6m	232	8	Clock	Clock	NNP
work_ayatblpinzaztdzhilw6yqsi6m	232	9	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	232	10	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	232	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	232	12	strong	strong	JJ
work_ayatblpinzaztdzhilw6yqsi6m	232	13	relationship	relationship	NN
work_ayatblpinzaztdzhilw6yqsi6m	232	14	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	232	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	232	16	Context	Context	NNP
work_ayatblpinzaztdzhilw6yqsi6m	232	17	Switches	Switches	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	232	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	232	19	Cycles	Cycles	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	232	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	232	21	Instructions	Instructions	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	232	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	232	23	Branches	Branches	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	232	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	232	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	232	26	Branches	Branches	NNP
work_ayatblpinzaztdzhilw6yqsi6m	232	27	Misses	Misses	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	232	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	233	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	233	2	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	233	3	having	have	VBG
work_ayatblpinzaztdzhilw6yqsi6m	233	4	higher	high	JJR
work_ayatblpinzaztdzhilw6yqsi6m	233	5	rank	rank	NN
work_ayatblpinzaztdzhilw6yqsi6m	233	6	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	233	7	deemed	deem	VBN
work_ayatblpinzaztdzhilw6yqsi6m	233	8	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	233	9	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	233	10	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	233	11	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	233	12	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	233	13	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	233	14	low	low	JJ
work_ayatblpinzaztdzhilw6yqsi6m	233	15	ranked	rank	VBN
work_ayatblpinzaztdzhilw6yqsi6m	233	16	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	233	17	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	233	18	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	233	19	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	233	20	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	233	21	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	233	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	234	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	234	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	234	3	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	4	phase	phase	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	234	6	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	7	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	234	8	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	234	9	extracted	extract	VBN
work_ayatblpinzaztdzhilw6yqsi6m	234	10	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	234	11	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	234	12	known	know	VBN
work_ayatblpinzaztdzhilw6yqsi6m	234	13	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	234	15	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	234	16	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	234	17	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	234	18	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	19	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	234	20	containing	contain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	234	21	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	22	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	234	23	units	unit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	234	24	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	234	25	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	234	26	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	234	27	Figs	Figs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	234	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	235	1	3A	3A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	235	2	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	235	3	3B.	3B.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	236	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	236	2	total	total	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	236	4	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	236	5	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	236	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	236	8	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	236	9	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	10	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	11	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	236	12	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	236	13	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	236	14	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	236	16	20	20	CD
work_ayatblpinzaztdzhilw6yqsi6m	236	17	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	18	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	236	19	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	236	20	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	236	21	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	236	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	237	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	237	2	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	237	3	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	237	4	K	k	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	237	6	fold	fold	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	237	8	k	k	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	9	=	=	SYM
work_ayatblpinzaztdzhilw6yqsi6m	237	10	10	10	CD
work_ayatblpinzaztdzhilw6yqsi6m	237	11	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	237	12	cross	cross	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	13	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	237	14	validation	validation	JJ
work_ayatblpinzaztdzhilw6yqsi6m	237	15	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	237	17	compare	compare	VB
work_ayatblpinzaztdzhilw6yqsi6m	237	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	237	19	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	20	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	21	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	237	23	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	237	24	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	237	25	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	237	26	make	make	VB
work_ayatblpinzaztdzhilw6yqsi6m	237	27	sure	sure	JJ
work_ayatblpinzaztdzhilw6yqsi6m	237	28	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	237	29	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	237	30	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	31	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	237	32	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	237	33	uniformly	uniformly	RB
work_ayatblpinzaztdzhilw6yqsi6m	237	34	without	without	IN
work_ayatblpinzaztdzhilw6yqsi6m	237	35	any	any	DT
work_ayatblpinzaztdzhilw6yqsi6m	237	36	biasness	biasness	NN
work_ayatblpinzaztdzhilw6yqsi6m	237	37	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	238	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	238	2	results	result	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	238	3	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	238	4	un	un	NNP
work_ayatblpinzaztdzhilw6yqsi6m	238	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	238	6	biased	biased	JJ
work_ayatblpinzaztdzhilw6yqsi6m	238	7	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	238	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	238	9	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	238	10	cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	238	11	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	238	12	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	238	13	Features	Features	NNP
work_ayatblpinzaztdzhilw6yqsi6m	238	14	rank	rank	NN
work_ayatblpinzaztdzhilw6yqsi6m	238	15	list	list	NN
work_ayatblpinzaztdzhilw6yqsi6m	238	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	239	1	Rank	Rank	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	2	Score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	3	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	4	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	5	0.20145	0.20145	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	6	Cache	Cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	7	misses	miss	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	239	8	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	9	0.181887	0.181887	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	10	TaskClock	taskclock	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	11	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	12	0.153562	0.153562	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	13	Branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	239	14	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	15	0.10867	0.10867	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	16	SecondsTimeElapsed	secondstimeelapse	VBD
work_ayatblpinzaztdzhilw6yqsi6m	239	17	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	18	0.086973	0.086973	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	19	Instructions	instruction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	239	20	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	21	0.085666	0.085666	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	22	BranchMisses	BranchMisses	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	23	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	24	0.044272	0.044272	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	25	ContextSwitches	ContextSwitches	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	26	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	27	0.042727	0.042727	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	28	PageFaults	PageFaults	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	29	9	9	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	30	0.040087	0.040087	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	31	CPU	cpu	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	32	migration	migration	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	33	10	10	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	34	0.028564	0.028564	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	35	Cycles	cycle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	239	36	11	11	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	37	0.026142	0.026142	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	38	CPUsUtilized	CPUsUtilized	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	39	Figure	Figure	NNP
work_ayatblpinzaztdzhilw6yqsi6m	239	40	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	239	41	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	42	extraction	extraction	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	43	workflow	workflow	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	44	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	239	45	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	46	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	239	47	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	48	phases	phase	NNS
work_ayatblpinzaztdzhilw6yqsi6m	239	49	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	239	50	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	239	51	A	a	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	52	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	239	53	Workflow	workflow	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	54	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	239	55	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	239	56	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	57	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	58	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	239	59	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	239	60	B	b	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	61	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	239	62	workflow	workflow	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	63	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	239	64	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	239	65	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	66	phase	phase	NN
work_ayatblpinzaztdzhilw6yqsi6m	239	67	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	240	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	240	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	240	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	240	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	240	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	240	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	240	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	240	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	240	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	240	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	240	11	/	/	NFP
work_ayatblpinzaztdzhilw6yqsi6m	240	12	fig-3	fig-3	UH
work_ayatblpinzaztdzhilw6yqsi6m	240	13	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	240	14	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	240	15	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	240	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	241	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	241	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	241	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	241	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	241	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	241	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	241	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	242	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	242	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	242	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	242	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	242	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	10	13/24	13/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	242	11	http://dx.doi.org/10.7717/peerj-cs.361/fig-3	http://dx.doi.org/10.7717/peerj-cs.361/fig-3	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	12	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	242	13	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NN
work_ayatblpinzaztdzhilw6yqsi6m	242	14	producing	produce	VBG
work_ayatblpinzaztdzhilw6yqsi6m	242	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	242	16	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	242	17	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	242	18	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	242	19	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	242	20	could	could	MD
work_ayatblpinzaztdzhilw6yqsi6m	242	21	conclude	conclude	VB
work_ayatblpinzaztdzhilw6yqsi6m	242	22	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	242	23	confidence	confidence	NN
work_ayatblpinzaztdzhilw6yqsi6m	242	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	243	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	243	2	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	243	3	cycle	cycle	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	243	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	243	6	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	243	8	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	243	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	243	11	20	20	CD
work_ayatblpinzaztdzhilw6yqsi6m	243	12	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	13	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	243	15	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	243	16	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	17	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	18	partition	partition	NN
work_ayatblpinzaztdzhilw6yqsi6m	243	19	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	243	20	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	243	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	244	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	244	2	goal	goal	NN
work_ayatblpinzaztdzhilw6yqsi6m	244	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	244	4	supervised	supervise	VBN
work_ayatblpinzaztdzhilw6yqsi6m	244	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	244	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	244	7	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	244	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	244	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	244	10	find	find	VB
work_ayatblpinzaztdzhilw6yqsi6m	244	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	244	12	function	function	NN
work_ayatblpinzaztdzhilw6yqsi6m	244	13	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	244	14	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	244	15	trained	train	VBN
work_ayatblpinzaztdzhilw6yqsi6m	244	16	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	244	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	244	18	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	244	19	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	244	20	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	244	21	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	244	22	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	244	23	error	error	NN
work_ayatblpinzaztdzhilw6yqsi6m	244	24	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	244	25	minimum	minimum	JJ
work_ayatblpinzaztdzhilw6yqsi6m	244	26	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	244	27	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	244	28	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	244	29	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	244	30	unseen	unseen	JJ
work_ayatblpinzaztdzhilw6yqsi6m	244	31	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	244	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	245	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	245	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	245	3	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	245	4	phase	phase	NN
work_ayatblpinzaztdzhilw6yqsi6m	245	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	245	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	245	7	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	245	8	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	245	9	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	245	10	trained	train	VBN
work_ayatblpinzaztdzhilw6yqsi6m	245	11	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	245	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	245	13	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	245	14	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	245	15	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	245	16	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	245	17	Table	Table	NNP
work_ayatblpinzaztdzhilw6yqsi6m	245	18	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	245	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	246	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	246	2	testing	testing	NN
work_ayatblpinzaztdzhilw6yqsi6m	246	3	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	246	4	validation	validation	NN
work_ayatblpinzaztdzhilw6yqsi6m	246	5	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	246	6	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	246	7	performed	perform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	246	8	after	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	246	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	246	10	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	246	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	246	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	246	13	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	246	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	247	1	Classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	2	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	3	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	247	4	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	5	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	247	6	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	7	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	247	8	namely	namely	RB
work_ayatblpinzaztdzhilw6yqsi6m	247	9	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	10	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	247	12	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	13	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	247	15	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	16	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	247	18	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	19	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	20	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	21	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	247	22	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	247	23	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	247	24	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	25	purposes	purpose	NNS
work_ayatblpinzaztdzhilw6yqsi6m	247	26	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	247	27	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	247	28	phishing	phishe	VBG
work_ayatblpinzaztdzhilw6yqsi6m	247	29	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	247	31	facial	facial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	247	32	recognition	recognition	NN
work_ayatblpinzaztdzhilw6yqsi6m	247	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	247	34	financial	financial	JJ
work_ayatblpinzaztdzhilw6yqsi6m	247	35	predictions	prediction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	247	36	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	247	37	Jordan	Jordan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	38	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	247	39	Mitchell	Mitchell	NNP
work_ayatblpinzaztdzhilw6yqsi6m	247	40	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	247	41	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	247	42	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	247	43	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	247	44	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	247	45	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	248	1	We	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	248	2	employ	employ	VBP
work_ayatblpinzaztdzhilw6yqsi6m	248	3	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	248	4	four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	248	5	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	248	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	248	7	part	part	NN
work_ayatblpinzaztdzhilw6yqsi6m	248	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	248	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	248	10	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	248	11	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	248	12	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	248	13	analyze	analyze	VB
work_ayatblpinzaztdzhilw6yqsi6m	248	14	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	248	15	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	248	16	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	248	17	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	248	18	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	248	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	249	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	249	2	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	3	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	249	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	249	6	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	249	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	249	9	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	249	11	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	249	12	contains	contain	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	249	13	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	249	14	root	root	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	249	16	internal	internal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	249	17	nodes	node	NNS
work_ayatblpinzaztdzhilw6yqsi6m	249	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	249	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	249	20	leaf	leaf	NN
work_ayatblpinzaztdzhilw6yqsi6m	249	21	nodes	node	NNS
work_ayatblpinzaztdzhilw6yqsi6m	249	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	250	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	250	2	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	250	3	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	250	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	250	5	assigned	assign	VBN
work_ayatblpinzaztdzhilw6yqsi6m	250	6	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	250	7	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	250	8	leaf	leaf	NN
work_ayatblpinzaztdzhilw6yqsi6m	250	9	node	node	NN
work_ayatblpinzaztdzhilw6yqsi6m	250	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	250	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	250	12	decisions	decision	NNS
work_ayatblpinzaztdzhilw6yqsi6m	250	13	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	250	14	rendered	render	VBN
work_ayatblpinzaztdzhilw6yqsi6m	250	15	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	250	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	250	17	internal	internal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	250	18	nodes	node	NNS
work_ayatblpinzaztdzhilw6yqsi6m	250	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	250	20	Tan	Tan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	250	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	250	22	Steinbach	Steinbach	NNP
work_ayatblpinzaztdzhilw6yqsi6m	250	23	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	250	24	Kumar	Kumar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	250	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	250	26	2006	2006	CD
work_ayatblpinzaztdzhilw6yqsi6m	250	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	250	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	251	1	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	2	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	3	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	251	4	RF	RF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	5	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	251	6	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	7	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	251	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	251	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	11	combination	combination	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	13	multiple	multiple	JJ
work_ayatblpinzaztdzhilw6yqsi6m	251	14	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	15	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	16	predictors	predictor	NNS
work_ayatblpinzaztdzhilw6yqsi6m	251	17	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	251	18	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	19	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	20	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	21	depends	depend	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	251	22	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	24	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	251	25	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	26	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	27	random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	251	28	vector	vector	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	29	sampled	sample	VBN
work_ayatblpinzaztdzhilw6yqsi6m	251	30	independently	independently	RB
work_ayatblpinzaztdzhilw6yqsi6m	251	31	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	251	32	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	34	same	same	JJ
work_ayatblpinzaztdzhilw6yqsi6m	251	35	distribution	distribution	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	36	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	37	all	all	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	38	trees	tree	NNS
work_ayatblpinzaztdzhilw6yqsi6m	251	39	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	251	40	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	251	41	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	251	42	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	251	43	Xuan	Xuan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	44	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	45	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	46	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	251	47	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	251	48	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	251	49	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	251	50	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	252	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	252	2	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	3	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	4	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	5	XGBoost	XGBoost	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	252	7	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	8	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	252	9	follow	follow	VB
work_ayatblpinzaztdzhilw6yqsi6m	252	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	252	11	same	same	JJ
work_ayatblpinzaztdzhilw6yqsi6m	252	12	basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	252	13	principle	principle	NN
work_ayatblpinzaztdzhilw6yqsi6m	252	14	however	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	252	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	252	16	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	252	17	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	252	18	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	252	19	few	few	JJ
work_ayatblpinzaztdzhilw6yqsi6m	252	20	differences	difference	NNS
work_ayatblpinzaztdzhilw6yqsi6m	252	21	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	252	22	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	252	23	modeling	modeling	JJ
work_ayatblpinzaztdzhilw6yqsi6m	252	24	details	detail	NNS
work_ayatblpinzaztdzhilw6yqsi6m	252	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	253	1	Specifically	specifically	RB
work_ayatblpinzaztdzhilw6yqsi6m	253	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	253	3	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	253	4	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	5	boosting	boosting	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	6	utilizes	utilize	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	253	7	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	253	8	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	253	9	regularized	regularized	JJ
work_ayatblpinzaztdzhilw6yqsi6m	253	10	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	11	formalization	formalization	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	12	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	253	13	control	control	VB
work_ayatblpinzaztdzhilw6yqsi6m	253	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	253	15	over	over	RB
work_ayatblpinzaztdzhilw6yqsi6m	253	16	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	253	17	fitting	fit	VBG
work_ayatblpinzaztdzhilw6yqsi6m	253	18	problem	problem	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	19	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	253	20	may	may	MD
work_ayatblpinzaztdzhilw6yqsi6m	253	21	occur	occur	VB
work_ayatblpinzaztdzhilw6yqsi6m	253	22	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	253	23	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	253	24	linear	linear	VB
work_ayatblpinzaztdzhilw6yqsi6m	253	25	fitting	fitting	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	26	over	over	IN
work_ayatblpinzaztdzhilw6yqsi6m	253	27	noisy	noisy	JJ
work_ayatblpinzaztdzhilw6yqsi6m	253	28	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	253	29	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	253	30	provide	provide	VB
work_ayatblpinzaztdzhilw6yqsi6m	253	31	better	well	JJR
work_ayatblpinzaztdzhilw6yqsi6m	253	32	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	253	33	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	253	34	Jbabdi	Jbabdi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	253	35	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	253	36	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	253	37	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	253	38	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	253	39	2012	2012	CD
work_ayatblpinzaztdzhilw6yqsi6m	253	40	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	253	41	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	254	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	254	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	254	3	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	254	4	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	254	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	254	6	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	254	7	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	254	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	254	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	254	10	maximum	maximum	JJ
work_ayatblpinzaztdzhilw6yqsi6m	254	11	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	254	12	depth	depth	NN
work_ayatblpinzaztdzhilw6yqsi6m	254	13	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	254	14	set	set	VBN
work_ayatblpinzaztdzhilw6yqsi6m	254	15	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	254	16	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	254	17	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	254	18	ensure	ensure	VB
work_ayatblpinzaztdzhilw6yqsi6m	254	19	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	254	20	under	under	RB
work_ayatblpinzaztdzhilw6yqsi6m	254	21	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	254	22	fitting	fitting	JJ
work_ayatblpinzaztdzhilw6yqsi6m	254	23	issues	issue	NNS
work_ayatblpinzaztdzhilw6yqsi6m	254	24	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	254	25	avoided	avoid	VBN
work_ayatblpinzaztdzhilw6yqsi6m	254	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	255	1	To	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	255	2	achieve	achieve	VB
work_ayatblpinzaztdzhilw6yqsi6m	255	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	4	smoother	smoother	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	5	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	255	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	8	bagging	bagging	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	9	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	10	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	255	11	applied	apply	VBN
work_ayatblpinzaztdzhilw6yqsi6m	255	12	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	255	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	14	Random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	255	15	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	16	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	17	where	where	WRB
work_ayatblpinzaztdzhilw6yqsi6m	255	18	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	255	20	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	21	trees	tree	NNS
work_ayatblpinzaztdzhilw6yqsi6m	255	22	executes	execute	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	255	23	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	255	24	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	25	parallel	parallel	JJ
work_ayatblpinzaztdzhilw6yqsi6m	255	26	way	way	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	27	thus	thus	RB
work_ayatblpinzaztdzhilw6yqsi6m	255	28	making	make	VBG
work_ayatblpinzaztdzhilw6yqsi6m	255	29	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	255	30	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	255	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	256	1	As	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	256	2	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	256	3	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	256	5	independent	independent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	256	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	256	7	therefore	therefore	RB
work_ayatblpinzaztdzhilw6yqsi6m	256	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	256	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	256	10	whole	whole	JJ
work_ayatblpinzaztdzhilw6yqsi6m	256	11	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	12	result	result	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	13	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	256	14	taken	take	VBN
work_ayatblpinzaztdzhilw6yqsi6m	256	15	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	256	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	256	17	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	256	19	resulting	result	VBG
work_ayatblpinzaztdzhilw6yqsi6m	256	20	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	256	21	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	256	22	smoother	smoother	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	23	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	256	25	To	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	256	26	avoidover-	avoidover-	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	27	fitting	fitting	JJ
work_ayatblpinzaztdzhilw6yqsi6m	256	28	issues	issue	NNS
work_ayatblpinzaztdzhilw6yqsi6m	256	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	256	30	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	256	31	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	256	32	evaluated	evaluate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	256	33	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	256	34	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	256	35	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	36	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	256	37	K	K	NNP
work_ayatblpinzaztdzhilw6yqsi6m	256	38	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	256	39	fold	fold	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	40	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	256	41	k	k	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	42	=	=	SYM
work_ayatblpinzaztdzhilw6yqsi6m	256	43	10	10	CD
work_ayatblpinzaztdzhilw6yqsi6m	256	44	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	256	45	cross-	cross-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	256	46	validation	validation	NN
work_ayatblpinzaztdzhilw6yqsi6m	256	47	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	257	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	2	first	first	JJ
work_ayatblpinzaztdzhilw6yqsi6m	257	3	fold	fold	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	257	5	evaluated	evaluate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	257	6	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	8	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	257	9	folds	fold	NNS
work_ayatblpinzaztdzhilw6yqsi6m	257	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	257	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	12	second	second	JJ
work_ayatblpinzaztdzhilw6yqsi6m	257	13	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	14	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	257	15	executes	execute	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	257	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	257	17	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	257	18	takes	take	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	257	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	20	first	first	JJ
work_ayatblpinzaztdzhilw6yqsi6m	257	21	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	257	22	second	second	JJ
work_ayatblpinzaztdzhilw6yqsi6m	257	23	fold	fold	VB
work_ayatblpinzaztdzhilw6yqsi6m	257	24	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	257	25	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	257	26	compared	compare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	257	27	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	29	rest	rest	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	257	31	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	32	goes	go	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	257	33	on	on	RP
work_ayatblpinzaztdzhilw6yqsi6m	257	34	until	until	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	35	80	80	CD
work_ayatblpinzaztdzhilw6yqsi6m	257	36	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	37	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	38	training	training	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	39	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	257	40	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	257	41	compared	compare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	257	42	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	43	20	20	CD
work_ayatblpinzaztdzhilw6yqsi6m	257	44	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	45	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	257	46	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	257	47	test	test	NN
work_ayatblpinzaztdzhilw6yqsi6m	257	48	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	257	49	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	258	1	RESULTS	RESULTS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	258	2	AND	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	258	3	DISCUSSION	discussion	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	4	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	258	5	experimentation	experimentation	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	258	7	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	258	8	utilize	utilize	VBP
work_ayatblpinzaztdzhilw6yqsi6m	258	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	258	10	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	11	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	258	12	Intel	Intel	NNP
work_ayatblpinzaztdzhilw6yqsi6m	258	13	core	core	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	14	i7	i7	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	15	processor	processor	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	258	17	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	258	18	GBs	gb	NNS
work_ayatblpinzaztdzhilw6yqsi6m	258	19	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	258	20	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	258	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	258	23	Ubuntu	Ubuntu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	258	24	12.10	12.10	CD
work_ayatblpinzaztdzhilw6yqsi6m	258	25	OEM	OEM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	258	26	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	258	27	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	258	28	operating	operating	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	29	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	258	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	259	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	259	2	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	259	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	259	4	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	259	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	259	6	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	259	7	tool	tool	NN
work_ayatblpinzaztdzhilw6yqsi6m	259	8	Scikit	Scikit	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	259	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	259	10	learn	learn	VB
work_ayatblpinzaztdzhilw6yqsi6m	259	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	259	12	Pedregosa	Pedregosa	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	13	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	14	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	15	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	259	17	2011	2011	CD
work_ayatblpinzaztdzhilw6yqsi6m	259	18	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	259	19	Black	Black	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	20	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	21	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	22	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	259	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	259	24	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	259	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	259	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	259	27	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	259	28	employed	employ	VBN
work_ayatblpinzaztdzhilw6yqsi6m	259	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	260	1	To	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	260	2	evaluate	evaluate	VB
work_ayatblpinzaztdzhilw6yqsi6m	260	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	260	4	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	260	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	260	6	standard	standard	JJ
work_ayatblpinzaztdzhilw6yqsi6m	260	7	evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	260	8	measures	measure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	260	9	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	260	10	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	260	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	260	12	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	260	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	260	14	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	260	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	260	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	260	17	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	260	18	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	260	19	Measure	Measure	NNP
work_ayatblpinzaztdzhilw6yqsi6m	260	20	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	260	21	calculated	calculate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	260	22	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	260	23	determine	determine	VB
work_ayatblpinzaztdzhilw6yqsi6m	260	24	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	260	25	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	260	26	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	260	27	each	each	DT
work_ayatblpinzaztdzhilw6yqsi6m	260	28	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	260	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	261	1	Equations	equation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	261	2	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	261	3	1)–(4	1)–(4	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	4	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	261	5	provide	provide	VB
work_ayatblpinzaztdzhilw6yqsi6m	261	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	261	7	mathematical	mathematical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	261	8	description	description	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	261	10	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	261	12	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	261	14	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	261	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	261	17	f	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	18	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	261	19	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	261	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	261	21	respectively	respectively	RB
work_ayatblpinzaztdzhilw6yqsi6m	261	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	262	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	262	2	terms	term	NNS
work_ayatblpinzaztdzhilw6yqsi6m	262	3	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	262	4	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	262	5	Eqs	Eqs	NNP
work_ayatblpinzaztdzhilw6yqsi6m	262	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	263	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	2	1)–(4	1)–(4	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	4	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	263	5	explained	explain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	263	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	263	7	follows	follow	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	263	8	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	263	9	True	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	263	10	Positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	263	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	12	TP	tp	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	14	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	15	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	263	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	263	17	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	263	19	predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	263	20	positives	positive	NNS
work_ayatblpinzaztdzhilw6yqsi6m	263	21	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	263	22	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	263	23	correct	correct	JJ
work_ayatblpinzaztdzhilw6yqsi6m	263	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	263	25	while	while	IN
work_ayatblpinzaztdzhilw6yqsi6m	263	26	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	263	27	False	False	NNP
work_ayatblpinzaztdzhilw6yqsi6m	263	28	Positive	Positive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	263	29	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	30	FP	FP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	263	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	263	32	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	33	refers	refer	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	263	34	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	263	35	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	263	36	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	263	37	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	263	38	predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	263	39	positives	positive	NNS
work_ayatblpinzaztdzhilw6yqsi6m	263	40	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	263	41	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	263	42	incorrect	incorrect	JJ
work_ayatblpinzaztdzhilw6yqsi6m	263	43	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	264	1	Similarly	similarly	RB
work_ayatblpinzaztdzhilw6yqsi6m	264	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	264	3	True	True	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	4	Negative	Negative	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	5	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	264	6	TN	TN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	7	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	264	8	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	264	9	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	10	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	11	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	264	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	265	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	265	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	265	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	265	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	265	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	265	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	265	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	266	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	266	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	266	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	266	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	266	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	10	14/24	14/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	266	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	266	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	13	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	266	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	266	15	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	266	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	266	17	predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	266	18	negatives	negative	NNS
work_ayatblpinzaztdzhilw6yqsi6m	266	19	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	266	20	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	266	21	correct	correct	JJ
work_ayatblpinzaztdzhilw6yqsi6m	266	22	while	while	IN
work_ayatblpinzaztdzhilw6yqsi6m	266	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	266	24	False	False	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	25	Negative	Negative	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	26	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	266	27	FN	FN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	266	28	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	266	29	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	266	30	refers	refer	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	266	31	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	266	32	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	266	33	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	266	34	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	266	35	predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	266	36	negatives	negative	NNS
work_ayatblpinzaztdzhilw6yqsi6m	266	37	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	266	38	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	266	39	incorrect	incorrect	JJ
work_ayatblpinzaztdzhilw6yqsi6m	266	40	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	267	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	267	2	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	267	3	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	267	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	267	5	sensitivity	sensitivity	NN
work_ayatblpinzaztdzhilw6yqsi6m	267	6	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	267	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	267	8	most	most	RBS
work_ayatblpinzaztdzhilw6yqsi6m	267	9	relevant	relevant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	267	10	result	result	NN
work_ayatblpinzaztdzhilw6yqsi6m	267	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	268	1	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	268	3	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	4	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	268	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	268	6	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	7	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	268	8	estimates	estimate	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	268	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	268	10	entire	entire	JJ
work_ayatblpinzaztdzhilw6yqsi6m	268	11	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	12	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	13	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	268	14	calculating	calculate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	268	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	268	16	harmonic	harmonic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	268	17	mean	mean	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	268	19	precision	precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	268	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	268	21	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	268	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	269	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	269	2	maximum	maximum	JJ
work_ayatblpinzaztdzhilw6yqsi6m	269	3	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	269	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	269	5	1.000	1.000	CD
work_ayatblpinzaztdzhilw6yqsi6m	269	6	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	269	7	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	269	8	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	269	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	269	10	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	269	11	indicates	indicate	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	269	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	269	13	best	good	JJS
work_ayatblpinzaztdzhilw6yqsi6m	269	14	result	result	NN
work_ayatblpinzaztdzhilw6yqsi6m	269	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	269	16	Narudin	Narudin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	269	17	et	et	FW
work_ayatblpinzaztdzhilw6yqsi6m	269	18	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	269	19	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	269	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	269	21	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	269	22	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	269	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	270	1	Accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	2	¼	¼	JJ
work_ayatblpinzaztdzhilw6yqsi6m	270	3	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	4	þ	þ	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	5	TN	TN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	6	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	7	þ	þ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	8	TN	TN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	9	þ	þ	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	10	FP	FP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	270	11	þ	þ	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	12	FN	fn	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	13	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	270	14	1	1	LS
work_ayatblpinzaztdzhilw6yqsi6m	270	15	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	270	16	Precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	17	denotes	denote	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	270	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	270	19	proportion	proportion	NN
work_ayatblpinzaztdzhilw6yqsi6m	270	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	270	21	Predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	270	22	Positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	270	23	cases	case	NNS
work_ayatblpinzaztdzhilw6yqsi6m	270	24	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	270	25	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	270	26	correctly	correctly	RB
work_ayatblpinzaztdzhilw6yqsi6m	270	27	Real	real	JJ
work_ayatblpinzaztdzhilw6yqsi6m	270	28	Positives	Positives	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	270	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	271	1	Precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	2	¼	¼	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	3	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	4	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	5	þ	þ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	6	FP	FP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	8	2	2	LS
work_ayatblpinzaztdzhilw6yqsi6m	271	9	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	10	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	271	11	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	12	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	271	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	271	14	proportion	proportion	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	271	16	Real	real	JJ
work_ayatblpinzaztdzhilw6yqsi6m	271	17	Positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	271	18	cases	case	NNS
work_ayatblpinzaztdzhilw6yqsi6m	271	19	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	271	20	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	271	21	Predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	271	22	Positive	Positive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	23	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	24	¼	¼	JJ
work_ayatblpinzaztdzhilw6yqsi6m	271	25	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	26	TP	TP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	27	þ	þ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	28	FN	FN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	29	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	30	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	271	31	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	32	F‐Measure	f‐measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	33	¼	¼	IN
work_ayatblpinzaztdzhilw6yqsi6m	271	34	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	271	35	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	36	ðPrecision	ðPrecision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	37	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	38	RecallÞðPrecision	RecallÞðPrecision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	39	þ	þ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	40	RecallÞ	RecallÞ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	41	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	42	4	4	LS
work_ayatblpinzaztdzhilw6yqsi6m	271	43	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	44	Receiver	receiver	VB
work_ayatblpinzaztdzhilw6yqsi6m	271	45	Operating	operating	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	46	Characteristic	characteristic	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	47	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	48	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	49	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	50	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	271	51	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	52	Metz	Metz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	53	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	271	54	1978	1978	CD
work_ayatblpinzaztdzhilw6yqsi6m	271	55	;	;	:
work_ayatblpinzaztdzhilw6yqsi6m	271	56	Dion	Dion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	57	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	271	58	Brohi	Brohi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	59	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	271	60	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	271	61	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	62	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	271	63	extensively	extensively	RB
work_ayatblpinzaztdzhilw6yqsi6m	271	64	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	271	65	applied	apply	VBN
work_ayatblpinzaztdzhilw6yqsi6m	271	66	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	271	67	significant	significant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	271	68	researches	research	NNS
work_ayatblpinzaztdzhilw6yqsi6m	271	69	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	271	70	measure	measure	VB
work_ayatblpinzaztdzhilw6yqsi6m	271	71	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	271	72	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	73	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	271	74	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	271	75	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	76	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	77	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	271	78	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	271	79	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	271	80	being	be	VBG
work_ayatblpinzaztdzhilw6yqsi6m	271	81	trained	train	VBN
work_ayatblpinzaztdzhilw6yqsi6m	271	82	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	271	83	achieve	achieve	VB
work_ayatblpinzaztdzhilw6yqsi6m	271	84	actual	actual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	271	85	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	271	86	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	87	Bradley	Bradley	NNP
work_ayatblpinzaztdzhilw6yqsi6m	271	88	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	271	89	1997	1997	CD
work_ayatblpinzaztdzhilw6yqsi6m	271	90	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	271	91	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	272	1	Furthermore	furthermore	RB
work_ayatblpinzaztdzhilw6yqsi6m	272	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	272	3	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	272	4	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	272	5	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	272	6	applied	apply	VBN
work_ayatblpinzaztdzhilw6yqsi6m	272	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	272	8	numerous	numerous	JJ
work_ayatblpinzaztdzhilw6yqsi6m	272	9	systematic	systematic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	272	10	approaches	approach	NNS
work_ayatblpinzaztdzhilw6yqsi6m	272	11	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	272	12	merge	merge	VBP
work_ayatblpinzaztdzhilw6yqsi6m	272	13	multiple	multiple	JJ
work_ayatblpinzaztdzhilw6yqsi6m	272	14	clues	clue	NNS
work_ayatblpinzaztdzhilw6yqsi6m	272	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	272	16	test	test	NN
work_ayatblpinzaztdzhilw6yqsi6m	272	17	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	272	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	272	19	etc	etc	FW
work_ayatblpinzaztdzhilw6yqsi6m	272	20	.	.	FW
work_ayatblpinzaztdzhilw6yqsi6m	272	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	272	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	272	23	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	272	24	plotted	plot	VBN
work_ayatblpinzaztdzhilw6yqsi6m	272	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	272	26	evaluated	evaluate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	272	27	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	272	28	characterize	characterize	VB
work_ayatblpinzaztdzhilw6yqsi6m	272	29	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	272	30	qualitative	qualitative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	272	31	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	272	32	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	272	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	272	34	particular	particular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	272	35	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	273	1	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	273	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	273	4	plot	plot	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	5	wherein	wherein	WRB
work_ayatblpinzaztdzhilw6yqsi6m	273	6	Y	y	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	273	8	axis	axis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	9	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	273	10	reserved	reserve	VBN
work_ayatblpinzaztdzhilw6yqsi6m	273	11	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	273	12	True	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	273	13	Positive	Positive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	14	Rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	15	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	273	16	TPR	tpr	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	17	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	273	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	273	19	X	X	NNS
work_ayatblpinzaztdzhilw6yqsi6m	273	20	-	-	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	21	axis	axis	NN
work_ayatblpinzaztdzhilw6yqsi6m	273	22	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	273	23	reserved	reserve	VBN
work_ayatblpinzaztdzhilw6yqsi6m	273	24	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	273	25	False	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	273	26	Positive	Positive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	27	Rate	Rate	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	273	29	FPR	FPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	273	30	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	273	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	274	1	For	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	274	2	all	all	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	3	possible	possible	JJ
work_ayatblpinzaztdzhilw6yqsi6m	274	4	classifications	classification	NNS
work_ayatblpinzaztdzhilw6yqsi6m	274	5	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	274	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	274	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	8	output	output	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	9	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	274	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	12	TPR	TPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	274	13	rate	rate	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	14	depends	depend	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	274	15	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	274	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	17	set	set	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	18	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	274	19	up	up	RP
work_ayatblpinzaztdzhilw6yqsi6m	274	20	where	where	WRB
work_ayatblpinzaztdzhilw6yqsi6m	274	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	22	real	real	JJ
work_ayatblpinzaztdzhilw6yqsi6m	274	23	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	24	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	274	25	considered	consider	VBN
work_ayatblpinzaztdzhilw6yqsi6m	274	26	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	274	27	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	274	28	as	as	RB
work_ayatblpinzaztdzhilw6yqsi6m	274	29	positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	274	30	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	274	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	32	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	33	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	274	34	times	time	NNS
work_ayatblpinzaztdzhilw6yqsi6m	274	35	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	36	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	37	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	274	38	predicted	predict	VBN
work_ayatblpinzaztdzhilw6yqsi6m	274	39	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	274	40	result	result	NN
work_ayatblpinzaztdzhilw6yqsi6m	274	41	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	274	42	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	274	43	as	as	RB
work_ayatblpinzaztdzhilw6yqsi6m	274	44	positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	274	45	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	275	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	275	2	FPR	FPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	275	3	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	275	4	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	275	5	defined	define	VBN
work_ayatblpinzaztdzhilw6yqsi6m	275	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	275	7	how	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	275	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	275	9	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	275	10	incorrectly	incorrectly	RB
work_ayatblpinzaztdzhilw6yqsi6m	275	11	labeled	label	VBD
work_ayatblpinzaztdzhilw6yqsi6m	275	12	positive	positive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	275	13	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	275	14	those	those	DT
work_ayatblpinzaztdzhilw6yqsi6m	275	15	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	275	16	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	275	17	classified	classify	VBN
work_ayatblpinzaztdzhilw6yqsi6m	275	18	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	275	19	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	275	20	negative	negative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	275	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	276	1	Together	together	RB
work_ayatblpinzaztdzhilw6yqsi6m	276	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	276	3	TPR	TPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	276	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	276	5	FPR	FPR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	276	6	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	276	7	lie	lie	VBP
work_ayatblpinzaztdzhilw6yqsi6m	276	8	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	276	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	276	10	between	between	IN
work_ayatblpinzaztdzhilw6yqsi6m	276	11	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	276	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	276	13	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	276	14	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	276	15	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	276	16	indicating	indicate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	276	17	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	276	18	accurate	accurate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	276	19	prediction	prediction	NN
work_ayatblpinzaztdzhilw6yqsi6m	276	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	276	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	277	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	277	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	277	3	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	277	4	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	277	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	277	6	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	277	7	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	277	8	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	277	9	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	277	10	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	277	11	seen	see	VBN
work_ayatblpinzaztdzhilw6yqsi6m	277	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	277	13	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	277	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	278	1	4	4	LS
work_ayatblpinzaztdzhilw6yqsi6m	278	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	279	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	279	2	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	279	3	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	4	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	279	5	both	both	DT
work_ayatblpinzaztdzhilw6yqsi6m	279	6	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	279	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	279	8	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	279	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	279	10	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	279	11	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	279	12	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	13	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	279	14	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	279	15	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	279	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	279	17	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	279	18	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	279	19	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	20	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	279	21	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	22	“	"	``
work_ayatblpinzaztdzhilw6yqsi6m	279	23	0	0	NNP
work_ayatblpinzaztdzhilw6yqsi6m	279	24	”	"	''
work_ayatblpinzaztdzhilw6yqsi6m	279	25	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	279	26	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	279	27	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	279	28	same	same	JJ
work_ayatblpinzaztdzhilw6yqsi6m	279	29	having	have	VBG
work_ayatblpinzaztdzhilw6yqsi6m	279	30	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	31	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	279	32	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	279	33	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	279	34	signifies	signify	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	279	35	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	279	36	excellent	excellent	JJ
work_ayatblpinzaztdzhilw6yqsi6m	279	37	prediction	prediction	NN
work_ayatblpinzaztdzhilw6yqsi6m	279	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	280	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	280	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	280	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	280	4	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	280	6	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	7	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	8	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	280	9	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	10	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	280	11	that	that	RB
work_ayatblpinzaztdzhilw6yqsi6m	280	12	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	280	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	280	14	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	280	15	Non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	280	16	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	280	17	Ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	18	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	280	19	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	280	21	0.89	0.89	CD
work_ayatblpinzaztdzhilw6yqsi6m	280	22	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	280	23	89	89	CD
work_ayatblpinzaztdzhilw6yqsi6m	280	24	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	25	whereas	wherea	NNS
work_ayatblpinzaztdzhilw6yqsi6m	280	26	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	280	27	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	28	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	280	29	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	280	30	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	280	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	280	32	ransomware	ransomware	VB
work_ayatblpinzaztdzhilw6yqsi6m	280	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	280	34	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	280	35	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	280	36	0.93	0.93	CD
work_ayatblpinzaztdzhilw6yqsi6m	280	37	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	281	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	281	2	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	281	3	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	281	4	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	281	5	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	281	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	281	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	281	8	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	281	9	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	281	10	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	281	11	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	281	12	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	281	13	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	281	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	281	15	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	281	16	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	281	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	282	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	282	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	282	3	obtained	obtain	VBD
work_ayatblpinzaztdzhilw6yqsi6m	282	4	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	282	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	282	6	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	282	7	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	282	8	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	282	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	282	10	two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	282	11	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	282	12	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	282	13	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	282	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	282	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	282	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	282	17	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	282	18	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	282	19	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	282	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	282	21	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	282	22	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	282	23	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	282	24	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	282	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	283	1	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	283	2	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	283	3	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	283	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	283	5	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	283	6	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	283	7	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	283	8	illustrated	illustrate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	283	9	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	283	10	Table	Table	NNP
work_ayatblpinzaztdzhilw6yqsi6m	283	11	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	283	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	284	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	284	2	higher	high	JJR
work_ayatblpinzaztdzhilw6yqsi6m	284	3	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	284	4	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	284	5	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	284	6	evident	evident	JJ
work_ayatblpinzaztdzhilw6yqsi6m	284	7	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	284	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	284	9	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	284	10	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	284	11	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	284	12	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	284	13	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	284	14	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	284	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	284	16	0.99	0.99	CD
work_ayatblpinzaztdzhilw6yqsi6m	284	17	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	284	18	both	both	DT
work_ayatblpinzaztdzhilw6yqsi6m	284	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	284	20	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	284	21	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	284	22	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	284	23	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	284	24	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	284	25	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	284	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	285	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	285	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	285	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	285	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	286	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	286	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	286	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	286	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	286	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	286	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	286	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	287	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	287	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	287	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	287	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	10	15/24	15/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	13	Figure	Figure	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	14	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	15	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	16	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	287	17	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	287	18	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	287	19	metrics	metric	NNS
work_ayatblpinzaztdzhilw6yqsi6m	287	20	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	287	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	287	22	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	287	23	A	a	NN
work_ayatblpinzaztdzhilw6yqsi6m	287	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	287	25	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	26	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	287	27	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	287	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	287	29	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	287	30	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	287	31	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	287	32	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	33	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	287	34	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	287	35	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	36	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	287	37	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	38	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	287	39	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	287	40	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	287	41	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	287	42	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	287	43	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	287	44	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	287	45	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	287	46	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	287	47	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	288	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	288	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	288	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	288	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	288	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	288	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	288	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	288	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	288	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	288	12	fig-4	fig-4	NNP
work_ayatblpinzaztdzhilw6yqsi6m	288	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	14	4	4	CD
work_ayatblpinzaztdzhilw6yqsi6m	288	15	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	288	16	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	17	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	288	19	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	288	21	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	22	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	288	23	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	24	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	288	25	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	288	26	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	288	27	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	288	28	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	288	29	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	288	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	288	31	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	288	32	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	288	33	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	289	1	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	2	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	3	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	4	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	289	7	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	8	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	9	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	10	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	11	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	12	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	14	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	15	0.88	0.88	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	16	0.93	0.93	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	17	Non	Non	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	18	-	-	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	19	Ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	289	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	21	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	22	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	23	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	25	0.89	0.89	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	26	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	27	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	28	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	29	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	30	Random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	289	31	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	32	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	33	metrics	metric	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	34	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	35	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	289	36	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	37	A	a	NN
work_ayatblpinzaztdzhilw6yqsi6m	289	38	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	39	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	40	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	41	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	289	42	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	289	43	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	44	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	289	45	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	289	46	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	47	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	289	48	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	49	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	50	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	289	51	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	52	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	289	53	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	289	54	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	55	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	289	56	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	289	57	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	289	58	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	289	59	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	289	60	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	289	61	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	290	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	290	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	290	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	290	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	290	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	290	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	290	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	290	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	290	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	290	12	fig-5	fig-5	NNP
work_ayatblpinzaztdzhilw6yqsi6m	290	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	14	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	290	15	Random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	290	16	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	17	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	18	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	290	20	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	21	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	290	22	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	23	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	290	24	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	290	25	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	290	26	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	290	27	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	290	28	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	290	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	291	1	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	2	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	3	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	4	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	291	7	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	8	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	9	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	291	10	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	11	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	12	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	291	14	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	15	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	16	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	17	Non	Non	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	18	-	-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	19	Ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	291	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	291	21	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	22	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	291	23	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	291	25	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	26	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	27	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	291	28	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	29	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	30	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	291	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	292	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	292	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	292	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	292	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	292	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	292	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	292	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	293	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	293	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	293	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	293	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	293	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	10	16/24	16/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	293	11	http://dx.doi.org/10.7717/peerj-cs.361/fig-4	http://dx.doi.org/10.7717/peerj-cs.361/fig-4	CD
work_ayatblpinzaztdzhilw6yqsi6m	293	12	http://dx.doi.org/10.7717/peerj-cs.361/fig-5	http://dx.doi.org/10.7717/peerj-cs.361/fig-5	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	13	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	14	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNS
work_ayatblpinzaztdzhilw6yqsi6m	293	15	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	293	16	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	293	17	depicting	depict	VBG
work_ayatblpinzaztdzhilw6yqsi6m	293	18	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	293	19	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	293	20	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	293	21	gradient	gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	22	boosting	boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	293	24	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	293	25	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	293	26	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	293	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	294	1	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	294	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	294	3	reveal	reveal	VBP
work_ayatblpinzaztdzhilw6yqsi6m	294	4	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	294	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	294	6	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	294	7	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	8	values	value	NNS
work_ayatblpinzaztdzhilw6yqsi6m	294	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	294	10	both	both	PDT
work_ayatblpinzaztdzhilw6yqsi6m	294	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	294	12	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	294	13	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	294	14	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	294	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	294	16	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	294	18	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	294	19	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	294	20	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	294	21	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	294	22	as	as	RB
work_ayatblpinzaztdzhilw6yqsi6m	294	23	well	well	RB
work_ayatblpinzaztdzhilw6yqsi6m	294	24	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	294	25	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	294	26	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	294	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	294	28	1.0	1.0	LS
work_ayatblpinzaztdzhilw6yqsi6m	294	29	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	294	30	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	294	31	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	32	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	294	33	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	34	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	294	35	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	294	36	both	both	DT
work_ayatblpinzaztdzhilw6yqsi6m	294	37	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	294	38	follow	follow	VBP
work_ayatblpinzaztdzhilw6yqsi6m	294	39	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	294	40	pattern	pattern	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	41	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	294	42	high	high	JJ
work_ayatblpinzaztdzhilw6yqsi6m	294	43	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	294	44	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	295	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	295	2	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	295	3	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	295	4	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	295	5	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	295	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	295	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	295	8	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	295	9	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	295	10	classifier	classifier	NN
work_ayatblpinzaztdzhilw6yqsi6m	295	11	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	295	12	0.93	0.93	CD
work_ayatblpinzaztdzhilw6yqsi6m	295	13	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	295	14	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	295	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	295	16	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	295	17	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	295	18	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	295	19	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	295	20	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	295	21	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	295	22	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	295	23	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	295	24	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	295	25	Table	Table	NNP
work_ayatblpinzaztdzhilw6yqsi6m	295	26	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	295	27	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	295	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	296	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	296	2	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	296	3	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	296	4	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	296	5	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	296	6	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	296	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	296	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	296	9	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	296	10	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	296	11	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	296	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	296	13	Fig	Fig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	296	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	297	1	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	297	2	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	297	3	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	297	4	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	297	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	298	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	298	2	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	298	3	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	298	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	298	5	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	298	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	298	7	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	298	8	Curve	Curve	NNP
work_ayatblpinzaztdzhilw6yqsi6m	298	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	298	10	both	both	DT
work_ayatblpinzaztdzhilw6yqsi6m	298	11	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	298	12	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	298	13	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	298	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	298	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	298	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	298	17	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	298	18	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	298	19	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	298	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	298	21	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	298	22	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	298	23	same	same	JJ
work_ayatblpinzaztdzhilw6yqsi6m	298	24	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	298	25	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	298	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	298	27	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	298	28	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	298	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	299	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	299	2	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	299	3	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	4	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	299	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	299	6	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	7	’s	’s	,
work_ayatblpinzaztdzhilw6yqsi6m	299	8	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	299	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	299	10	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	11	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	12	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	299	13	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	299	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	299	15	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	299	16	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	299	17	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	299	18	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	299	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	299	20	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	21	boosting	boosting	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	22	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	299	23	random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	299	24	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	25	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	299	26	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	299	27	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	299	28	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	29	metrics	metric	NNS
work_ayatblpinzaztdzhilw6yqsi6m	299	30	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	31	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	299	32	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	299	33	A	a	NN
work_ayatblpinzaztdzhilw6yqsi6m	299	34	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	299	35	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	299	36	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	299	37	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	299	38	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	299	39	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	299	40	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	299	41	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	299	42	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	299	43	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	300	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	300	2	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	300	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	300	4	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	300	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	300	6	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	300	7	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	300	8	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	300	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	300	10	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	300	11	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	300	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	300	13	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	300	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	301	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	301	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	301	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	301	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	301	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	301	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	301	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	301	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	301	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	301	12	fig-6	fig-6	NNP
work_ayatblpinzaztdzhilw6yqsi6m	301	13	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	14	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	301	15	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	301	16	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	301	17	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	301	19	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	301	21	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	22	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	301	23	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	24	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	301	25	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	301	26	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	301	27	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	301	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	302	1	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	2	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	3	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	4	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	302	7	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	8	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	9	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	10	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	11	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	12	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	14	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	15	0.88	0.88	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	16	0.93	0.93	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	17	Non	Non	NNS
work_ayatblpinzaztdzhilw6yqsi6m	302	18	-	-	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	19	Ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	302	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	21	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	22	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	23	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	25	0.89	0.89	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	26	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	27	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	28	Figure	figure	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	29	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	30	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	31	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	32	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	302	33	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	34	metrics	metric	NNS
work_ayatblpinzaztdzhilw6yqsi6m	302	35	behavior	behavior	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	36	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	302	37	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	38	A	a	NN
work_ayatblpinzaztdzhilw6yqsi6m	302	39	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	302	40	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	302	41	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	302	42	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	302	43	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	302	44	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	302	45	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	302	46	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	302	47	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	302	48	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	303	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	303	2	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	303	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	303	4	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	303	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	303	6	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	303	7	curves	curve	NNS
work_ayatblpinzaztdzhilw6yqsi6m	303	8	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	303	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	303	10	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	303	11	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	303	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	303	13	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	303	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	304	1	Full	full	JJ
work_ayatblpinzaztdzhilw6yqsi6m	304	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	304	3	size	size	NN
work_ayatblpinzaztdzhilw6yqsi6m	304	4	DOI	doi	NN
work_ayatblpinzaztdzhilw6yqsi6m	304	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	304	6	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	304	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	304	8	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	304	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	304	10	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	304	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	304	12	fig-7	fig-7	NNP
work_ayatblpinzaztdzhilw6yqsi6m	304	13	Aurangzeb	Aurangzeb	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	304	14	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	304	15	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	304	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	305	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	305	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	305	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	305	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	305	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	305	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	305	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	306	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	306	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	306	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	306	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	306	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	10	17/24	17/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	306	11	http://dx.doi.org/10.7717/peerj-cs.361/fig-6	http://dx.doi.org/10.7717/peerj-cs.361/fig-6	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	12	http://dx.doi.org/10.7717/peerj-cs.361/fig-7	http://dx.doi.org/10.7717/peerj-cs.361/fig-7	IN
work_ayatblpinzaztdzhilw6yqsi6m	306	13	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	306	14	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	306	15	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	306	16	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	306	17	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	306	18	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	306	19	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	306	20	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	306	21	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	306	22	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	306	23	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	306	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	307	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	307	2	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	307	3	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	307	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	307	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	307	6	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	7	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	8	outperformed	outperform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	307	9	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	10	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	307	12	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	307	13	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	14	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	307	15	attaining	attain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	307	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	307	17	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	307	19	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	307	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	307	21	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	307	22	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	307	23	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	307	24	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	307	25	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	307	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	308	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	308	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	308	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	308	4	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	308	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	308	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	308	7	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	308	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	308	9	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	308	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	308	11	both	both	PDT
work_ayatblpinzaztdzhilw6yqsi6m	308	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	308	13	classes	class	NNS
work_ayatblpinzaztdzhilw6yqsi6m	308	14	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	308	15	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	308	16	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	308	17	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	308	18	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	308	19	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	308	20	Table	Table	NNP
work_ayatblpinzaztdzhilw6yqsi6m	308	21	8)	8)	CD
work_ayatblpinzaztdzhilw6yqsi6m	308	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	309	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	309	2	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	3	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	309	4	attained	attain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	309	5	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	309	6	improvement	improvement	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	309	8	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	309	9	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	10	than	than	IN
work_ayatblpinzaztdzhilw6yqsi6m	309	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	309	12	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	13	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	309	15	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	309	16	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	309	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	310	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	310	2	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	310	3	shows	show	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	310	4	similar	similar	JJ
work_ayatblpinzaztdzhilw6yqsi6m	310	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	310	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	310	7	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	310	8	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	310	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	310	10	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	310	11	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	310	12	observed	observe	VBN
work_ayatblpinzaztdzhilw6yqsi6m	310	13	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	310	14	random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	310	15	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	310	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	310	17	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	310	18	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	310	19	boosting	boosting	NN
work_ayatblpinzaztdzhilw6yqsi6m	310	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	311	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	311	2	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	311	3	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	311	4	demonstrated	demonstrate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	311	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	311	6	possibility	possibility	NN
work_ayatblpinzaztdzhilw6yqsi6m	311	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	311	8	exploiting	exploit	VBG
work_ayatblpinzaztdzhilw6yqsi6m	311	9	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	311	10	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	311	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	311	12	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	311	13	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	311	14	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	311	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	311	16	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	311	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	312	1	After	after	IN
work_ayatblpinzaztdzhilw6yqsi6m	312	2	analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	312	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	312	4	sets	set	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	312	6	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	312	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	312	8	non-	non-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	9	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	312	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	312	12	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	13	obtained	obtain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	312	14	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	312	15	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	16	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	312	17	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	312	18	analyzed	analyze	VBN
work_ayatblpinzaztdzhilw6yqsi6m	312	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	312	20	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	312	21	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	22	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	23	into	into	IN
work_ayatblpinzaztdzhilw6yqsi6m	312	24	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	312	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	312	26	non	non	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	27	-	-	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	28	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	29	categories	category	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	30	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	312	31	several	several	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	32	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	312	33	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	312	34	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	312	35	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	312	36	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	312	37	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	38	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	39	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	312	40	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	41	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	42	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	312	43	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	44	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	45	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	312	46	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	47	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	48	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	312	49	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	313	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	313	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	313	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	4	detailed	detailed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	313	5	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	313	6	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	7	stated	state	VBN
work_ayatblpinzaztdzhilw6yqsi6m	313	8	earlier	early	RBR
work_ayatblpinzaztdzhilw6yqsi6m	313	9	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	313	11	section	section	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	12	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	313	13	revealed	reveal	VBN
work_ayatblpinzaztdzhilw6yqsi6m	313	14	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	15	extracted	extract	VBN
work_ayatblpinzaztdzhilw6yqsi6m	313	16	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	17	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	313	18	play	play	VBP
work_ayatblpinzaztdzhilw6yqsi6m	313	19	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	313	20	significant	significant	JJ
work_ayatblpinzaztdzhilw6yqsi6m	313	21	role	role	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	22	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	313	24	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	25	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	313	26	identification	identification	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	27	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	313	28	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	313	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	314	1	Among	among	IN
work_ayatblpinzaztdzhilw6yqsi6m	314	2	all	all	PDT
work_ayatblpinzaztdzhilw6yqsi6m	314	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	314	4	employed	employed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	314	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	7	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	314	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	314	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	314	10	random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	314	11	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	314	13	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	314	14	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	314	16	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	314	17	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	18	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	314	19	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	314	20	outperformed	outperform	VBN
work_ayatblpinzaztdzhilw6yqsi6m	314	21	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	314	22	yielding	yield	VBG
work_ayatblpinzaztdzhilw6yqsi6m	314	23	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	24	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	314	25	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	26	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	27	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	314	28	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	314	29	followed	follow	VBN
work_ayatblpinzaztdzhilw6yqsi6m	314	30	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	314	31	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	314	32	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	33	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	34	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	314	35	achieved	achieve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	314	36	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	314	37	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	38	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	314	39	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	314	40	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	315	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	315	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	315	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	315	4	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	315	5	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	315	6	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	315	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	315	8	task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	315	9	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	315	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	315	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	315	12	branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	315	13	obtained	obtain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	315	14	through	through	IN
work_ayatblpinzaztdzhilw6yqsi6m	315	15	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	315	16	could	could	MD
work_ayatblpinzaztdzhilw6yqsi6m	315	17	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	315	18	deemed	deem	VBN
work_ayatblpinzaztdzhilw6yqsi6m	315	19	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	315	20	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	315	21	parameters	parameter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	315	22	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	315	23	classifying	classify	VBG
work_ayatblpinzaztdzhilw6yqsi6m	315	24	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	315	25	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	315	26	non-	non-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	315	27	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	315	28	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	316	1	CONCLUSIONS	conclusion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	316	2	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	316	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	316	4	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	316	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	316	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	316	7	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	316	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	316	9	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	316	10	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	316	11	been	be	VBN
work_ayatblpinzaztdzhilw6yqsi6m	316	12	presented	present	VBN
work_ayatblpinzaztdzhilw6yqsi6m	316	13	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	316	14	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	316	15	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	316	16	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	316	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	317	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	317	2	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	317	3	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	317	4	revealed	reveal	VBN
work_ayatblpinzaztdzhilw6yqsi6m	317	5	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	317	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	317	7	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	317	8	hold	hold	VBP
work_ayatblpinzaztdzhilw6yqsi6m	317	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	317	10	considerable	considerable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	317	11	potential	potential	NN
work_ayatblpinzaztdzhilw6yqsi6m	317	12	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	317	13	expose	expose	VB
work_ayatblpinzaztdzhilw6yqsi6m	317	14	hidden	hide	VBN
work_ayatblpinzaztdzhilw6yqsi6m	317	15	indicators	indicator	NNS
work_ayatblpinzaztdzhilw6yqsi6m	317	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	317	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	317	18	executing	execute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	317	19	applications	application	NNS
work_ayatblpinzaztdzhilw6yqsi6m	317	20	such	such	JJ
work_ayatblpinzaztdzhilw6yqsi6m	317	21	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	317	22	malicious	malicious	JJ
work_ayatblpinzaztdzhilw6yqsi6m	317	23	codes	code	NNS
work_ayatblpinzaztdzhilw6yqsi6m	317	24	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	317	25	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	317	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	318	1	Performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	2	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	318	4	that	that	RB
work_ayatblpinzaztdzhilw6yqsi6m	318	5	is	is	RB
work_ayatblpinzaztdzhilw6yqsi6m	318	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	318	7	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	318	8	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	318	10	task	task	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	11	clock	clock	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	318	13	branches	branch	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	14	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	318	15	played	play	VBN
work_ayatblpinzaztdzhilw6yqsi6m	318	16	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	318	17	pivotal	pivotal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	18	role	role	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	19	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	20	classifying	classify	VBG
work_ayatblpinzaztdzhilw6yqsi6m	318	21	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	22	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	23	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	318	24	way	way	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	25	that	that	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	26	if	if	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	27	there	there	EX
work_ayatblpinzaztdzhilw6yqsi6m	318	28	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	318	29	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	318	30	high	high	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	31	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	32	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	33	cache	cache	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	34	misses	miss	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	35	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	318	36	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	318	37	high	high	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	38	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	39	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	40	branch	branch	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	41	mispredictions	misprediction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	42	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	318	43	where	where	WRB
work_ayatblpinzaztdzhilw6yqsi6m	318	44	control	control	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	45	flow	flow	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	46	becomes	become	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	318	47	detectably	detectably	RB
work_ayatblpinzaztdzhilw6yqsi6m	318	48	anomalous	anomalous	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	49	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	318	50	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	318	51	good	good	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	52	indicators	indicator	NNS
work_ayatblpinzaztdzhilw6yqsi6m	318	53	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	318	54	help	help	VBP
work_ayatblpinzaztdzhilw6yqsi6m	318	55	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	318	56	indicating	indicate	VBG
work_ayatblpinzaztdzhilw6yqsi6m	318	57	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	318	58	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	318	59	attack	attack	NN
work_ayatblpinzaztdzhilw6yqsi6m	318	60	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	318	61	Foreman	Foreman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	318	62	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	318	63	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	318	64	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	318	65	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	319	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	319	2	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	319	3	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	4	holds	hold	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	319	5	adequate	adequate	JJ
work_ayatblpinzaztdzhilw6yqsi6m	319	6	potential	potential	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	7	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	319	8	provide	provide	VB
work_ayatblpinzaztdzhilw6yqsi6m	319	9	sufficient	sufficient	JJ
work_ayatblpinzaztdzhilw6yqsi6m	319	10	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	11	7	7	CD
work_ayatblpinzaztdzhilw6yqsi6m	319	12	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	319	13	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	14	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	319	15	precision	precision	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	319	17	recall	recall	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	18	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	319	19	F	f	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	20	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	319	21	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	22	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	319	23	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	319	24	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	319	25	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	320	1	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	2	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	3	Precision	Precision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	4	Recall	Recall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	320	7	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	8	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	9	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	320	10	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	11	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	12	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	320	14	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	15	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	16	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	17	Non	Non	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	18	-	-	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	19	Ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	320	20	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	320	21	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	22	label	label	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	23	0	0	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	24	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	320	25	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	26	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	27	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	28	Table	table	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	29	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	30	Four	four	CD
work_ayatblpinzaztdzhilw6yqsi6m	320	31	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	320	32	result	result	VBP
work_ayatblpinzaztdzhilw6yqsi6m	320	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	320	34	their	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	320	35	comparison	comparison	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	36	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	320	37	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	320	38	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	39	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	320	40	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	321	1	Classifier	Classifier	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	2	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	3	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	321	4	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	321	5	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	6	Tree	Tree	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	7	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	321	8	Random	Random	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	9	Forest	Forest	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	10	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	321	11	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	12	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	13	0.94	0.94	CD
work_ayatblpinzaztdzhilw6yqsi6m	321	14	Extreme	Extreme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	15	Gradient	Gradient	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	16	Boosting	Boosting	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	17	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	321	18	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	19	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	20	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	321	21	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	322	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	322	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	322	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	322	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	322	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	322	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	322	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	323	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	323	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	323	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	323	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	323	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	10	18/24	18/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	323	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	323	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	POS
work_ayatblpinzaztdzhilw6yqsi6m	323	13	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	323	14	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	323	15	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	323	16	attaining	attain	VBG
work_ayatblpinzaztdzhilw6yqsi6m	323	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	323	18	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	323	19	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	323	20	measure	measure	NN
work_ayatblpinzaztdzhilw6yqsi6m	323	21	score	score	NN
work_ayatblpinzaztdzhilw6yqsi6m	323	22	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	323	23	0.97	0.97	CD
work_ayatblpinzaztdzhilw6yqsi6m	323	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	324	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	324	2	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	324	3	demonstrated	demonstrate	VBD
work_ayatblpinzaztdzhilw6yqsi6m	324	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	324	5	possibility	possibility	NN
work_ayatblpinzaztdzhilw6yqsi6m	324	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	324	7	exploiting	exploit	VBG
work_ayatblpinzaztdzhilw6yqsi6m	324	8	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	324	9	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	324	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	324	11	potential	potential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	324	12	feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	324	13	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	324	14	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	324	15	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	324	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	324	17	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	324	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	325	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	325	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	325	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	325	4	topic	topic	NN
work_ayatblpinzaztdzhilw6yqsi6m	325	5	needs	need	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	325	6	further	further	JJ
work_ayatblpinzaztdzhilw6yqsi6m	325	7	investigation	investigation	NN
work_ayatblpinzaztdzhilw6yqsi6m	325	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	326	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	326	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	326	3	future	future	NN
work_ayatblpinzaztdzhilw6yqsi6m	326	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	326	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	326	6	intend	intend	VBP
work_ayatblpinzaztdzhilw6yqsi6m	326	7	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	326	8	scrutinize	scrutinize	VB
work_ayatblpinzaztdzhilw6yqsi6m	326	9	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	326	10	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	326	11	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	326	12	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	326	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	326	14	combination	combination	NN
work_ayatblpinzaztdzhilw6yqsi6m	326	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	326	16	call	call	JJ
work_ayatblpinzaztdzhilw6yqsi6m	326	17	graphs	graphs	NN
work_ayatblpinzaztdzhilw6yqsi6m	326	18	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	326	19	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	326	20	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	326	21	classify	classify	VB
work_ayatblpinzaztdzhilw6yqsi6m	326	22	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	326	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	327	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	327	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	327	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	327	4	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	327	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	327	6	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	327	7	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	327	8	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	327	9	has	have	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	327	10	shown	show	VBN
work_ayatblpinzaztdzhilw6yqsi6m	327	11	very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	327	12	promising	promising	JJ
work_ayatblpinzaztdzhilw6yqsi6m	327	13	results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	327	14	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	327	15	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	327	16	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	327	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	328	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	328	3	future	future	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	328	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	328	6	will	will	MD
work_ayatblpinzaztdzhilw6yqsi6m	328	7	expand	expand	VB
work_ayatblpinzaztdzhilw6yqsi6m	328	8	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	328	9	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	10	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	328	11	perform	perform	VB
work_ayatblpinzaztdzhilw6yqsi6m	328	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	328	14	depth	depth	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	15	static	static	JJ
work_ayatblpinzaztdzhilw6yqsi6m	328	16	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	17	as	as	RB
work_ayatblpinzaztdzhilw6yqsi6m	328	18	well	well	RB
work_ayatblpinzaztdzhilw6yqsi6m	328	19	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	20	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	328	21	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	22	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	328	24	combination	combination	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	25	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	26	HPCs	hpc	NNS
work_ayatblpinzaztdzhilw6yqsi6m	328	27	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	328	29	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	30	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	31	that	that	DT
work_ayatblpinzaztdzhilw6yqsi6m	328	32	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	33	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	328	34	usually	usually	RB
work_ayatblpinzaztdzhilw6yqsi6m	328	35	hides	hide	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	328	36	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	328	37	implementing	implement	VBG
work_ayatblpinzaztdzhilw6yqsi6m	328	38	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	328	39	obfuscation	obfuscation	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	40	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	328	41	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	328	42	like	like	UH
work_ayatblpinzaztdzhilw6yqsi6m	328	43	packed	packed	JJ
work_ayatblpinzaztdzhilw6yqsi6m	328	44	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	328	45	compressed	compress	VBN
work_ayatblpinzaztdzhilw6yqsi6m	328	46	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	328	47	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	328	48	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	328	49	indirect	indirect	JJ
work_ayatblpinzaztdzhilw6yqsi6m	328	50	addressing	addressing	NN
work_ayatblpinzaztdzhilw6yqsi6m	328	51	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	328	52	Behera	Behera	NNP
work_ayatblpinzaztdzhilw6yqsi6m	328	53	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	328	54	Bhaskari	Bhaskari	NNP
work_ayatblpinzaztdzhilw6yqsi6m	328	55	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	328	56	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	328	57	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	328	58	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	328	59	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	329	1	One	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	329	2	major	major	JJ
work_ayatblpinzaztdzhilw6yqsi6m	329	3	challenge	challenge	NN
work_ayatblpinzaztdzhilw6yqsi6m	329	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	329	5	limitation	limitation	NN
work_ayatblpinzaztdzhilw6yqsi6m	329	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	329	7	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	329	8	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	329	9	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	329	10	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	329	11	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	329	12	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	329	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	329	14	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	329	15	positives	positive	NNS
work_ayatblpinzaztdzhilw6yqsi6m	329	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	329	17	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	329	18	negatives	negative	NNS
work_ayatblpinzaztdzhilw6yqsi6m	329	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	330	1	Consider	consider	VB
work_ayatblpinzaztdzhilw6yqsi6m	330	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	330	3	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	330	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	330	5	Qwerty	Qwerty	NNP
work_ayatblpinzaztdzhilw6yqsi6m	330	6	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	330	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	330	8	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	330	9	uses	use	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	330	10	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	330	11	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	330	12	GPG	GPG	NNP
work_ayatblpinzaztdzhilw6yqsi6m	330	13	executable	executable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	330	14	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	330	15	perform	perform	VB
work_ayatblpinzaztdzhilw6yqsi6m	330	16	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	330	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	331	1	Perhaps	perhaps	RB
work_ayatblpinzaztdzhilw6yqsi6m	331	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	331	3	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	331	4	solution	solution	NN
work_ayatblpinzaztdzhilw6yqsi6m	331	5	would	would	MD
work_ayatblpinzaztdzhilw6yqsi6m	331	6	correctly	correctly	RB
work_ayatblpinzaztdzhilw6yqsi6m	331	7	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	331	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	331	9	GPG	GPG	NNP
work_ayatblpinzaztdzhilw6yqsi6m	331	10	binary	binary	NN
work_ayatblpinzaztdzhilw6yqsi6m	331	11	when	when	WRB
work_ayatblpinzaztdzhilw6yqsi6m	331	12	used	use	VBN
work_ayatblpinzaztdzhilw6yqsi6m	331	13	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	331	14	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	331	15	way	way	NN
work_ayatblpinzaztdzhilw6yqsi6m	331	16	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	331	17	but	but	CC
work_ayatblpinzaztdzhilw6yqsi6m	331	18	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	331	19	suspect	suspect	VBP
work_ayatblpinzaztdzhilw6yqsi6m	331	20	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	331	21	would	would	MD
work_ayatblpinzaztdzhilw6yqsi6m	331	22	also	also	RB
work_ayatblpinzaztdzhilw6yqsi6m	331	23	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	331	24	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	331	25	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	331	26	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	331	27	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	331	28	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	331	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	332	1	Since	since	IN
work_ayatblpinzaztdzhilw6yqsi6m	332	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	332	3	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	332	4	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	5	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	332	6	did	do	VBD
work_ayatblpinzaztdzhilw6yqsi6m	332	7	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	332	8	evaluate	evaluate	VB
work_ayatblpinzaztdzhilw6yqsi6m	332	9	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	332	10	executables	executable	NNS
work_ayatblpinzaztdzhilw6yqsi6m	332	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	332	12	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	332	13	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	332	14	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	332	15	clear	clear	JJ
work_ayatblpinzaztdzhilw6yqsi6m	332	16	how	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	332	17	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	332	18	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	19	performs	perform	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	332	20	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	332	21	software	software	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	22	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	332	23	performs	perform	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	332	24	encryption	encryption	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	25	and/or	and/or	CC
work_ayatblpinzaztdzhilw6yqsi6m	332	26	compression	compression	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	27	tasks	task	NNS
work_ayatblpinzaztdzhilw6yqsi6m	332	28	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	332	29	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	332	30	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	332	31	limitation	limitation	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	32	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	332	33	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	332	34	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	35	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	332	36	will	will	MD
work_ayatblpinzaztdzhilw6yqsi6m	332	37	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	332	38	investigated	investigate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	332	39	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	332	40	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	332	41	future	future	JJ
work_ayatblpinzaztdzhilw6yqsi6m	332	42	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	332	43	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	333	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	333	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	333	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	333	4	collected	collect	VBN
work_ayatblpinzaztdzhilw6yqsi6m	333	5	features	feature	NNS
work_ayatblpinzaztdzhilw6yqsi6m	333	6	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	333	7	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	333	8	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	333	9	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	333	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	333	11	specific	specific	JJ
work_ayatblpinzaztdzhilw6yqsi6m	333	12	environments	environment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	333	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	333	14	so	so	CC
work_ayatblpinzaztdzhilw6yqsi6m	333	15	if	if	IN
work_ayatblpinzaztdzhilw6yqsi6m	333	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	333	17	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	333	18	having	have	VBG
work_ayatblpinzaztdzhilw6yqsi6m	333	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	333	20	same	same	JJ
work_ayatblpinzaztdzhilw6yqsi6m	333	21	architecture	architecture	NN
work_ayatblpinzaztdzhilw6yqsi6m	333	22	then	then	RB
work_ayatblpinzaztdzhilw6yqsi6m	333	23	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	333	24	trained	trained	JJ
work_ayatblpinzaztdzhilw6yqsi6m	333	25	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	333	26	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	333	27	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	333	28	applicable	applicable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	333	29	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	333	30	it	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	333	31	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	333	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	334	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	334	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	334	3	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	334	4	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	334	6	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	7	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	8	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	334	9	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	334	10	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	334	11	i.e.	i.e.	FW
work_ayatblpinzaztdzhilw6yqsi6m	334	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	334	13	different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	334	14	architecture	architecture	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	15	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	334	16	then	then	RB
work_ayatblpinzaztdzhilw6yqsi6m	334	17	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	334	18	have	have	VBP
work_ayatblpinzaztdzhilw6yqsi6m	334	19	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	334	20	retrain	retrain	VB
work_ayatblpinzaztdzhilw6yqsi6m	334	21	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	334	22	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	23	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	24	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	334	25	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	334	26	that	that	DT
work_ayatblpinzaztdzhilw6yqsi6m	334	27	specific	specific	JJ
work_ayatblpinzaztdzhilw6yqsi6m	334	28	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	29	environment	environment	NN
work_ayatblpinzaztdzhilw6yqsi6m	334	30	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	335	1	This	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	335	2	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	335	3	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	335	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	335	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	335	6	limitations	limitation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	335	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	335	8	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	335	9	proposed	propose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	335	10	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	335	11	that	that	WDT
work_ayatblpinzaztdzhilw6yqsi6m	335	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	335	13	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	335	14	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	335	15	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	335	16	trained	train	VBN
work_ayatblpinzaztdzhilw6yqsi6m	335	17	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	335	18	specific	specific	JJ
work_ayatblpinzaztdzhilw6yqsi6m	335	19	architecture	architecture	NN
work_ayatblpinzaztdzhilw6yqsi6m	335	20	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	335	21	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	335	22	portable	portable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	335	23	across	across	IN
work_ayatblpinzaztdzhilw6yqsi6m	335	24	other	other	JJ
work_ayatblpinzaztdzhilw6yqsi6m	335	25	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	335	26	architectures	architecture	NNS
work_ayatblpinzaztdzhilw6yqsi6m	335	27	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	336	1	Moreover	moreover	RB
work_ayatblpinzaztdzhilw6yqsi6m	336	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	336	3	due	due	IN
work_ayatblpinzaztdzhilw6yqsi6m	336	4	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	336	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	336	6	modest	modest	JJ
work_ayatblpinzaztdzhilw6yqsi6m	336	7	dataset	dataset	JJ
work_ayatblpinzaztdzhilw6yqsi6m	336	8	deep	deep	JJ
work_ayatblpinzaztdzhilw6yqsi6m	336	9	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	336	10	mechanism	mechanism	NN
work_ayatblpinzaztdzhilw6yqsi6m	336	11	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	336	12	present	present	JJ
work_ayatblpinzaztdzhilw6yqsi6m	336	13	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	336	14	not	not	RB
work_ayatblpinzaztdzhilw6yqsi6m	336	15	applicable	applicable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	336	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	337	1	However	however	RB
work_ayatblpinzaztdzhilw6yqsi6m	337	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	337	3	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	337	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	337	5	future	future	NN
work_ayatblpinzaztdzhilw6yqsi6m	337	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	337	7	we	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	337	8	intend	intend	VBP
work_ayatblpinzaztdzhilw6yqsi6m	337	9	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	337	10	extend	extend	VB
work_ayatblpinzaztdzhilw6yqsi6m	337	11	our	-PRON-	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	337	12	dataset	dataset	NN
work_ayatblpinzaztdzhilw6yqsi6m	337	13	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	337	14	implement	implement	VB
work_ayatblpinzaztdzhilw6yqsi6m	337	15	more	more	RBR
work_ayatblpinzaztdzhilw6yqsi6m	337	16	robust	robust	JJ
work_ayatblpinzaztdzhilw6yqsi6m	337	17	Auto	Auto	NNP
work_ayatblpinzaztdzhilw6yqsi6m	337	18	Denoising	Denoising	NNP
work_ayatblpinzaztdzhilw6yqsi6m	337	19	Encoders	Encoders	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	337	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	337	21	which	which	WDT
work_ayatblpinzaztdzhilw6yqsi6m	337	22	comprises	comprise	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	337	23	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	337	24	multiple	multiple	JJ
work_ayatblpinzaztdzhilw6yqsi6m	337	25	layers	layer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	337	26	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	337	27	neural	neural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	337	28	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	337	29	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	337	30	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	337	31	best	well	RBS
work_ayatblpinzaztdzhilw6yqsi6m	337	32	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	337	33	known	know	VBN
work_ayatblpinzaztdzhilw6yqsi6m	337	34	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	337	35	providing	provide	VBG
work_ayatblpinzaztdzhilw6yqsi6m	337	36	good	good	JJ
work_ayatblpinzaztdzhilw6yqsi6m	337	37	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	337	38	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	338	1	ADDITIONAL	additional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	338	2	INFORMATION	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	338	3	AND	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	338	4	DECLARATIONS	declaration	NNS
work_ayatblpinzaztdzhilw6yqsi6m	338	5	Funding	fund	VBG
work_ayatblpinzaztdzhilw6yqsi6m	338	6	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	338	7	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	338	8	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	338	9	partially	partially	RB
work_ayatblpinzaztdzhilw6yqsi6m	338	10	funded	fund	VBN
work_ayatblpinzaztdzhilw6yqsi6m	338	11	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	338	12	Deanship	Deanship	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	338	14	Graduate	Graduate	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	15	Studies	Studies	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	338	16	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	338	17	Research	Research	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	338	19	DGSR	DGSR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	20	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	338	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	338	22	Ajman	Ajman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	23	University	University	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	338	25	UAE	UAE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	338	26	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	339	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	339	2	funders	funder	NNS
work_ayatblpinzaztdzhilw6yqsi6m	339	3	had	have	VBD
work_ayatblpinzaztdzhilw6yqsi6m	339	4	no	no	DT
work_ayatblpinzaztdzhilw6yqsi6m	339	5	role	role	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	6	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	339	7	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	8	design	design	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	339	10	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	339	11	collection	collection	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	339	13	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	339	15	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	16	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	339	17	publish	publish	VB
work_ayatblpinzaztdzhilw6yqsi6m	339	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	339	19	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	339	20	preparation	preparation	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	21	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	339	22	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	339	23	manuscript	manuscript	NN
work_ayatblpinzaztdzhilw6yqsi6m	339	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	340	1	Grant	Grant	NNP
work_ayatblpinzaztdzhilw6yqsi6m	340	2	Disclosures	disclosure	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	340	3	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	340	4	following	follow	VBG
work_ayatblpinzaztdzhilw6yqsi6m	340	5	grant	grant	NN
work_ayatblpinzaztdzhilw6yqsi6m	340	6	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	340	7	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	340	8	disclosed	disclose	VBN
work_ayatblpinzaztdzhilw6yqsi6m	340	9	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	340	10	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	340	11	authors	author	NNS
work_ayatblpinzaztdzhilw6yqsi6m	340	12	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	340	13	Deanship	deanship	NN
work_ayatblpinzaztdzhilw6yqsi6m	340	14	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	340	15	Graduate	Graduate	NNP
work_ayatblpinzaztdzhilw6yqsi6m	340	16	Studies	Studies	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	340	17	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	340	18	Research	Research	NNP
work_ayatblpinzaztdzhilw6yqsi6m	340	19	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	340	20	DGSR	DGSR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	340	21	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	340	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	341	1	Competing	compete	VBG
work_ayatblpinzaztdzhilw6yqsi6m	341	2	Interests	Interests	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	341	3	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	341	4	Aleem	Aleem	NNP
work_ayatblpinzaztdzhilw6yqsi6m	341	5	is	be	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	341	6	an	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	341	7	Academic	Academic	NNP
work_ayatblpinzaztdzhilw6yqsi6m	341	8	Editor	Editor	NNP
work_ayatblpinzaztdzhilw6yqsi6m	341	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	341	10	PeerJ.	PeerJ.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	342	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	342	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	342	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	342	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	343	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	343	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	343	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	343	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	343	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	343	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	343	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	344	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	344	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	344	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	344	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	10	19/24	19/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	344	11	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	CD
work_ayatblpinzaztdzhilw6yqsi6m	344	12	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	13	Author	Author	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	14	Contributions	contribution	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	15	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	16	Sana	Sana	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	17	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	344	18	conceived	conceive	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	344	20	designed	design	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	22	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	24	performed	perform	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	25	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	26	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	28	analyzed	analyze	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	29	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	30	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	31	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	32	performed	perform	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	34	computation	computation	NN
work_ayatblpinzaztdzhilw6yqsi6m	344	35	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	344	36	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	37	prepared	prepare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	344	38	figures	figure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	39	and/or	and/or	CC
work_ayatblpinzaztdzhilw6yqsi6m	344	40	tables	table	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	41	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	42	authored	author	VBN
work_ayatblpinzaztdzhilw6yqsi6m	344	43	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	344	44	reviewed	review	VBN
work_ayatblpinzaztdzhilw6yqsi6m	344	45	drafts	draft	NNS
work_ayatblpinzaztdzhilw6yqsi6m	344	46	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	344	47	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	48	paper	paper	NN
work_ayatblpinzaztdzhilw6yqsi6m	344	49	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	344	50	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	344	51	approved	approve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	344	52	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	344	53	final	final	JJ
work_ayatblpinzaztdzhilw6yqsi6m	344	54	draft	draft	NN
work_ayatblpinzaztdzhilw6yqsi6m	344	55	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	345	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	345	2	Rao	Rao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	345	3	Naveed	Naveed	NNP
work_ayatblpinzaztdzhilw6yqsi6m	345	4	Bin	Bin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	345	5	Rais	Rais	NNP
work_ayatblpinzaztdzhilw6yqsi6m	345	6	conceived	conceive	VBD
work_ayatblpinzaztdzhilw6yqsi6m	345	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	345	8	designed	design	VBD
work_ayatblpinzaztdzhilw6yqsi6m	345	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	345	10	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	345	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	345	12	analyzed	analyze	VBD
work_ayatblpinzaztdzhilw6yqsi6m	345	13	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	345	14	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	345	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	345	16	prepared	prepare	VBN
work_ayatblpinzaztdzhilw6yqsi6m	345	17	figures	figure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	345	18	and/or	and/or	CC
work_ayatblpinzaztdzhilw6yqsi6m	345	19	tables	table	NNS
work_ayatblpinzaztdzhilw6yqsi6m	345	20	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	345	21	authored	author	VBN
work_ayatblpinzaztdzhilw6yqsi6m	345	22	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	345	23	reviewed	review	VBN
work_ayatblpinzaztdzhilw6yqsi6m	345	24	drafts	draft	NNS
work_ayatblpinzaztdzhilw6yqsi6m	345	25	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	345	26	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	345	27	paper	paper	NN
work_ayatblpinzaztdzhilw6yqsi6m	345	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	345	29	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	345	30	approved	approve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	345	31	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	345	32	final	final	JJ
work_ayatblpinzaztdzhilw6yqsi6m	345	33	draft	draft	NN
work_ayatblpinzaztdzhilw6yqsi6m	345	34	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	346	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	346	2	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	346	3	Aleem	Aleem	NNP
work_ayatblpinzaztdzhilw6yqsi6m	346	4	conceived	conceive	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	346	6	designed	design	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	8	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	346	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	346	10	performed	perform	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	12	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	346	13	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	346	14	analyzed	analyze	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	15	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	16	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	346	17	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	346	18	performed	perform	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	19	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	20	computation	computation	NN
work_ayatblpinzaztdzhilw6yqsi6m	346	21	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	346	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	346	23	authored	author	VBN
work_ayatblpinzaztdzhilw6yqsi6m	346	24	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	346	25	reviewed	review	VBN
work_ayatblpinzaztdzhilw6yqsi6m	346	26	drafts	draft	NNS
work_ayatblpinzaztdzhilw6yqsi6m	346	27	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	346	28	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	29	paper	paper	NN
work_ayatblpinzaztdzhilw6yqsi6m	346	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	346	31	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	346	32	approved	approve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	346	33	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	346	34	final	final	JJ
work_ayatblpinzaztdzhilw6yqsi6m	346	35	draft	draft	NN
work_ayatblpinzaztdzhilw6yqsi6m	346	36	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	347	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	347	2	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	347	3	Arshad	Arshad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	347	4	Islam	Islam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	347	5	conceived	conceive	VBD
work_ayatblpinzaztdzhilw6yqsi6m	347	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	347	7	designed	design	VBD
work_ayatblpinzaztdzhilw6yqsi6m	347	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	347	9	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	347	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	347	11	authored	author	VBN
work_ayatblpinzaztdzhilw6yqsi6m	347	12	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	347	13	reviewed	review	VBN
work_ayatblpinzaztdzhilw6yqsi6m	347	14	drafts	draft	NNS
work_ayatblpinzaztdzhilw6yqsi6m	347	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	347	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	347	17	paper	paper	NN
work_ayatblpinzaztdzhilw6yqsi6m	347	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	347	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	347	20	approved	approve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	347	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	347	22	final	final	JJ
work_ayatblpinzaztdzhilw6yqsi6m	347	23	draft	draft	NN
work_ayatblpinzaztdzhilw6yqsi6m	347	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	348	1	�	�	NNP
work_ayatblpinzaztdzhilw6yqsi6m	348	2	Muhammad	Muhammad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	348	3	Azhar	Azhar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	348	4	Iqbal	Iqbal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	348	5	conceived	conceive	VBD
work_ayatblpinzaztdzhilw6yqsi6m	348	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	348	7	designed	design	VBD
work_ayatblpinzaztdzhilw6yqsi6m	348	8	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	348	9	experiments	experiment	NNS
work_ayatblpinzaztdzhilw6yqsi6m	348	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	348	11	authored	author	VBN
work_ayatblpinzaztdzhilw6yqsi6m	348	12	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	348	13	reviewed	review	VBN
work_ayatblpinzaztdzhilw6yqsi6m	348	14	drafts	draft	NNS
work_ayatblpinzaztdzhilw6yqsi6m	348	15	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	348	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	348	17	paper	paper	NN
work_ayatblpinzaztdzhilw6yqsi6m	348	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	348	19	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	348	20	approved	approve	VBD
work_ayatblpinzaztdzhilw6yqsi6m	348	21	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	348	22	final	final	JJ
work_ayatblpinzaztdzhilw6yqsi6m	348	23	draft	draft	NN
work_ayatblpinzaztdzhilw6yqsi6m	348	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	349	1	Data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	349	2	Availability	availability	NN
work_ayatblpinzaztdzhilw6yqsi6m	349	3	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	349	4	following	follow	VBG
work_ayatblpinzaztdzhilw6yqsi6m	349	5	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	349	6	was	be	VBD
work_ayatblpinzaztdzhilw6yqsi6m	349	7	supplied	supply	VBN
work_ayatblpinzaztdzhilw6yqsi6m	349	8	regarding	regard	VBG
work_ayatblpinzaztdzhilw6yqsi6m	349	9	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	349	10	availability	availability	NN
work_ayatblpinzaztdzhilw6yqsi6m	349	11	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	349	12	Raw	raw	JJ
work_ayatblpinzaztdzhilw6yqsi6m	349	13	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	349	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	349	15	sample	sample	VB
work_ayatblpinzaztdzhilw6yqsi6m	349	16	python	python	NNP
work_ayatblpinzaztdzhilw6yqsi6m	349	17	script	script	NN
work_ayatblpinzaztdzhilw6yqsi6m	349	18	are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	349	19	available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	349	20	as	as	IN
work_ayatblpinzaztdzhilw6yqsi6m	349	21	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	349	22	Supplemental	Supplemental	NNP
work_ayatblpinzaztdzhilw6yqsi6m	349	23	File	File	NNP
work_ayatblpinzaztdzhilw6yqsi6m	349	24	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	350	1	Supplemental	supplemental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	350	2	Information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	350	3	Supplemental	supplemental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	350	4	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	350	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	350	6	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	350	7	article	article	NN
work_ayatblpinzaztdzhilw6yqsi6m	350	8	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	350	9	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	350	10	found	find	VBN
work_ayatblpinzaztdzhilw6yqsi6m	350	11	online	online	RB
work_ayatblpinzaztdzhilw6yqsi6m	350	12	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	350	13	http://dx.doi.org/10.7717/	http://dx.doi.org/10.7717/	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	350	14	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	350	15	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	350	16	cs.361#supplemental	cs.361#supplemental	NNP
work_ayatblpinzaztdzhilw6yqsi6m	350	17	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	350	18	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	350	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	351	1	REFERENCES	references	JJ
work_ayatblpinzaztdzhilw6yqsi6m	351	2	Ahmadian	ahmadian	JJ
work_ayatblpinzaztdzhilw6yqsi6m	351	3	MM	mm	NN
work_ayatblpinzaztdzhilw6yqsi6m	351	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	351	5	Shahriari	Shahriari	NNP
work_ayatblpinzaztdzhilw6yqsi6m	351	6	HR	HR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	351	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	351	8	Ghaffarian	Ghaffarian	NNP
work_ayatblpinzaztdzhilw6yqsi6m	351	9	SM	SM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	351	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	352	1	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	352	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	353	1	Connection	connection	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	353	3	monitor	monitor	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	4	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	353	5	connection	connection	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	353	7	breaker	breaker	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	8	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	353	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	353	10	novel	novel	JJ
work_ayatblpinzaztdzhilw6yqsi6m	353	11	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	353	13	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	14	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	353	15	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	353	16	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	353	17	high	high	JJ
work_ayatblpinzaztdzhilw6yqsi6m	353	18	survivable	survivable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	353	19	ransomwares	ransomware	NNS
work_ayatblpinzaztdzhilw6yqsi6m	353	20	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	354	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	354	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	354	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	354	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	354	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	354	6	79–84	79–84	CD
work_ayatblpinzaztdzhilw6yqsi6m	354	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	355	1	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	355	3	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	4	BAS	BAS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	355	6	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	7	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	355	9	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	10	SZM	SZM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	355	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	356	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	356	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	357	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	357	2	0-Day	0-day	CD
work_ayatblpinzaztdzhilw6yqsi6m	357	3	Aware	Aware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	4	Crypto	Crypto	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	357	6	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	7	Early	early	JJ
work_ayatblpinzaztdzhilw6yqsi6m	357	8	Behavioral	Behavioral	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	9	Detection	Detection	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	10	Framework	Framework	NNP
work_ayatblpinzaztdzhilw6yqsi6m	357	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	358	1	Cham	Cham	NNP
work_ayatblpinzaztdzhilw6yqsi6m	358	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	358	3	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	358	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	358	5	758–766	758–766	CD
work_ayatblpinzaztdzhilw6yqsi6m	358	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	359	1	Al	Al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	359	3	rimy	rimy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	4	BAS	BAS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	359	6	Maarof	Maarof	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	7	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	359	9	Shaid	Shaid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	10	SZM	SZM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	359	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	360	1	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	360	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	361	1	Ransomware	ransomware	VB
work_ayatblpinzaztdzhilw6yqsi6m	361	2	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	361	3	success	success	NN
work_ayatblpinzaztdzhilw6yqsi6m	361	4	factors	factor	NNS
work_ayatblpinzaztdzhilw6yqsi6m	361	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	361	6	taxonomy	taxonomy	NN
work_ayatblpinzaztdzhilw6yqsi6m	361	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	361	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	361	9	countermeasures	countermeasure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	361	10	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	361	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	361	12	survey	survey	NN
work_ayatblpinzaztdzhilw6yqsi6m	361	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	361	14	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	361	15	directions	direction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	361	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	362	1	Computers	Computers	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	362	2	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	362	3	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	362	4	74:144–166	74:144–166	CD
work_ayatblpinzaztdzhilw6yqsi6m	362	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	362	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	362	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	362	8	j.cose.2018.01.001	j.cose.2018.01.001	CD
work_ayatblpinzaztdzhilw6yqsi6m	362	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	363	1	Alam	Alam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	2	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	363	4	Sinha	Sinha	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	363	7	Bhattacharya	Bhattacharya	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	8	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	363	10	Dutta	Dutta	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	11	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	363	13	Mukhopadhyay	Mukhopadhyay	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	14	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	363	16	Chattopadhyay	Chattopadhyay	NNP
work_ayatblpinzaztdzhilw6yqsi6m	363	17	A.	a.	NN
work_ayatblpinzaztdzhilw6yqsi6m	364	1	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	364	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	365	1	RAPPER	RAPPER	NNP
work_ayatblpinzaztdzhilw6yqsi6m	365	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	365	3	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	365	4	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	365	5	via	via	IN
work_ayatblpinzaztdzhilw6yqsi6m	365	6	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	365	7	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	365	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	366	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	366	2	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	366	3	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	366	4	http://arxiv.org/	http://arxiv.org/	CD
work_ayatblpinzaztdzhilw6yqsi6m	366	5	abs/2004.01712	abs/2004.01712	NN
work_ayatblpinzaztdzhilw6yqsi6m	366	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	367	1	Ali	Ali	NNP
work_ayatblpinzaztdzhilw6yqsi6m	367	2	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	368	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	368	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	369	1	Ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	369	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	369	3	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	369	4	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	369	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	369	6	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	369	7	personal	personal	JJ
work_ayatblpinzaztdzhilw6yqsi6m	369	8	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	369	9	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	369	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	369	11	dealing	deal	VBG
work_ayatblpinzaztdzhilw6yqsi6m	369	12	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	369	13	this	this	DT
work_ayatblpinzaztdzhilw6yqsi6m	369	14	nasty	nasty	JJ
work_ayatblpinzaztdzhilw6yqsi6m	369	15	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	369	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	370	1	Issues	issue	NNS
work_ayatblpinzaztdzhilw6yqsi6m	370	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	370	3	Informing	Informing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	370	4	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	370	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	370	6	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	370	7	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	370	8	14:87–99	14:87–99	CD
work_ayatblpinzaztdzhilw6yqsi6m	370	9	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	370	10	10.28945/3707	10.28945/3707	CD
work_ayatblpinzaztdzhilw6yqsi6m	370	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	371	1	Alzahrani	Alzahrani	NNP
work_ayatblpinzaztdzhilw6yqsi6m	371	2	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	371	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	371	4	Alghazzawi	Alghazzawi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	371	5	D.	D.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	371	6	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	371	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	372	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	372	2	review	review	NN
work_ayatblpinzaztdzhilw6yqsi6m	372	3	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	372	4	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	372	5	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	372	6	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	372	7	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	372	8	deep	deep	JJ
work_ayatblpinzaztdzhilw6yqsi6m	372	9	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	372	10	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	372	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	373	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	373	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	373	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	373	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	373	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	373	6	11th	11th	JJ
work_ayatblpinzaztdzhilw6yqsi6m	373	7	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	373	8	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	373	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	373	10	Management	Management	NNP
work_ayatblpinzaztdzhilw6yqsi6m	373	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	373	12	Digital	Digital	NNP
work_ayatblpinzaztdzhilw6yqsi6m	373	13	EcoSystems	EcoSystems	NNP
work_ayatblpinzaztdzhilw6yqsi6m	373	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	374	1	330–335	330–335	CD
work_ayatblpinzaztdzhilw6yqsi6m	374	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	375	1	Anderson	Anderson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	2	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	375	4	Thane	Thane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	375	7	Alfonso	Alfonso	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	8	V.	V.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	375	9	1995	1995	CD
work_ayatblpinzaztdzhilw6yqsi6m	375	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	376	1	Next	next	JJ
work_ayatblpinzaztdzhilw6yqsi6m	376	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	376	3	generation	generation	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	4	intrusion	intrusion	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	5	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	6	expert	expert	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	7	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	8	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	376	9	NIDES	NIDES	NNP
work_ayatblpinzaztdzhilw6yqsi6m	376	10	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	376	11	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	376	12	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	376	13	summary	summary	NN
work_ayatblpinzaztdzhilw6yqsi6m	376	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	377	1	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	377	2	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	377	3	Laboratory	Laboratory	NNP
work_ayatblpinzaztdzhilw6yqsi6m	377	4	SRI	SRI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	377	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	377	6	CSL-95	csl-95	CD
work_ayatblpinzaztdzhilw6yqsi6m	377	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	377	8	07	07	CD
work_ayatblpinzaztdzhilw6yqsi6m	377	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	378	1	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	378	2	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	378	3	http://www.csl.sri.com/papers/4sri/4sri.pdf	http://www.csl.sri.com/papers/4sri/4sri.pdf	NN
work_ayatblpinzaztdzhilw6yqsi6m	378	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	379	1	Andronio	Andronio	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	2	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	379	4	Zanero	Zanero	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	379	7	Maggi	Maggi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	8	F.	F.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	379	9	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	379	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	380	1	Heldroid	heldroid	NN
work_ayatblpinzaztdzhilw6yqsi6m	380	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	380	3	dissecting	dissect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	380	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	380	5	detecting	detect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	380	6	mobile	mobile	JJ
work_ayatblpinzaztdzhilw6yqsi6m	380	7	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	380	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	381	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	381	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	381	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	381	4	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	381	5	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	381	6	Publishing	Publishing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	381	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	381	8	382–404	382–404	CD
work_ayatblpinzaztdzhilw6yqsi6m	381	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	382	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	382	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	382	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	382	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	383	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	383	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	383	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	383	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	383	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	383	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	383	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	384	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	384	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	384	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	384	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	384	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	10	20/24	20/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	384	11	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	12	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	13	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	http://dx.doi.org/10.7717/peerj-cs.361#supplemental-information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	14	http://dx.doi.org/10.1016/j.cose.2018.01.001	http://dx.doi.org/10.1016/j.cose.2018.01.001	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	15	http://arxiv.org/abs/2004.01712	http://arxiv.org/abs/2004.01712	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	16	http://arxiv.org/abs/2004.01712	http://arxiv.org/abs/2004.01712	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	17	http://dx.doi.org/10.28945/3707	http://dx.doi.org/10.28945/3707	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	18	http://www.csl.sri.com/papers/4sri/4sri.pdf	http://www.csl.sri.com/papers/4sri/4sri.pdf	NN
work_ayatblpinzaztdzhilw6yqsi6m	384	19	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	20	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	21	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	22	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	384	24	Aleem	Aleem	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	25	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	384	27	Iqbal	Iqbal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	28	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	384	30	Islam	Islam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	31	MA	MA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	384	32	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	385	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	385	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	386	1	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	386	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	386	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	386	4	Survey	Survey	NNP
work_ayatblpinzaztdzhilw6yqsi6m	386	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	386	6	Trends	Trends	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	386	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	387	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	387	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	387	3	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	387	4	Assurance	Assurance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	387	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	387	6	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	387	7	12:48–58	12:48–58	CD
work_ayatblpinzaztdzhilw6yqsi6m	387	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	388	1	Bahador	Bahador	NNP
work_ayatblpinzaztdzhilw6yqsi6m	388	2	MB	MB	NNS
work_ayatblpinzaztdzhilw6yqsi6m	388	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	388	4	Abadi	Abadi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	388	5	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	388	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	388	7	Tajoddin	Tajoddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	388	8	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	389	1	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	389	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	390	1	Hpcmalhunter	hpcmalhunter	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	390	3	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	390	4	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	390	5	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	6	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	390	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	9	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	390	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	390	11	singular	singular	JJ
work_ayatblpinzaztdzhilw6yqsi6m	390	12	value	value	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	13	decomposition	decomposition	NN
work_ayatblpinzaztdzhilw6yqsi6m	390	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	391	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	391	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	391	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	391	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	391	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	391	6	703–708	703–708	CD
work_ayatblpinzaztdzhilw6yqsi6m	391	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	392	1	Bahador	Bahador	NNP
work_ayatblpinzaztdzhilw6yqsi6m	392	2	MB	MB	NNS
work_ayatblpinzaztdzhilw6yqsi6m	392	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	392	4	Abadi	Abadi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	392	5	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	392	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	392	7	Tajoddin	Tajoddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	392	8	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	393	1	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	393	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	394	1	HLMD	HLMD	NNP
work_ayatblpinzaztdzhilw6yqsi6m	394	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	394	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	394	4	signature	signature	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	394	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	394	7	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	8	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	394	9	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	394	11	level	level	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	12	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	394	13	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	394	14	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	394	16	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	394	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	395	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	395	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	395	3	Supercomputing	supercompute	VBG
work_ayatblpinzaztdzhilw6yqsi6m	395	4	75(8):5551–5582	75(8):5551–5582	CD
work_ayatblpinzaztdzhilw6yqsi6m	395	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	395	6	10.1007	10.1007	CD
work_ayatblpinzaztdzhilw6yqsi6m	395	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	395	8	s11227	s11227	CD
work_ayatblpinzaztdzhilw6yqsi6m	395	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	395	10	019	019	CD
work_ayatblpinzaztdzhilw6yqsi6m	395	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	395	12	02810-z	02810-z	NN
work_ayatblpinzaztdzhilw6yqsi6m	395	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	396	1	Basu	basu	JJ
work_ayatblpinzaztdzhilw6yqsi6m	396	2	K	K	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	396	4	Krishnamurthy	Krishnamurthy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	5	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	396	7	Khorrami	Khorrami	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	8	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	396	10	Karri	Karri	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	11	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	396	12	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	396	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	397	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	397	2	theoretical	theoretical	JJ
work_ayatblpinzaztdzhilw6yqsi6m	397	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	397	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	397	5	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	397	6	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	397	7	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	397	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	397	9	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	397	10	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	397	11	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	397	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	398	1	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	398	2	Transactions	transaction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	398	3	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	398	4	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	398	5	Forensics	Forensics	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	398	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	398	7	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	398	8	15:512–525	15:512–525	CD
work_ayatblpinzaztdzhilw6yqsi6m	398	9	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	398	10	10.1109	10.1109	CD
work_ayatblpinzaztdzhilw6yqsi6m	398	11	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	398	12	TIFS.2019.2924549	TIFS.2019.2924549	NNP
work_ayatblpinzaztdzhilw6yqsi6m	398	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	399	1	Behera	Behera	NNP
work_ayatblpinzaztdzhilw6yqsi6m	399	2	CK	CK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	399	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	399	4	Bhaskari	Bhaskari	NNP
work_ayatblpinzaztdzhilw6yqsi6m	399	5	DL	DL	NNP
work_ayatblpinzaztdzhilw6yqsi6m	399	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	400	1	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	400	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	401	1	Different	different	JJ
work_ayatblpinzaztdzhilw6yqsi6m	401	2	obfuscation	obfuscation	NN
work_ayatblpinzaztdzhilw6yqsi6m	401	3	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	401	4	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	401	5	code	code	NN
work_ayatblpinzaztdzhilw6yqsi6m	401	6	protection	protection	NN
work_ayatblpinzaztdzhilw6yqsi6m	401	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	402	1	Procedia	Procedia	NNP
work_ayatblpinzaztdzhilw6yqsi6m	402	2	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	402	3	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	402	4	70:757–763	70:757–763	CD
work_ayatblpinzaztdzhilw6yqsi6m	402	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	402	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	402	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	402	8	j.procs.2015.10.114	j.procs.2015.10.114	ADD
work_ayatblpinzaztdzhilw6yqsi6m	402	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	403	1	Beneventi	Beneventi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	2	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	403	4	Bartolini	Bartolini	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	5	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	403	7	Cavazzoni	Cavazzoni	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	8	C	C	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	403	10	Benini	Benini	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	11	L.	L.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	403	12	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	403	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	404	1	Continuous	continuous	JJ
work_ayatblpinzaztdzhilw6yqsi6m	404	2	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	404	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	404	4	HPC	hpc	NN
work_ayatblpinzaztdzhilw6yqsi6m	404	5	infrastructure	infrastructure	NN
work_ayatblpinzaztdzhilw6yqsi6m	404	6	models	model	NNS
work_ayatblpinzaztdzhilw6yqsi6m	404	7	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	404	8	big	big	JJ
work_ayatblpinzaztdzhilw6yqsi6m	404	9	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	404	10	analytics	analytic	NNS
work_ayatblpinzaztdzhilw6yqsi6m	404	11	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	404	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	404	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	404	14	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	404	15	processing	processing	NN
work_ayatblpinzaztdzhilw6yqsi6m	404	16	tools	tool	NNS
work_ayatblpinzaztdzhilw6yqsi6m	404	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	405	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	405	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	405	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	405	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	405	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	405	6	1038–1043	1038–1043	CD
work_ayatblpinzaztdzhilw6yqsi6m	405	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	406	1	Black	Black	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	2	P	p	NN
work_ayatblpinzaztdzhilw6yqsi6m	406	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	406	4	Sohail	Sohail	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	5	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	406	7	Gondal	Gondal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	8	I	I	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	406	10	Kamruzzaman	Kamruzzaman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	11	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	406	13	Vamplew	Vamplew	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	14	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	406	16	Watters	Watters	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	17	P.	P.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	406	18	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	406	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	407	1	API	API	NNP
work_ayatblpinzaztdzhilw6yqsi6m	407	2	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	407	3	discrimination	discrimination	NN
work_ayatblpinzaztdzhilw6yqsi6m	407	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	407	5	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	407	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	407	7	benign	benign	JJ
work_ayatblpinzaztdzhilw6yqsi6m	407	8	cryptographic	cryptographic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	407	9	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	407	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	408	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	408	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	408	3	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	408	4	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	408	5	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	408	6	Neural	Neural	NNP
work_ayatblpinzaztdzhilw6yqsi6m	408	7	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	408	8	Processing	Processing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	408	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	409	1	Cham	Cham	NNP
work_ayatblpinzaztdzhilw6yqsi6m	409	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	409	3	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	409	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	409	5	177–188	177–188	CD
work_ayatblpinzaztdzhilw6yqsi6m	409	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	410	1	Bradley	Bradley	NNP
work_ayatblpinzaztdzhilw6yqsi6m	410	2	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	411	1	1997	1997	CD
work_ayatblpinzaztdzhilw6yqsi6m	411	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	412	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	412	2	use	use	NN
work_ayatblpinzaztdzhilw6yqsi6m	412	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	412	4	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	412	5	area	area	NN
work_ayatblpinzaztdzhilw6yqsi6m	412	6	under	under	IN
work_ayatblpinzaztdzhilw6yqsi6m	412	7	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	412	8	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	412	9	curve	curve	NN
work_ayatblpinzaztdzhilw6yqsi6m	412	10	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	412	11	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	412	12	evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	412	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	412	14	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	412	15	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	412	16	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	412	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	413	1	Pattern	Pattern	NNP
work_ayatblpinzaztdzhilw6yqsi6m	413	2	Recognition	Recognition	NNP
work_ayatblpinzaztdzhilw6yqsi6m	413	3	30(7):1145–1159	30(7):1145–1159	CD
work_ayatblpinzaztdzhilw6yqsi6m	413	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	413	5	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	413	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	413	7	S0031	S0031	NNP
work_ayatblpinzaztdzhilw6yqsi6m	413	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	413	9	3203(96)00142	3203(96)00142	NNP
work_ayatblpinzaztdzhilw6yqsi6m	413	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	413	11	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	413	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	414	1	Brewer	Brewer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	414	2	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	414	3	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	414	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	415	1	Ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	415	2	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	415	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	415	4	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	415	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	415	6	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	415	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	415	8	cure	cure	NN
work_ayatblpinzaztdzhilw6yqsi6m	415	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	416	1	Network	Network	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	2	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	3	2016(9):5–9	2016(9):5–9	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	5	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	416	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	416	7	S1353	S1353	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	416	9	4858(16)30086	4858(16)30086	NNP
work_ayatblpinzaztdzhilw6yqsi6m	416	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	416	11	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	416	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	417	1	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	2	Z	Z	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	417	4	Kang	Kang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	5	H	H	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	417	7	Yin	Yin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	8	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	417	10	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	11	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	417	12	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	417	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	418	1	Automatic	automatic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	418	2	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	418	3	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	418	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	418	5	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	418	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	418	7	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	418	8	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	418	9	API	API	NNP
work_ayatblpinzaztdzhilw6yqsi6m	418	10	calls	call	NNS
work_ayatblpinzaztdzhilw6yqsi6m	418	11	flow	flow	VBP
work_ayatblpinzaztdzhilw6yqsi6m	418	12	graph	graph	NN
work_ayatblpinzaztdzhilw6yqsi6m	418	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	419	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	419	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	419	3	Proceedings	Proceedings	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	419	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	419	6	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	7	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	8	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	419	9	Research	Research	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	10	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	419	11	Adaptive	Adaptive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	419	13	Convergent	Convergent	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	14	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	419	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	419	16	196–201	196–201	CD
work_ayatblpinzaztdzhilw6yqsi6m	419	17	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	419	18	10.1145/3129676.3129704	10.1145/3129676.3129704	CD
work_ayatblpinzaztdzhilw6yqsi6m	419	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	420	1	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	420	2	Q	Q	NNP
work_ayatblpinzaztdzhilw6yqsi6m	420	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	420	4	Robert	Robert	NNP
work_ayatblpinzaztdzhilw6yqsi6m	420	5	AB	AB	NNP
work_ayatblpinzaztdzhilw6yqsi6m	420	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	421	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	421	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	422	1	Automated	automated	JJ
work_ayatblpinzaztdzhilw6yqsi6m	422	2	behavioral	behavioral	JJ
work_ayatblpinzaztdzhilw6yqsi6m	422	3	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	422	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	422	5	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	422	6	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	422	7	case	case	NN
work_ayatblpinzaztdzhilw6yqsi6m	422	8	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	422	9	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	422	10	wanna	wanna	NNP
work_ayatblpinzaztdzhilw6yqsi6m	422	11	cry	cry	NNP
work_ayatblpinzaztdzhilw6yqsi6m	422	12	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	422	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	423	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	423	2	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	423	3	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	423	4	http://arxiv.org/abs/1709.08753	http://arxiv.org/abs/1709.08753	NNP
work_ayatblpinzaztdzhilw6yqsi6m	423	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	424	1	Chen	Chen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	424	2	T	T	NNP
work_ayatblpinzaztdzhilw6yqsi6m	424	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	424	4	Tong	Tong	NNP
work_ayatblpinzaztdzhilw6yqsi6m	424	5	H.	H.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	424	6	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	424	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	425	1	Xgboost	xgboost	NN
work_ayatblpinzaztdzhilw6yqsi6m	425	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	425	3	extreme	extreme	JJ
work_ayatblpinzaztdzhilw6yqsi6m	425	4	gradient	gradient	NN
work_ayatblpinzaztdzhilw6yqsi6m	425	5	boosting	boosting	NN
work_ayatblpinzaztdzhilw6yqsi6m	425	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	426	1	R	r	NN
work_ayatblpinzaztdzhilw6yqsi6m	426	2	package	package	NN
work_ayatblpinzaztdzhilw6yqsi6m	426	3	v1.3.2.1	v1.3.2.1	NNS
work_ayatblpinzaztdzhilw6yqsi6m	426	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	426	5	1–4	1–4	CD
work_ayatblpinzaztdzhilw6yqsi6m	426	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	427	1	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	427	2	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	427	3	http://cran.fhcrc.org/web/packages/xgboost/vignettes/xgboost.pdf	http://cran.fhcrc.org/web/packages/xgboost/vignettes/xgboost.pdf	ADD
work_ayatblpinzaztdzhilw6yqsi6m	427	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	428	1	Chiappetta	Chiappetta	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	2	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	428	4	Savas	Savas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	5	E	E	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	428	7	Yilmaz	Yilmaz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	8	C.	C.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	428	9	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	428	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	429	1	Real	real	JJ
work_ayatblpinzaztdzhilw6yqsi6m	429	2	time	time	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	3	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	429	5	cache	cache	NNP
work_ayatblpinzaztdzhilw6yqsi6m	429	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	429	7	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	429	8	side	side	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	429	10	channel	channel	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	11	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	429	12	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	429	13	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	14	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	429	15	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	429	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	430	1	Applied	Applied	NNP
work_ayatblpinzaztdzhilw6yqsi6m	430	2	Soft	Soft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	430	3	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	430	4	49:1162–1174	49:1162–1174	CD
work_ayatblpinzaztdzhilw6yqsi6m	430	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	430	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	430	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	430	8	j.asoc.2016.09.014	j.asoc.2016.09.014	NN
work_ayatblpinzaztdzhilw6yqsi6m	430	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	431	1	Chung	Chung	NNP
work_ayatblpinzaztdzhilw6yqsi6m	431	2	M.	M.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	431	3	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	431	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	432	1	Why	why	WRB
work_ayatblpinzaztdzhilw6yqsi6m	432	2	employees	employee	NNS
work_ayatblpinzaztdzhilw6yqsi6m	432	3	matter	matter	VBP
work_ayatblpinzaztdzhilw6yqsi6m	432	4	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	432	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	432	6	fight	fight	NN
work_ayatblpinzaztdzhilw6yqsi6m	432	7	against	against	IN
work_ayatblpinzaztdzhilw6yqsi6m	432	8	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	432	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	433	1	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	2	Fraud	Fraud	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	3	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	433	4	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	5	2019(8):8–11	2019(8):8–11	CD
work_ayatblpinzaztdzhilw6yqsi6m	433	6	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	7	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	433	8	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	433	9	S1361	S1361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	433	11	3723(19)30084	3723(19)30084	NNP
work_ayatblpinzaztdzhilw6yqsi6m	433	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	433	13	3	3	CD
work_ayatblpinzaztdzhilw6yqsi6m	433	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	434	1	Das	Das	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	2	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	434	4	Werner	Werner	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	5	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	434	7	Antonakakis	Antonakakis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	8	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	434	10	Polychronakis	Polychronakis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	11	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	434	13	Monrose	Monrose	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	14	F.	F.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	434	15	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	434	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	435	1	SoK	SoK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	435	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	435	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	435	4	challenges	challenge	NNS
work_ayatblpinzaztdzhilw6yqsi6m	435	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	435	6	pitfalls	pitfall	NNS
work_ayatblpinzaztdzhilw6yqsi6m	435	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	435	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	435	9	perils	peril	NNS
work_ayatblpinzaztdzhilw6yqsi6m	435	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	435	11	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	435	12	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	435	13	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	435	14	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	435	15	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	435	16	security	security	NN
work_ayatblpinzaztdzhilw6yqsi6m	435	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	436	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	436	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	436	3	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	436	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	436	5	Symposium	Symposium	NNP
work_ayatblpinzaztdzhilw6yqsi6m	436	6	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	436	7	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	436	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	436	9	Privacy	Privacy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	436	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	437	1	Piscataway	piscataway	NN
work_ayatblpinzaztdzhilw6yqsi6m	437	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	437	3	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	437	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	437	5	20–38	20–38	CD
work_ayatblpinzaztdzhilw6yqsi6m	437	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	438	1	Davies	davy	NNS
work_ayatblpinzaztdzhilw6yqsi6m	438	2	SR	SR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	438	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	438	4	Macfarlane	Macfarlane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	438	5	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	438	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	438	7	Buchanan	Buchanan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	438	8	WJ	WJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	438	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	439	1	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	439	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	440	1	Evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	440	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	440	3	live	live	JJ
work_ayatblpinzaztdzhilw6yqsi6m	440	4	forensic	forensic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	440	5	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	440	6	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	440	7	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	440	8	attack	attack	NN
work_ayatblpinzaztdzhilw6yqsi6m	440	9	mitigation	mitigation	NN
work_ayatblpinzaztdzhilw6yqsi6m	440	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	441	1	Forensic	Forensic	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	2	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	3	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	4	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	441	5	Digital	Digital	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	6	Investigation	Investigation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	7	33:300979	33:300979	CD
work_ayatblpinzaztdzhilw6yqsi6m	441	8	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	441	9	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	441	10	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	441	11	j.fsidi.2020.300979	j.fsidi.2020.300979	CD
work_ayatblpinzaztdzhilw6yqsi6m	441	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	442	1	Demme	Demme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	2	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	4	Maycock	Maycock	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	5	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	7	Schmitz	Schmitz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	8	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	10	Tang	Tang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	11	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	13	Waksman	Waksman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	14	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	16	Sethumadhavan	Sethumadhavan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	17	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	442	19	Stolfo	Stolfo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	20	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	442	21	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	442	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	443	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	443	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	443	3	feasibility	feasibility	NN
work_ayatblpinzaztdzhilw6yqsi6m	443	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	443	5	online	online	JJ
work_ayatblpinzaztdzhilw6yqsi6m	443	6	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	443	7	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	443	8	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	443	9	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	443	10	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	443	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	444	1	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	444	2	SIGARCH	SIGARCH	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	444	3	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	444	4	Architecture	Architecture	NNP
work_ayatblpinzaztdzhilw6yqsi6m	444	5	News	News	NNP
work_ayatblpinzaztdzhilw6yqsi6m	444	6	41(3):559–570	41(3):559–570	CD
work_ayatblpinzaztdzhilw6yqsi6m	444	7	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	444	8	10.1145/2508148.2485970	10.1145/2508148.2485970	CD
work_ayatblpinzaztdzhilw6yqsi6m	444	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	445	1	De	De	NNP
work_ayatblpinzaztdzhilw6yqsi6m	445	2	Melo	Melo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	445	3	AC	AC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	445	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	446	1	2010	2010	CD
work_ayatblpinzaztdzhilw6yqsi6m	446	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	447	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	447	2	new	new	JJ
work_ayatblpinzaztdzhilw6yqsi6m	447	3	Linux	Linux	NNP
work_ayatblpinzaztdzhilw6yqsi6m	447	4	‘	'	``
work_ayatblpinzaztdzhilw6yqsi6m	447	5	perf	perf	NN
work_ayatblpinzaztdzhilw6yqsi6m	447	6	’	'	''
work_ayatblpinzaztdzhilw6yqsi6m	447	7	tools	tool	NNS
work_ayatblpinzaztdzhilw6yqsi6m	447	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	448	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	448	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	448	3	Slides	slide	NNS
work_ayatblpinzaztdzhilw6yqsi6m	448	4	from	from	IN
work_ayatblpinzaztdzhilw6yqsi6m	448	5	Linux	Linux	NNP
work_ayatblpinzaztdzhilw6yqsi6m	448	6	Kongress	Kongress	NNP
work_ayatblpinzaztdzhilw6yqsi6m	448	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	449	1	Vol	Vol	NNP
work_ayatblpinzaztdzhilw6yqsi6m	449	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	450	1	18	18	CD
work_ayatblpinzaztdzhilw6yqsi6m	450	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	451	1	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	451	2	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	451	3	http://www.linux-kongress.org/2010/slides/lk2010-perf-acme.pdf	http://www.linux-kongress.org/2010/slides/lk2010-perf-acme.pdf	ADD
work_ayatblpinzaztdzhilw6yqsi6m	451	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	452	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	452	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	452	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	452	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	453	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	453	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	453	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	453	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	453	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	453	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	453	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	454	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	454	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	454	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	454	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	454	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	10	21/24	21/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	454	11	http://dx.doi.org/10.1007/s11227-019-02810-z	http://dx.doi.org/10.1007/s11227-019-02810-z	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	12	http://dx.doi.org/10.1109/TIFS.2019.2924549	http://dx.doi.org/10.1109/tifs.2019.2924549	PRP
work_ayatblpinzaztdzhilw6yqsi6m	454	13	http://dx.doi.org/10.1016/j.procs.2015.10.114	http://dx.doi.org/10.1016/j.procs.2015.10.114	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	14	http://dx.doi.org/10.1016/S0031-3203(96)00142-2	http://dx.doi.org/10.1016/s0031-3203(96)00142-2	UH
work_ayatblpinzaztdzhilw6yqsi6m	454	15	http://dx.doi.org/10.1016/S1353-4858(16)30086-1	http://dx.doi.org/10.1016/S1353-4858(16)30086-1	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	16	http://dx.doi.org/10.1145/3129676.3129704	http://dx.doi.org/10.1145/3129676.3129704	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	17	http://arxiv.org/abs/1709.08753	http://arxiv.org/abs/1709.08753	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	18	http://cran.fhcrc.org/web/packages/xgboost/vignettes/xgboost.pdf	http://cran.fhcrc.org/web/packages/xgboost/vignettes/xgboost.pdf	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	19	http://dx.doi.org/10.1016/j.asoc.2016.09.014	http://dx.doi.org/10.1016/j.asoc.2016.09.014	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	454	20	http://dx.doi.org/10.1016/S1361-3723(19)30084-3	http://dx.doi.org/10.1016/S1361-3723(19)30084-3	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	21	http://dx.doi.org/10.1016/j.fsidi.2020.300979	http://dx.doi.org/10.1016/j.fsidi.2020.300979	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	22	http://dx.doi.org/10.1145/2508148.2485970	http://dx.doi.org/10.1145/2508148.2485970	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	23	http://www.linux-kongress.org/2010/slides/lk2010-perf-acme.pdf	http://www.linux-kongress.org/2010/slides/lk2010-perf-acme.pdf	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	24	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	25	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	26	Dion	Dion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	27	Y	Y	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	28	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	454	29	Brohi	Brohi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	30	SN	SN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	454	31	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	455	1	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	455	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	456	1	An	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	456	2	experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	456	3	study	study	NN
work_ayatblpinzaztdzhilw6yqsi6m	456	4	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	456	5	evaluate	evaluate	VB
work_ayatblpinzaztdzhilw6yqsi6m	456	6	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	456	7	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	456	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	456	9	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	456	10	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	456	11	alogrithms	alogrithms	NNP
work_ayatblpinzaztdzhilw6yqsi6m	456	12	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	456	13	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	456	14	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	456	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	457	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	457	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	457	3	Engineering	Engineering	NNP
work_ayatblpinzaztdzhilw6yqsi6m	457	4	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	457	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	457	6	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	457	7	15(2):967–981	15(2):967–981	CD
work_ayatblpinzaztdzhilw6yqsi6m	457	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	458	1	Flater	Flater	NNP
work_ayatblpinzaztdzhilw6yqsi6m	458	2	D.	D.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	458	3	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	458	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	459	1	Screening	screen	VBG
work_ayatblpinzaztdzhilw6yqsi6m	459	2	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	459	3	factors	factor	NNS
work_ayatblpinzaztdzhilw6yqsi6m	459	4	affecting	affect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	459	5	application	application	NN
work_ayatblpinzaztdzhilw6yqsi6m	459	6	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	459	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	459	8	profiling	profile	VBG
work_ayatblpinzaztdzhilw6yqsi6m	459	9	measurements	measurement	NNS
work_ayatblpinzaztdzhilw6yqsi6m	459	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	460	1	US	US	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	2	Department	Department	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	460	4	Commerce	Commerce	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	460	6	National	National	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	7	Institute	Institute	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	460	9	Standards	Standards	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	460	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	460	11	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	460	13	Report	report	NN
work_ayatblpinzaztdzhilw6yqsi6m	460	14	number	number	NN
work_ayatblpinzaztdzhilw6yqsi6m	460	15	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	460	16	NIST	NIST	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	17	TN	TN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	18	1855	1855	CD
work_ayatblpinzaztdzhilw6yqsi6m	460	19	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	20	10.6028	10.6028	CD
work_ayatblpinzaztdzhilw6yqsi6m	460	21	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	460	22	NIST.TN.1855	NIST.TN.1855	NNP
work_ayatblpinzaztdzhilw6yqsi6m	460	23	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	461	1	Foreman	Foreman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	461	2	JC	JC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	461	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	462	1	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	462	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	463	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	463	2	survey	survey	NN
work_ayatblpinzaztdzhilw6yqsi6m	463	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	463	4	cyber	cyber	NNP
work_ayatblpinzaztdzhilw6yqsi6m	463	5	security	security	NN
work_ayatblpinzaztdzhilw6yqsi6m	463	6	countermeasures	countermeasure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	463	7	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	463	8	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	463	9	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	463	10	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	463	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	464	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	464	2	Available	available	JJ
work_ayatblpinzaztdzhilw6yqsi6m	464	3	at	at	IN
work_ayatblpinzaztdzhilw6yqsi6m	464	4	http://arxiv.org/abs/1807.10868	http://arxiv.org/abs/1807.10868	NNP
work_ayatblpinzaztdzhilw6yqsi6m	464	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	465	1	Friedman	Friedman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	465	2	JH	JH	NNP
work_ayatblpinzaztdzhilw6yqsi6m	465	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	466	1	1999	1999	CD
work_ayatblpinzaztdzhilw6yqsi6m	466	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	467	1	Reitz	reitz	JJ
work_ayatblpinzaztdzhilw6yqsi6m	467	2	lecture	lecture	NN
work_ayatblpinzaztdzhilw6yqsi6m	467	3	—	—	:
work_ayatblpinzaztdzhilw6yqsi6m	467	4	greedy	greedy	JJ
work_ayatblpinzaztdzhilw6yqsi6m	467	5	function	function	NN
work_ayatblpinzaztdzhilw6yqsi6m	467	6	approximation	approximation	NN
work_ayatblpinzaztdzhilw6yqsi6m	467	7	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	467	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	467	9	gradient	gradient	JJ
work_ayatblpinzaztdzhilw6yqsi6m	467	10	boosting	boost	VBG
work_ayatblpinzaztdzhilw6yqsi6m	467	11	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	467	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	468	1	Annals	annal	NNS
work_ayatblpinzaztdzhilw6yqsi6m	468	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	468	3	Statistics	Statistics	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	468	4	29(5):1189–1232	29(5):1189–1232	CD
work_ayatblpinzaztdzhilw6yqsi6m	468	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	469	1	Gazet	Gazet	NNP
work_ayatblpinzaztdzhilw6yqsi6m	469	2	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	470	1	2010	2010	CD
work_ayatblpinzaztdzhilw6yqsi6m	470	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	471	1	Comparative	comparative	JJ
work_ayatblpinzaztdzhilw6yqsi6m	471	2	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	471	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	471	4	various	various	JJ
work_ayatblpinzaztdzhilw6yqsi6m	471	5	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	471	6	virii	virii	NN
work_ayatblpinzaztdzhilw6yqsi6m	471	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	472	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	472	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	472	3	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	472	4	Virology	Virology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	472	5	6(1):77–90	6(1):77–90	CD
work_ayatblpinzaztdzhilw6yqsi6m	472	6	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	472	7	10.1007	10.1007	CD
work_ayatblpinzaztdzhilw6yqsi6m	472	8	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	472	9	s11416	s11416	NNP
work_ayatblpinzaztdzhilw6yqsi6m	472	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	472	11	008	008	CD
work_ayatblpinzaztdzhilw6yqsi6m	472	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	472	13	0092	0092	CD
work_ayatblpinzaztdzhilw6yqsi6m	472	14	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	472	15	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	472	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	473	1	Grant	Grant	NNP
work_ayatblpinzaztdzhilw6yqsi6m	473	2	L	L	NNP
work_ayatblpinzaztdzhilw6yqsi6m	473	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	473	4	Parkinson	Parkinson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	473	5	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	473	6	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	473	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	474	1	Identifying	identify	VBG
work_ayatblpinzaztdzhilw6yqsi6m	474	2	file	file	NN
work_ayatblpinzaztdzhilw6yqsi6m	474	3	interaction	interaction	NN
work_ayatblpinzaztdzhilw6yqsi6m	474	4	patterns	pattern	NNS
work_ayatblpinzaztdzhilw6yqsi6m	474	5	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	474	6	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	474	7	behaviour	behaviour	NN
work_ayatblpinzaztdzhilw6yqsi6m	474	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	475	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	475	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	475	3	Parkinson	Parkinson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	4	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	475	6	Crampton	Crampton	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	7	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	475	9	Hill	Hill	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	10	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	475	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	475	12	eds	eds	XX
work_ayatblpinzaztdzhilw6yqsi6m	475	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	476	1	Guide	guide	VB
work_ayatblpinzaztdzhilw6yqsi6m	476	2	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	476	3	Vulnerability	Vulnerability	NNP
work_ayatblpinzaztdzhilw6yqsi6m	476	4	Analysis	Analysis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	476	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	476	6	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	476	7	Networks	Networks	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	476	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	476	9	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	476	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	477	1	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	477	2	Communications	Communications	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	477	3	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	477	4	Networks	Networks	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	477	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	478	1	Cham	Cham	NNP
work_ayatblpinzaztdzhilw6yqsi6m	478	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	478	3	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	478	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	478	5	317–335	317–335	CD
work_ayatblpinzaztdzhilw6yqsi6m	478	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	479	1	Hampton	Hampton	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	2	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	479	4	Baig	Baig	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	5	Z	Z	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	479	7	Zeadall	Zeadall	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	8	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	479	9	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	479	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	480	1	Ransomware	ransomware	VB
work_ayatblpinzaztdzhilw6yqsi6m	480	2	behavioural	behavioural	JJ
work_ayatblpinzaztdzhilw6yqsi6m	480	3	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	480	4	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	480	5	windows	windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	480	6	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	480	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	481	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	481	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	481	3	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	481	4	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	481	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	481	6	Applications	Applications	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	481	7	40:44–51	40:44–51	CD
work_ayatblpinzaztdzhilw6yqsi6m	481	8	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	481	9	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	481	10	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	481	11	j.jisa.2018.02.008	j.jisa.2018.02.008	NNP
work_ayatblpinzaztdzhilw6yqsi6m	481	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	482	1	Jbabdi	Jbabdi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	2	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	482	4	Sotiropoulos	Sotiropoulos	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	5	SN	SN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	482	7	Savio	Savio	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	8	AM	am	NN
work_ayatblpinzaztdzhilw6yqsi6m	482	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	482	10	Graña	Graña	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	11	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	482	13	Behrens	Behrens	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	14	TE	TE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	482	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	483	1	2012	2012	CD
work_ayatblpinzaztdzhilw6yqsi6m	483	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	484	1	Model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	484	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	484	3	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	484	4	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	484	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	484	6	multishell	multishell	NNP
work_ayatblpinzaztdzhilw6yqsi6m	484	7	diffusion	diffusion	NN
work_ayatblpinzaztdzhilw6yqsi6m	484	8	MR	MR	NNP
work_ayatblpinzaztdzhilw6yqsi6m	484	9	data	datum	NNS
work_ayatblpinzaztdzhilw6yqsi6m	484	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	484	11	tractography	tractography	NN
work_ayatblpinzaztdzhilw6yqsi6m	484	12	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	484	13	how	how	WRB
work_ayatblpinzaztdzhilw6yqsi6m	484	14	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	484	15	get	get	VB
work_ayatblpinzaztdzhilw6yqsi6m	484	16	over	over	RP
work_ayatblpinzaztdzhilw6yqsi6m	484	17	fitting	fitting	JJ
work_ayatblpinzaztdzhilw6yqsi6m	484	18	problems	problem	NNS
work_ayatblpinzaztdzhilw6yqsi6m	484	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	485	1	Magnetic	magnetic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	485	2	Resonance	Resonance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	485	3	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	485	4	Medicine	Medicine	NNP
work_ayatblpinzaztdzhilw6yqsi6m	485	5	68(6):1846–1855	68(6):1846–1855	CD
work_ayatblpinzaztdzhilw6yqsi6m	485	6	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	485	7	10.1002	10.1002	CD
work_ayatblpinzaztdzhilw6yqsi6m	485	8	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	485	9	mrm.24204	mrm.24204	NN
work_ayatblpinzaztdzhilw6yqsi6m	485	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	486	1	Jordan	Jordan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	486	2	MI	MI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	486	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	486	4	Mitchell	Mitchell	NNP
work_ayatblpinzaztdzhilw6yqsi6m	486	5	TM	TM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	486	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	487	1	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	487	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	488	1	Machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	488	2	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	488	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	488	4	trends	trend	NNS
work_ayatblpinzaztdzhilw6yqsi6m	488	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	488	6	perspectives	perspective	NNS
work_ayatblpinzaztdzhilw6yqsi6m	488	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	488	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	488	9	prospects	prospect	NNS
work_ayatblpinzaztdzhilw6yqsi6m	488	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	489	1	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	489	2	349(6245):255–260	349(6245):255–260	NNP
work_ayatblpinzaztdzhilw6yqsi6m	489	3	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	489	4	10.1126	10.1126	CD
work_ayatblpinzaztdzhilw6yqsi6m	489	5	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	489	6	science.aaa8415	science.aaa8415	NNP
work_ayatblpinzaztdzhilw6yqsi6m	489	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	490	1	Kadiyala	Kadiyala	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	2	SP	SP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	490	4	Jadhav	Jadhav	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	5	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	490	7	Lam	Lam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	8	SK	SK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	490	10	Srikanthan	Srikanthan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	11	T.	T.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	490	12	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	490	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	491	1	Hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	491	2	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	491	3	counter	counter	NN
work_ayatblpinzaztdzhilw6yqsi6m	491	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	491	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	491	6	fine	fine	RB
work_ayatblpinzaztdzhilw6yqsi6m	491	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	491	8	grained	grain	VBN
work_ayatblpinzaztdzhilw6yqsi6m	491	9	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	491	10	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	491	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	492	1	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	492	2	Transactions	transaction	NNS
work_ayatblpinzaztdzhilw6yqsi6m	492	3	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	492	4	Embedded	Embedded	NNP
work_ayatblpinzaztdzhilw6yqsi6m	492	5	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	492	6	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	492	7	19(5):1–17	19(5):1–17	CD
work_ayatblpinzaztdzhilw6yqsi6m	492	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	493	1	Kaur	Kaur	NNP
work_ayatblpinzaztdzhilw6yqsi6m	493	2	G	g	NN
work_ayatblpinzaztdzhilw6yqsi6m	493	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	493	4	Dhir	Dhir	NNP
work_ayatblpinzaztdzhilw6yqsi6m	493	5	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	493	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	493	7	Singh	Singh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	493	8	M.	M.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	493	9	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	493	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	494	1	Anatomy	anatomy	NN
work_ayatblpinzaztdzhilw6yqsi6m	494	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	494	3	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	494	4	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	494	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	494	6	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	494	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	494	8	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	494	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	494	10	reporting	reporting	NN
work_ayatblpinzaztdzhilw6yqsi6m	494	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	495	1	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	2	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	495	4	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	495	6	Networks	Networks	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	7	12(3):188–197	12(3):188–197	CD
work_ayatblpinzaztdzhilw6yqsi6m	495	8	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	9	10.1504	10.1504	CD
work_ayatblpinzaztdzhilw6yqsi6m	495	10	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	495	11	IJSN.2017.084399	IJSN.2017.084399	NNP
work_ayatblpinzaztdzhilw6yqsi6m	495	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	496	1	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	2	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	496	4	Arshad	Arshad	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	496	7	Mulliner	Mulliner	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	8	C	C	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	496	10	Robertson	Robertson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	11	WK	WK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	496	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	497	1	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	497	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	498	1	UNVEIL	UNVEIL	NNP
work_ayatblpinzaztdzhilw6yqsi6m	498	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	498	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	498	4	large	large	JJ
work_ayatblpinzaztdzhilw6yqsi6m	498	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	498	6	scale	scale	NN
work_ayatblpinzaztdzhilw6yqsi6m	498	7	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	498	8	automated	automate	VBD
work_ayatblpinzaztdzhilw6yqsi6m	498	9	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	498	10	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	498	11	detecting	detecting	NN
work_ayatblpinzaztdzhilw6yqsi6m	498	12	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	498	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	499	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	499	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	499	3	USENIX	USENIX	NNP
work_ayatblpinzaztdzhilw6yqsi6m	499	4	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	499	5	Symposium	Symposium	NNP
work_ayatblpinzaztdzhilw6yqsi6m	499	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	500	1	757–772	757–772	CD
work_ayatblpinzaztdzhilw6yqsi6m	500	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	501	1	Kharraz	Kharraz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	2	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	501	4	Robertson	Robertson	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	5	W	W	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	501	7	Balzarotti	Balzarotti	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	8	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	501	10	Bilge	Bilge	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	11	L	L	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	501	13	Kirda	Kirda	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	14	E.	E.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	501	15	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	501	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	502	1	Cutting	cut	VBG
work_ayatblpinzaztdzhilw6yqsi6m	502	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	502	3	gordian	gordian	JJ
work_ayatblpinzaztdzhilw6yqsi6m	502	4	knot	knot	NN
work_ayatblpinzaztdzhilw6yqsi6m	502	5	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	502	6	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	502	7	look	look	NN
work_ayatblpinzaztdzhilw6yqsi6m	502	8	under	under	IN
work_ayatblpinzaztdzhilw6yqsi6m	502	9	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	502	10	hood	hood	NN
work_ayatblpinzaztdzhilw6yqsi6m	502	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	502	12	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	502	13	attacks	attack	NNS
work_ayatblpinzaztdzhilw6yqsi6m	502	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	503	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	503	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	503	3	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	4	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	5	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	503	6	Detection	Detection	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	503	8	Intrusions	Intrusions	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	503	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	503	10	Malware	Malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	503	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	503	13	Vulnerability	Vulnerability	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	14	Assessment	Assessment	NNP
work_ayatblpinzaztdzhilw6yqsi6m	503	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	504	1	Cham	Cham	NNP
work_ayatblpinzaztdzhilw6yqsi6m	504	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	504	3	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	504	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	504	5	3–24	3–24	NNP
work_ayatblpinzaztdzhilw6yqsi6m	504	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	505	1	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	2	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	505	4	Soh	Soh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	5	W	W	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	505	7	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	8	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	505	9	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	505	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	506	1	Design	design	NN
work_ayatblpinzaztdzhilw6yqsi6m	506	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	506	3	quantification	quantification	NN
work_ayatblpinzaztdzhilw6yqsi6m	506	4	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	506	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	506	6	prevent	prevent	NN
work_ayatblpinzaztdzhilw6yqsi6m	506	7	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	506	8	cryptolocker	cryptolocker	NN
work_ayatblpinzaztdzhilw6yqsi6m	506	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	507	1	Indian	Indian	NNP
work_ayatblpinzaztdzhilw6yqsi6m	507	2	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	507	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	507	4	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	507	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	507	6	Technology	Technology	NNP
work_ayatblpinzaztdzhilw6yqsi6m	507	7	8(19):e80196	8(19):e80196	.
work_ayatblpinzaztdzhilw6yqsi6m	507	8	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	507	9	10.17485	10.17485	CD
work_ayatblpinzaztdzhilw6yqsi6m	507	10	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	507	11	ijst/2015	ijst/2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	507	12	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	507	13	v8i19/80196	v8i19/80196	CD
work_ayatblpinzaztdzhilw6yqsi6m	507	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	508	1	Kimberly	Kimberly	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	2	T	T	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	508	4	Salahuddin	Salahuddin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	5	JK	JK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	508	7	Aristide	Aristide	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	8	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	508	10	Lorenzo	Lorenzo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	11	C.	C.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	508	12	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	508	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	509	1	CopperDroid	CopperDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	509	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	509	3	automatic	automatic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	509	4	reconstruction	reconstruction	NN
work_ayatblpinzaztdzhilw6yqsi6m	509	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	509	6	android	android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	509	7	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	509	8	behaviors	behavior	NNS
work_ayatblpinzaztdzhilw6yqsi6m	509	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	510	1	NDSS	NDSS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	510	2	Symposium	Symposium	NNP
work_ayatblpinzaztdzhilw6yqsi6m	510	3	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	510	4	2015:1–15	2015:1–15	CD
work_ayatblpinzaztdzhilw6yqsi6m	510	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	511	1	Kohavi	Kohavi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	511	2	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	511	3	1996	1996	CD
work_ayatblpinzaztdzhilw6yqsi6m	511	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	512	1	Scaling	scale	VBG
work_ayatblpinzaztdzhilw6yqsi6m	512	2	up	up	RP
work_ayatblpinzaztdzhilw6yqsi6m	512	3	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	512	4	accuracy	accuracy	NN
work_ayatblpinzaztdzhilw6yqsi6m	512	5	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	512	6	Naive	Naive	NNP
work_ayatblpinzaztdzhilw6yqsi6m	512	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	512	8	Bayes	Bayes	NNP
work_ayatblpinzaztdzhilw6yqsi6m	512	9	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	512	10	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	512	11	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	512	12	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	512	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	512	14	tree	tree	NN
work_ayatblpinzaztdzhilw6yqsi6m	512	15	hybrid	hybrid	NN
work_ayatblpinzaztdzhilw6yqsi6m	512	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	513	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	513	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	513	3	KDD	KDD	NNP
work_ayatblpinzaztdzhilw6yqsi6m	513	4	Proceedings	Proceedings	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	513	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	514	1	Citeseer	Citeseer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	514	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	514	3	96	96	CD
work_ayatblpinzaztdzhilw6yqsi6m	514	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	515	1	Kok	Kok	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	2	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	515	4	Abdullah	Abdullah	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	5	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	515	7	Jhanjhi	Jhanjhi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	8	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	515	10	Supramaniam	Supramaniam	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	11	M.	M.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	515	12	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	515	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	516	1	Ransomware	Ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	516	2	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	516	3	threat	threat	NN
work_ayatblpinzaztdzhilw6yqsi6m	516	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	516	5	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	516	6	techniques	technique	NNS
work_ayatblpinzaztdzhilw6yqsi6m	516	7	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	516	8	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	516	9	review	review	NN
work_ayatblpinzaztdzhilw6yqsi6m	516	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	517	1	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	2	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	517	4	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	5	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	517	7	Network	Network	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	8	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	517	9	19(2):136	19(2):136	CD
work_ayatblpinzaztdzhilw6yqsi6m	517	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	518	1	Kouliaridis	kouliaridis	NN
work_ayatblpinzaztdzhilw6yqsi6m	518	2	V	V	NNP
work_ayatblpinzaztdzhilw6yqsi6m	518	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	518	4	Kambourakis	Kambourakis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	518	5	G.	G.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	518	6	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	518	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	519	1	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	519	2	importance	importance	NN
work_ayatblpinzaztdzhilw6yqsi6m	519	3	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	519	4	mobile	mobile	JJ
work_ayatblpinzaztdzhilw6yqsi6m	519	5	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	519	6	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	519	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	520	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	520	2	preprint	preprint	NN
work_ayatblpinzaztdzhilw6yqsi6m	520	3	arXiv:2008.05299	arXiv:2008.05299	NNP
work_ayatblpinzaztdzhilw6yqsi6m	520	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	521	1	Kuruvila	Kuruvila	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	2	AP	AP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	521	4	Kundu	Kundu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	521	7	Basu	Basu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	8	K.	K.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	521	9	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	521	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	522	1	Analyzing	analyze	VBG
work_ayatblpinzaztdzhilw6yqsi6m	522	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	522	3	efficiency	efficiency	NN
work_ayatblpinzaztdzhilw6yqsi6m	522	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	522	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	522	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	522	7	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	522	8	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	522	9	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	522	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	522	11	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	522	12	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	522	13	detectors	detector	NNS
work_ayatblpinzaztdzhilw6yqsi6m	522	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	523	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	523	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	523	3	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	523	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	5	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	6	Society	Society	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	7	Annual	Annual	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	8	Symposium	Symposium	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	523	10	VLSI	VLSI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	523	12	ISVLSI	ISVLSI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	523	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	523	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	524	1	Piscataway	piscataway	NN
work_ayatblpinzaztdzhilw6yqsi6m	524	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	524	3	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	524	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	524	5	452–457	452–457	CD
work_ayatblpinzaztdzhilw6yqsi6m	524	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	525	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	525	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	525	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	525	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	526	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	526	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	526	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	526	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	526	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	526	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	526	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	527	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	527	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	527	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	527	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	527	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	10	22/24	22/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	527	11	http://dx.doi.org/10.6028/NIST.TN.1855	http://dx.doi.org/10.6028/NIST.TN.1855	:
work_ayatblpinzaztdzhilw6yqsi6m	527	12	http://arxiv.org/abs/1807.10868	http://arxiv.org/abs/1807.10868	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	13	http://dx.doi.org/10.1007/s11416-008-0092-2	http://dx.doi.org/10.1007/s11416-008-0092-2	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	14	http://dx.doi.org/10.1016/j.jisa.2018.02.008	http://dx.doi.org/10.1016/j.jisa.2018.02.008	NN
work_ayatblpinzaztdzhilw6yqsi6m	527	15	http://dx.doi.org/10.1002/mrm.24204	http://dx.doi.org/10.1002/mrm.24204	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	16	http://dx.doi.org/10.1126/science.aaa8415	http://dx.doi.org/10.1126/science.aaa8415	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	17	http://dx.doi.org/10.1504/IJSN.2017.084399	http://dx.doi.org/10.1504/IJSN.2017.084399	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	18	http://dx.doi.org/10.17485/ijst/2015/v8i19/80196	http://dx.doi.org/10.17485/ijst/2015/v8i19/80196	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	19	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	20	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNS
work_ayatblpinzaztdzhilw6yqsi6m	527	21	Kuznetsova	Kuznetsova	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	22	I	-PRON-	PRP
work_ayatblpinzaztdzhilw6yqsi6m	527	23	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	527	24	Karpievitch	Karpievitch	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	25	YV	YV	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	26	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	527	27	Filipovska	Filipovska	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	28	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	29	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	527	30	Lugmayr	Lugmayr	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	31	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	32	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	527	33	Holzinger	Holzinger	NNP
work_ayatblpinzaztdzhilw6yqsi6m	527	34	A.	a.	NN
work_ayatblpinzaztdzhilw6yqsi6m	528	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	528	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	528	3	Review	review	NN
work_ayatblpinzaztdzhilw6yqsi6m	528	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	528	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	528	6	learning	learn	VBG
work_ayatblpinzaztdzhilw6yqsi6m	528	7	algorithms	algorithm	NNS
work_ayatblpinzaztdzhilw6yqsi6m	528	8	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	528	9	differential	differential	JJ
work_ayatblpinzaztdzhilw6yqsi6m	528	10	expression	expression	NN
work_ayatblpinzaztdzhilw6yqsi6m	528	11	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	528	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	529	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	529	2	preprint	preprint	NN
work_ayatblpinzaztdzhilw6yqsi6m	529	3	arXiv:1707.09837	arxiv:1707.09837	NN
work_ayatblpinzaztdzhilw6yqsi6m	529	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	530	1	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	2	JK	JK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	530	4	Moon	Moon	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	5	SY	SY	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	530	7	Park	Park	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	8	JH	JH	NNP
work_ayatblpinzaztdzhilw6yqsi6m	530	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	531	1	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	531	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	532	1	CloudRPS	CloudRPS	NNP
work_ayatblpinzaztdzhilw6yqsi6m	532	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	532	3	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	532	4	cloud	cloud	NN
work_ayatblpinzaztdzhilw6yqsi6m	532	5	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	532	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	532	7	enhanced	enhanced	NNP
work_ayatblpinzaztdzhilw6yqsi6m	532	8	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	532	9	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	532	10	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	532	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	533	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	533	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	533	3	Supercomputing	Supercomputing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	533	4	73(7):3065–3084	73(7):3065–3084	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	533	6	10.1007	10.1007	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	533	8	s11227	s11227	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	533	10	016	016	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	533	12	1825	1825	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	13	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	533	14	5	5	CD
work_ayatblpinzaztdzhilw6yqsi6m	533	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	534	1	Li	Li	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	2	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	4	Cheng	Cheng	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	5	K	K	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	7	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	8	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	10	Morstatter	Morstatter	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	11	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	13	Trevino	Trevino	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	14	RP	RP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	16	Tang	Tang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	17	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	534	19	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	20	H.	H.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	534	21	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	534	22	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	535	1	Feature	feature	NN
work_ayatblpinzaztdzhilw6yqsi6m	535	2	selection	selection	NN
work_ayatblpinzaztdzhilw6yqsi6m	535	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	535	4	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	535	5	data	data	NN
work_ayatblpinzaztdzhilw6yqsi6m	535	6	perspective	perspective	NN
work_ayatblpinzaztdzhilw6yqsi6m	535	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	536	1	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	536	2	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	536	3	Surveys	Surveys	NNP
work_ayatblpinzaztdzhilw6yqsi6m	536	4	50(6):1–45	50(6):1–45	CD
work_ayatblpinzaztdzhilw6yqsi6m	536	5	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	537	1	Liaw	Liaw	NNP
work_ayatblpinzaztdzhilw6yqsi6m	537	2	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	537	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	537	4	Wiener	Wiener	NNP
work_ayatblpinzaztdzhilw6yqsi6m	537	5	M.	M.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	537	6	2002	2002	CD
work_ayatblpinzaztdzhilw6yqsi6m	537	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	538	1	Classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	538	2	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	538	3	regression	regression	NN
work_ayatblpinzaztdzhilw6yqsi6m	538	4	by	by	IN
work_ayatblpinzaztdzhilw6yqsi6m	538	5	randomForest	randomforest	NN
work_ayatblpinzaztdzhilw6yqsi6m	538	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	539	1	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	539	2	News	News	NNP
work_ayatblpinzaztdzhilw6yqsi6m	539	3	2(3):18–22	2(3):18–22	CD
work_ayatblpinzaztdzhilw6yqsi6m	539	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	540	1	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	540	2	X	X	NNP
work_ayatblpinzaztdzhilw6yqsi6m	540	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	540	4	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	540	5	J.	J.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	541	1	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	541	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	542	1	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	542	2	two	two	CD
work_ayatblpinzaztdzhilw6yqsi6m	542	3	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	542	4	layered	layered	JJ
work_ayatblpinzaztdzhilw6yqsi6m	542	5	permission	permission	NN
work_ayatblpinzaztdzhilw6yqsi6m	542	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	542	7	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	542	8	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	542	9	malware	malware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	542	10	detection	detection	NNP
work_ayatblpinzaztdzhilw6yqsi6m	542	11	scheme	scheme	NNP
work_ayatblpinzaztdzhilw6yqsi6m	542	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	543	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	543	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	543	3	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	543	4	2nd	2nd	JJ
work_ayatblpinzaztdzhilw6yqsi6m	543	5	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	6	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	7	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	8	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	543	9	Mobile	Mobile	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	10	Cloud	Cloud	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	11	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	543	13	Services	Services	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	543	14	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	543	15	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	543	16	Engineering	Engineering	NNP
work_ayatblpinzaztdzhilw6yqsi6m	543	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	544	1	Piscataway	piscataway	NN
work_ayatblpinzaztdzhilw6yqsi6m	544	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	544	3	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	544	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	544	5	142–148	142–148	CD
work_ayatblpinzaztdzhilw6yqsi6m	544	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	545	1	Maiorca	Maiorca	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	2	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	545	4	Mercaldo	Mercaldo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	5	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	545	7	Giacinto	Giacinto	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	8	G	G	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	545	10	Visaggio	Visaggio	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	11	CA	CA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	545	13	Martinelli	Martinelli	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	14	F.	F.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	545	15	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	545	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	546	1	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	546	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	546	3	PackDroid	PackDroid	NNP
work_ayatblpinzaztdzhilw6yqsi6m	546	4	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	546	5	API	API	NNP
work_ayatblpinzaztdzhilw6yqsi6m	546	6	package	package	NN
work_ayatblpinzaztdzhilw6yqsi6m	546	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	546	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	546	9	characterization	characterization	NN
work_ayatblpinzaztdzhilw6yqsi6m	546	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	546	11	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	546	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	546	13	mobile	mobile	JJ
work_ayatblpinzaztdzhilw6yqsi6m	546	14	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	546	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	547	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	547	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	547	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	547	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	547	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	547	6	Symposium	Symposium	NNP
work_ayatblpinzaztdzhilw6yqsi6m	547	7	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	547	8	Applied	Applied	NNP
work_ayatblpinzaztdzhilw6yqsi6m	547	9	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	547	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	548	1	1718–1723	1718–1723	CD
work_ayatblpinzaztdzhilw6yqsi6m	548	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	549	1	Malone	Malone	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	2	C	C	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	549	4	Zahran	Zahran	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	5	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	549	7	Karri	Karri	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	8	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	549	9	2011	2011	CD
work_ayatblpinzaztdzhilw6yqsi6m	549	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	550	1	Are	be	VBP
work_ayatblpinzaztdzhilw6yqsi6m	550	2	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	3	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	4	counters	counter	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	550	5	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	550	6	cost	cost	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	7	effective	effective	JJ
work_ayatblpinzaztdzhilw6yqsi6m	550	8	way	way	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	9	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	550	10	integrity	integrity	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	11	checking	checking	NN
work_ayatblpinzaztdzhilw6yqsi6m	550	12	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	550	13	programs	program	NNS
work_ayatblpinzaztdzhilw6yqsi6m	550	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	551	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	551	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	551	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	551	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	551	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	551	6	Sixth	sixth	JJ
work_ayatblpinzaztdzhilw6yqsi6m	551	7	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	551	8	Workshop	Workshop	NNP
work_ayatblpinzaztdzhilw6yqsi6m	551	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	551	10	Scalable	Scalable	NNP
work_ayatblpinzaztdzhilw6yqsi6m	551	11	Trusted	Trusted	NNP
work_ayatblpinzaztdzhilw6yqsi6m	551	12	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	551	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	552	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	552	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	552	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	552	4	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	552	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	552	6	71–76	71–76	CD
work_ayatblpinzaztdzhilw6yqsi6m	552	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	553	1	Maurya	Maurya	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	2	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	553	4	Kumar	Kumar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	5	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	553	7	Agrawal	Agrawal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	8	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	553	10	Khan	Khan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	11	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	553	12	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	553	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	554	1	Ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	554	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	554	3	evolution	evolution	NN
work_ayatblpinzaztdzhilw6yqsi6m	554	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	554	5	target	target	NN
work_ayatblpinzaztdzhilw6yqsi6m	554	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	554	7	safety	safety	NN
work_ayatblpinzaztdzhilw6yqsi6m	554	8	measures	measure	NNS
work_ayatblpinzaztdzhilw6yqsi6m	554	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	555	1	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	555	2	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	555	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	555	4	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	555	5	Sciences	Sciences	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	555	6	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	555	7	Engineering	Engineering	NNP
work_ayatblpinzaztdzhilw6yqsi6m	555	8	6(1):80–85	6(1):80–85	CD
work_ayatblpinzaztdzhilw6yqsi6m	555	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	556	1	Metz	Metz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	556	2	CE	CE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	556	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	557	1	1978	1978	CD
work_ayatblpinzaztdzhilw6yqsi6m	557	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	558	1	Basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	558	2	principles	principle	NNS
work_ayatblpinzaztdzhilw6yqsi6m	558	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	558	4	ROC	ROC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	558	5	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	558	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	559	1	Seminars	seminar	NNS
work_ayatblpinzaztdzhilw6yqsi6m	559	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	559	3	Nuclear	Nuclear	NNP
work_ayatblpinzaztdzhilw6yqsi6m	559	4	Medicine	Medicine	NNP
work_ayatblpinzaztdzhilw6yqsi6m	559	5	8(4):283–298	8(4):283–298	CD
work_ayatblpinzaztdzhilw6yqsi6m	559	6	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	559	7	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	559	8	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	559	9	S0001	S0001	NNP
work_ayatblpinzaztdzhilw6yqsi6m	559	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	559	11	2998(78)80014	2998(78)80014	CD
work_ayatblpinzaztdzhilw6yqsi6m	559	12	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	559	13	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	559	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	560	1	Mucci	Mucci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	2	PJ	PJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	560	4	Browne	Browne	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	560	7	Deane	Deane	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	8	C	C	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	560	10	Ho	Ho	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	11	G.	G.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	560	12	1999	1999	CD
work_ayatblpinzaztdzhilw6yqsi6m	560	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	561	1	PAPI	papi	NN
work_ayatblpinzaztdzhilw6yqsi6m	561	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	561	3	A	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	561	4	portable	portable	JJ
work_ayatblpinzaztdzhilw6yqsi6m	561	5	interface	interface	NN
work_ayatblpinzaztdzhilw6yqsi6m	561	6	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	561	7	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	561	8	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	561	9	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	561	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	562	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	562	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	562	3	Proceedings	Proceedings	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	562	5	Department	Department	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	6	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	562	7	Defense	Defense	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	8	HPCMP	HPCMP	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	9	Users	Users	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	10	Group	Group	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	11	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	562	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	563	1	Narudin	Narudin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	2	FA	FA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	563	4	Feizollah	Feizollah	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	5	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	563	7	Anuar	Anuar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	8	NB	NB	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	563	10	Gani	Gani	NNP
work_ayatblpinzaztdzhilw6yqsi6m	563	11	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	564	1	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	564	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	565	1	Evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	565	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	565	3	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	565	4	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	565	5	classifiers	classifier	NNS
work_ayatblpinzaztdzhilw6yqsi6m	565	6	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	565	7	mobile	mobile	NNP
work_ayatblpinzaztdzhilw6yqsi6m	565	8	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	565	9	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	565	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	566	1	Soft	soft	JJ
work_ayatblpinzaztdzhilw6yqsi6m	566	2	Computing	computing	NN
work_ayatblpinzaztdzhilw6yqsi6m	566	3	20(1):343–357	20(1):343–357	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	566	5	10.1007	10.1007	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	566	7	s00500	s00500	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	566	9	014	014	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	566	11	1511	1511	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	12	-	-	SYM
work_ayatblpinzaztdzhilw6yqsi6m	566	13	6	6	CD
work_ayatblpinzaztdzhilw6yqsi6m	566	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	567	1	Or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	567	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	567	3	Meir	Meir	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	4	O	O	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	567	6	Nissim	Nissim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	7	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	567	9	Elovici	Elovici	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	10	Y	Y	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	567	12	Rokach	Rokach	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	13	L.	L.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	567	14	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	567	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	568	1	Dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	568	2	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	568	3	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	568	4	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	568	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	568	6	modern	modern	JJ
work_ayatblpinzaztdzhilw6yqsi6m	568	7	era	era	NN
work_ayatblpinzaztdzhilw6yqsi6m	568	8	—	—	:
work_ayatblpinzaztdzhilw6yqsi6m	568	9	a	a	DT
work_ayatblpinzaztdzhilw6yqsi6m	568	10	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	568	11	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	568	12	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	568	13	art	art	NN
work_ayatblpinzaztdzhilw6yqsi6m	568	14	survey	survey	NN
work_ayatblpinzaztdzhilw6yqsi6m	568	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	569	1	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	569	2	Computing	Computing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	569	3	Surveys	Surveys	NNP
work_ayatblpinzaztdzhilw6yqsi6m	569	4	52(5):1–48	52(5):1–48	NNP
work_ayatblpinzaztdzhilw6yqsi6m	569	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	569	6	10.1145/3329786	10.1145/3329786	CD
work_ayatblpinzaztdzhilw6yqsi6m	569	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	570	1	Pedregosa	Pedregosa	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	2	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	4	Varoquaux	Varoquaux	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	5	G	G	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	7	Gramfort	Gramfort	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	8	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	10	Michel	Michel	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	11	V	V	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	13	Thirion	Thirion	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	14	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	16	Grisel	Grisel	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	17	O	O	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	18	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	19	Blondel	Blondel	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	20	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	21	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	22	Prettenhofer	Prettenhofer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	23	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	24	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	25	Weiss	Weiss	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	26	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	27	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	28	Dubourg	Dubourg	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	29	V	V	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	30	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	570	31	Vanderplas	Vanderplas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	570	32	J.	J.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	571	1	2011	2011	CD
work_ayatblpinzaztdzhilw6yqsi6m	571	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	572	1	Scikit	Scikit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	572	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	572	3	learn	learn	VB
work_ayatblpinzaztdzhilw6yqsi6m	572	4	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	572	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	572	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	572	7	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	572	8	Python	Python	NNP
work_ayatblpinzaztdzhilw6yqsi6m	572	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	573	1	Journal	Journal	NNP
work_ayatblpinzaztdzhilw6yqsi6m	573	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	573	3	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	573	4	Learning	Learning	NNP
work_ayatblpinzaztdzhilw6yqsi6m	573	5	research	research	NN
work_ayatblpinzaztdzhilw6yqsi6m	573	6	12:2825–2830	12:2825–2830	NNP
work_ayatblpinzaztdzhilw6yqsi6m	573	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	574	1	Ramesh	Ramesh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	574	2	G	G	NNP
work_ayatblpinzaztdzhilw6yqsi6m	574	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	574	4	Menen	Menen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	574	5	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	575	1	2020	2020	CD
work_ayatblpinzaztdzhilw6yqsi6m	575	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	576	1	Automated	automated	JJ
work_ayatblpinzaztdzhilw6yqsi6m	576	2	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	576	3	approach	approach	NN
work_ayatblpinzaztdzhilw6yqsi6m	576	4	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	576	5	detecting	detect	VBG
work_ayatblpinzaztdzhilw6yqsi6m	576	6	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	576	7	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	576	8	finite	finite	JJ
work_ayatblpinzaztdzhilw6yqsi6m	576	9	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	576	10	state	state	NN
work_ayatblpinzaztdzhilw6yqsi6m	576	11	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	576	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	577	1	Decision	Decision	NNP
work_ayatblpinzaztdzhilw6yqsi6m	577	2	Support	Support	NNP
work_ayatblpinzaztdzhilw6yqsi6m	577	3	Systems	Systems	NNP
work_ayatblpinzaztdzhilw6yqsi6m	577	4	138:113400	138:113400	NN
work_ayatblpinzaztdzhilw6yqsi6m	577	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	577	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	577	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	577	8	j.dss.2020.113400	j.dss.2020.113400	NNP
work_ayatblpinzaztdzhilw6yqsi6m	577	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	578	1	Scalas	Scalas	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	2	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	578	4	Maiorca	Maiorca	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	5	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	578	7	Mercaldo	Mercaldo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	8	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	578	10	Visaggio	Visaggio	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	11	CA	CA	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	578	13	Martinelli	Martinelli	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	14	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	578	16	Giacinto	Giacinto	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	17	G.	G.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	578	18	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	578	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	579	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	579	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	579	3	effectiveness	effectiveness	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	579	5	system	system	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	6	API	api	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	579	8	related	relate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	579	9	information	information	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	10	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	579	11	Android	Android	NNP
work_ayatblpinzaztdzhilw6yqsi6m	579	12	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	13	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	579	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	580	1	Computers	Computers	NNP
work_ayatblpinzaztdzhilw6yqsi6m	580	2	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	580	3	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	580	4	86:168–182	86:168–182	CD
work_ayatblpinzaztdzhilw6yqsi6m	580	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	580	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	580	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	580	8	j.cose.2019.06.004	j.cose.2019.06.004	NN
work_ayatblpinzaztdzhilw6yqsi6m	580	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	581	1	Sgandurra	Sgandurra	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	2	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	581	4	Muñoz	Muñoz	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	5	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	581	6	González	González	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	7	L	L	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	581	9	Mohsen	Mohsen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	10	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	11	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	581	12	Lupu	Lupu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	13	EC	EC	NNP
work_ayatblpinzaztdzhilw6yqsi6m	581	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	582	1	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	582	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	583	1	Automated	automated	JJ
work_ayatblpinzaztdzhilw6yqsi6m	583	2	dynamic	dynamic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	583	3	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	583	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	583	5	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	583	6	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	583	7	benefits	benefit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	583	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	583	9	limitations	limitation	NNS
work_ayatblpinzaztdzhilw6yqsi6m	583	10	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	583	11	use	use	NN
work_ayatblpinzaztdzhilw6yqsi6m	583	12	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	583	13	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	583	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	584	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	584	2	preprint	preprint	NN
work_ayatblpinzaztdzhilw6yqsi6m	584	3	arXiv:1609.03020v1	arxiv:1609.03020v1	XX
work_ayatblpinzaztdzhilw6yqsi6m	584	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	585	1	Simonyan	Simonyan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	585	2	K	K	NNP
work_ayatblpinzaztdzhilw6yqsi6m	585	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	585	4	Zisserman	Zisserman	NNP
work_ayatblpinzaztdzhilw6yqsi6m	585	5	A.	a.	NN
work_ayatblpinzaztdzhilw6yqsi6m	586	1	2014	2014	CD
work_ayatblpinzaztdzhilw6yqsi6m	586	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	587	1	Very	very	RB
work_ayatblpinzaztdzhilw6yqsi6m	587	2	deep	deep	JJ
work_ayatblpinzaztdzhilw6yqsi6m	587	3	convolutional	convolutional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	587	4	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	587	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	587	6	large	large	JJ
work_ayatblpinzaztdzhilw6yqsi6m	587	7	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	587	8	scale	scale	NN
work_ayatblpinzaztdzhilw6yqsi6m	587	9	image	image	NN
work_ayatblpinzaztdzhilw6yqsi6m	587	10	recognition	recognition	NN
work_ayatblpinzaztdzhilw6yqsi6m	587	11	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	588	1	ArXiv	ArXiv	NNP
work_ayatblpinzaztdzhilw6yqsi6m	588	2	preprint	preprint	NN
work_ayatblpinzaztdzhilw6yqsi6m	588	3	arXiv:1409.1556	arXiv:1409.1556	NNP
work_ayatblpinzaztdzhilw6yqsi6m	588	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	589	1	Singh	Singh	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	2	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	589	4	Evtyushkin	Evtyushkin	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	5	D	D	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	589	7	Elwell	Elwell	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	8	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	589	10	Riley	Riley	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	11	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	589	13	Cervesato	Cervesato	NNP
work_ayatblpinzaztdzhilw6yqsi6m	589	14	I.	I.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	590	1	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	590	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	591	1	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	591	2	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	591	3	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	591	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	591	5	kernel	kernel	NN
work_ayatblpinzaztdzhilw6yqsi6m	591	6	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	591	7	level	level	NN
work_ayatblpinzaztdzhilw6yqsi6m	591	8	rootkits	rootkit	NNS
work_ayatblpinzaztdzhilw6yqsi6m	591	9	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	591	10	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	591	11	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	591	12	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	591	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	592	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	592	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	592	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	592	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	592	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	592	6	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	592	7	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	592	8	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	592	9	Asia	Asia	NNP
work_ayatblpinzaztdzhilw6yqsi6m	592	10	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	592	11	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	592	12	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	592	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	592	14	Communications	Communications	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	592	15	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	592	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	593	1	483–493	483–493	CD
work_ayatblpinzaztdzhilw6yqsi6m	593	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	594	1	Song	Song	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	2	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	594	4	Kim	Kim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	5	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	594	7	Lee	Lee	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	8	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	594	9	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	594	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	595	1	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	595	2	effective	effective	JJ
work_ayatblpinzaztdzhilw6yqsi6m	595	3	ransomware	ransomware	NNP
work_ayatblpinzaztdzhilw6yqsi6m	595	4	prevention	prevention	NN
work_ayatblpinzaztdzhilw6yqsi6m	595	5	technique	technique	NN
work_ayatblpinzaztdzhilw6yqsi6m	595	6	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	595	7	process	process	NN
work_ayatblpinzaztdzhilw6yqsi6m	595	8	monitoring	monitor	VBG
work_ayatblpinzaztdzhilw6yqsi6m	595	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	595	10	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	595	11	platform	platform	NN
work_ayatblpinzaztdzhilw6yqsi6m	595	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	596	1	Advances	advance	NNS
work_ayatblpinzaztdzhilw6yqsi6m	596	2	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	596	3	Mobile	Mobile	NNP
work_ayatblpinzaztdzhilw6yqsi6m	596	4	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	596	5	Technologies	Technologies	NNP
work_ayatblpinzaztdzhilw6yqsi6m	596	6	2016(1):1–9	2016(1):1–9	NNP
work_ayatblpinzaztdzhilw6yqsi6m	596	7	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	596	8	10.1155/2016/2946735	10.1155/2016/2946735	CD
work_ayatblpinzaztdzhilw6yqsi6m	596	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	597	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	597	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	597	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	597	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	598	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	598	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	598	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	598	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	598	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	598	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	598	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	599	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	599	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	599	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	599	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	599	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	10	23/24	23/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	599	11	http://dx.doi.org/10.1007/s11227-016-1825-5	http://dx.doi.org/10.1007/s11227-016-1825-5	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	12	http://dx.doi.org/10.1016/S0001-2998(78)80014-2	http://dx.doi.org/10.1016/S0001-2998(78)80014-2	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	13	http://dx.doi.org/10.1007/s00500-014-1511-6	http://dx.doi.org/10.1007/s00500-014-1511-6	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	14	http://dx.doi.org/10.1145/3329786	http://dx.doi.org/10.1145/3329786	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	15	http://dx.doi.org/10.1016/j.dss.2020.113400	http://dx.doi.org/10.1016/j.dss.2020.113400	FW
work_ayatblpinzaztdzhilw6yqsi6m	599	16	http://dx.doi.org/10.1016/j.cose.2019.06.004	http://dx.doi.org/10.1016/j.cose.2019.06.004	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	17	http://dx.doi.org/10.1155/2016/2946735	http://dx.doi.org/10.1155/2016/2946735	ADD
work_ayatblpinzaztdzhilw6yqsi6m	599	18	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	19	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	20	Tan	Tan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	21	PN	PN	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	22	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	599	23	Steinbach	Steinbach	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	24	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	25	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	599	26	Kumar	Kumar	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	27	V.	V.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	599	28	2006	2006	CD
work_ayatblpinzaztdzhilw6yqsi6m	599	29	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	600	1	Classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	600	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	600	3	basic	basic	JJ
work_ayatblpinzaztdzhilw6yqsi6m	600	4	concepts	concept	NNS
work_ayatblpinzaztdzhilw6yqsi6m	600	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	600	6	decision	decision	NN
work_ayatblpinzaztdzhilw6yqsi6m	600	7	trees	tree	NNS
work_ayatblpinzaztdzhilw6yqsi6m	600	8	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	600	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	600	10	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	600	11	evaluation	evaluation	NN
work_ayatblpinzaztdzhilw6yqsi6m	600	12	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	601	1	Introduction	introduction	NN
work_ayatblpinzaztdzhilw6yqsi6m	601	2	to	to	IN
work_ayatblpinzaztdzhilw6yqsi6m	601	3	Data	Data	NNP
work_ayatblpinzaztdzhilw6yqsi6m	601	4	Mining	Mining	NNP
work_ayatblpinzaztdzhilw6yqsi6m	601	5	1:145–205	1:145–205	CD
work_ayatblpinzaztdzhilw6yqsi6m	601	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	602	1	Victoriano	Victoriano	NNP
work_ayatblpinzaztdzhilw6yqsi6m	602	2	OB	OB	NNP
work_ayatblpinzaztdzhilw6yqsi6m	602	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	603	1	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	603	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	604	1	Exposing	expose	VBG
work_ayatblpinzaztdzhilw6yqsi6m	604	2	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	604	3	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	604	4	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	604	5	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	604	6	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	604	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	605	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	605	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	605	3	Proceedings	Proceedings	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	605	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	605	6	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	605	7	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	8	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	605	10	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	11	System	System	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	605	13	System	System	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	14	Management	Management	NNP
work_ayatblpinzaztdzhilw6yqsi6m	605	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	606	1	32–37	32–37	NNP
work_ayatblpinzaztdzhilw6yqsi6m	606	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	607	1	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	2	X	X	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	607	4	Chai	Chai	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	607	7	Isnardi	Isnardi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	8	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	607	10	Lim	Lim	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	11	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	607	13	Karri	Karri	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	14	R.	R.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	607	15	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	607	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	608	1	Hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	2	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	3	counter	counter	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	608	5	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	608	6	malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	608	7	identification	identification	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	8	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	608	9	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	10	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	608	11	adaptive	adaptive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	608	12	compressive	compressive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	608	13	sensing	sensing	NN
work_ayatblpinzaztdzhilw6yqsi6m	608	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	609	1	ACM	ACM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	609	2	Transactions	Transactions	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	609	3	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	609	4	Architecture	Architecture	NNP
work_ayatblpinzaztdzhilw6yqsi6m	609	5	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	609	6	Code	Code	NNP
work_ayatblpinzaztdzhilw6yqsi6m	609	7	Optimization	Optimization	NNP
work_ayatblpinzaztdzhilw6yqsi6m	609	8	13(1):1–23	13(1):1–23	CD
work_ayatblpinzaztdzhilw6yqsi6m	609	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	610	1	Weaver	Weaver	NNP
work_ayatblpinzaztdzhilw6yqsi6m	610	2	VM	VM	NNP
work_ayatblpinzaztdzhilw6yqsi6m	610	3	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	611	1	2013	2013	CD
work_ayatblpinzaztdzhilw6yqsi6m	611	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	612	1	Linux	Linux	NNP
work_ayatblpinzaztdzhilw6yqsi6m	612	2	perf_event	perf_event	NNP
work_ayatblpinzaztdzhilw6yqsi6m	612	3	features	feature	VBZ
work_ayatblpinzaztdzhilw6yqsi6m	612	4	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	612	5	overhead	overhead	RB
work_ayatblpinzaztdzhilw6yqsi6m	612	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	613	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	613	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	613	3	The	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	613	4	2nd	2nd	JJ
work_ayatblpinzaztdzhilw6yqsi6m	613	5	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	6	Workshop	Workshop	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	7	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	613	8	Performance	Performance	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	9	Analysis	Analysis	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	10	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	613	11	Workload	Workload	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	12	Optimized	Optimized	NNP
work_ayatblpinzaztdzhilw6yqsi6m	613	13	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	613	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	614	1	Vol	Vol	NNP
work_ayatblpinzaztdzhilw6yqsi6m	614	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	615	1	13	13	CD
work_ayatblpinzaztdzhilw6yqsi6m	615	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	616	1	Urbandale	urbandale	JJ
work_ayatblpinzaztdzhilw6yqsi6m	616	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	616	3	FastPath	FastPath	NNP
work_ayatblpinzaztdzhilw6yqsi6m	616	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	617	1	Xu	Xu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	2	Z	Z	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	617	4	Ray	Ray	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	5	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	617	7	Subramanyan	Subramanyan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	8	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	617	10	Malik	Malik	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	11	S.	S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	617	12	2017	2017	CD
work_ayatblpinzaztdzhilw6yqsi6m	617	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	618	1	Malware	malware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	618	2	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	3	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	618	4	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	5	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	6	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	618	7	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	8	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	618	9	virtual	virtual	JJ
work_ayatblpinzaztdzhilw6yqsi6m	618	10	memory	memory	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	11	access	access	NN
work_ayatblpinzaztdzhilw6yqsi6m	618	12	patterns	pattern	NNS
work_ayatblpinzaztdzhilw6yqsi6m	618	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	619	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	619	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	619	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	619	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	619	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	619	6	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	7	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	619	8	Design	Design	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	619	10	Automation	Automation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	11	&	&	CC
work_ayatblpinzaztdzhilw6yqsi6m	619	12	Test	Test	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	13	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	619	14	Europe	Europe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	15	European	European	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	16	Design	Design	NNP
work_ayatblpinzaztdzhilw6yqsi6m	619	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	620	1	169–174	169–174	CD
work_ayatblpinzaztdzhilw6yqsi6m	620	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	621	1	Xuan	Xuan	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	2	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	621	4	Liu	Liu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	5	G	G	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	621	7	Li	Li	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	8	Z	Z	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	621	10	Zheng	Zheng	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	11	L	L	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	621	13	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	14	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	621	16	Jiang	Jiang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	17	C.	C.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	621	18	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	621	19	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	622	1	Random	random	JJ
work_ayatblpinzaztdzhilw6yqsi6m	622	2	forest	forest	NN
work_ayatblpinzaztdzhilw6yqsi6m	622	3	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	622	4	credit	credit	NN
work_ayatblpinzaztdzhilw6yqsi6m	622	5	card	card	NN
work_ayatblpinzaztdzhilw6yqsi6m	622	6	fraud	fraud	NN
work_ayatblpinzaztdzhilw6yqsi6m	622	7	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	622	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	623	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	623	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	623	3	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	623	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	5	15th	15th	NN
work_ayatblpinzaztdzhilw6yqsi6m	623	6	International	International	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	7	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	8	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	623	9	Networking	Networking	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	10	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	623	11	Sensing	Sensing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	623	13	Control	Control	NNP
work_ayatblpinzaztdzhilw6yqsi6m	623	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	624	1	Piscataway	piscataway	NN
work_ayatblpinzaztdzhilw6yqsi6m	624	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	624	3	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	624	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	624	5	1–6	1–6	CD
work_ayatblpinzaztdzhilw6yqsi6m	624	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	625	1	Yang	Yang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	2	T	T	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	625	4	Yang	Yang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	5	Y	Y	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	625	7	Qian	Qian	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	8	K	K	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	625	10	Tao	Tao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	11	L.	L.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	625	12	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	625	13	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	626	1	Automated	automate	VBN
work_ayatblpinzaztdzhilw6yqsi6m	626	2	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	626	3	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	626	4	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	626	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	626	6	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	626	7	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	626	8	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	627	1	New	New	NNP
work_ayatblpinzaztdzhilw6yqsi6m	627	2	York	York	NNP
work_ayatblpinzaztdzhilw6yqsi6m	627	3	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	627	4	IEEE	IEEE	NNP
work_ayatblpinzaztdzhilw6yqsi6m	627	5	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	627	6	1338–1343	1338–1343	CD
work_ayatblpinzaztdzhilw6yqsi6m	627	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	628	1	Zavarsky	Zavarsky	NNP
work_ayatblpinzaztdzhilw6yqsi6m	628	2	P	P	NNP
work_ayatblpinzaztdzhilw6yqsi6m	628	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	628	4	Lindskog	Lindskog	NNP
work_ayatblpinzaztdzhilw6yqsi6m	628	5	D.	D.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	628	6	2016	2016	CD
work_ayatblpinzaztdzhilw6yqsi6m	628	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	629	1	Experimental	experimental	JJ
work_ayatblpinzaztdzhilw6yqsi6m	629	2	analysis	analysis	NN
work_ayatblpinzaztdzhilw6yqsi6m	629	3	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	629	4	ransomware	ransomware	NN
work_ayatblpinzaztdzhilw6yqsi6m	629	5	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	629	6	windows	window	NNS
work_ayatblpinzaztdzhilw6yqsi6m	629	7	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	629	8	android	android	NN
work_ayatblpinzaztdzhilw6yqsi6m	629	9	platforms	platform	NNS
work_ayatblpinzaztdzhilw6yqsi6m	629	10	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	629	11	evolution	evolution	NN
work_ayatblpinzaztdzhilw6yqsi6m	629	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	629	13	characterization	characterization	NN
work_ayatblpinzaztdzhilw6yqsi6m	629	14	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	630	1	Procedia	Procedia	NNP
work_ayatblpinzaztdzhilw6yqsi6m	630	2	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	630	3	Science	Science	NNP
work_ayatblpinzaztdzhilw6yqsi6m	630	4	94:465–472	94:465–472	CD
work_ayatblpinzaztdzhilw6yqsi6m	630	5	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	630	6	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	630	7	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	630	8	j.procs.2016.08.072	j.procs.2016.08.072	CD
work_ayatblpinzaztdzhilw6yqsi6m	630	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	631	1	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	2	H	H	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	631	4	Xiao	Xiao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	5	X	X	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	631	7	Mercaldo	Mercaldo	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	8	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	631	10	Ni	Ni	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	11	S	S	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	631	13	Martinelli	Martinelli	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	14	F	F	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	15	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	631	16	Sangaiah	Sangaiah	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	17	AK	AK	NNP
work_ayatblpinzaztdzhilw6yqsi6m	631	18	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	632	1	2019	2019	CD
work_ayatblpinzaztdzhilw6yqsi6m	632	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	633	1	Classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	633	2	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	633	3	ransomware	ransomware	JJ
work_ayatblpinzaztdzhilw6yqsi6m	633	4	families	family	NNS
work_ayatblpinzaztdzhilw6yqsi6m	633	5	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	633	6	machine	machine	NN
work_ayatblpinzaztdzhilw6yqsi6m	633	7	learning	learning	NN
work_ayatblpinzaztdzhilw6yqsi6m	633	8	based	base	VBN
work_ayatblpinzaztdzhilw6yqsi6m	633	9	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	633	10	N	N	NNP
work_ayatblpinzaztdzhilw6yqsi6m	633	11	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	633	12	gram	gram	NN
work_ayatblpinzaztdzhilw6yqsi6m	633	13	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	633	14	opcodes	opcode	NNS
work_ayatblpinzaztdzhilw6yqsi6m	633	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	634	1	Future	Future	NNP
work_ayatblpinzaztdzhilw6yqsi6m	634	2	Generation	Generation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	634	3	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	634	4	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	634	5	90:211–221	90:211–221	CD
work_ayatblpinzaztdzhilw6yqsi6m	634	6	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	634	7	10.1016	10.1016	CD
work_ayatblpinzaztdzhilw6yqsi6m	634	8	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	634	9	j.future.2018.07.052	j.future.2018.07.052	CD
work_ayatblpinzaztdzhilw6yqsi6m	634	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	635	1	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	2	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	635	4	Xu	Xu	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	5	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	635	7	Wang	Wang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	8	D.	D.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	635	9	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	635	10	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	636	1	An	an	DT
work_ayatblpinzaztdzhilw6yqsi6m	636	2	anomaly	anomaly	JJ
work_ayatblpinzaztdzhilw6yqsi6m	636	3	detection	detection	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	4	model	model	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	5	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	636	6	network	network	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	7	intrusions	intrusion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	636	8	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	636	9	one	one	CD
work_ayatblpinzaztdzhilw6yqsi6m	636	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	636	11	class	class	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	12	SVM	svm	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	636	14	scaling	scale	VBG
work_ayatblpinzaztdzhilw6yqsi6m	636	15	strategy	strategy	NN
work_ayatblpinzaztdzhilw6yqsi6m	636	16	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	637	1	Cham	Cham	NNP
work_ayatblpinzaztdzhilw6yqsi6m	637	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	637	3	Springer	Springer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	637	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	637	5	267–278	267–278	CD
work_ayatblpinzaztdzhilw6yqsi6m	637	6	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	638	1	Zhang	Zhang	NNP
work_ayatblpinzaztdzhilw6yqsi6m	638	2	X	X	NNP
work_ayatblpinzaztdzhilw6yqsi6m	638	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	638	4	Zhao	Zhao	NNP
work_ayatblpinzaztdzhilw6yqsi6m	638	5	J	J	NNP
work_ayatblpinzaztdzhilw6yqsi6m	638	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	638	7	LeCun	LeCun	NNP
work_ayatblpinzaztdzhilw6yqsi6m	638	8	Y.	Y.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	639	1	2015	2015	CD
work_ayatblpinzaztdzhilw6yqsi6m	639	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	640	1	Character	character	NN
work_ayatblpinzaztdzhilw6yqsi6m	640	2	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	640	3	level	level	NN
work_ayatblpinzaztdzhilw6yqsi6m	640	4	convolutional	convolutional	JJ
work_ayatblpinzaztdzhilw6yqsi6m	640	5	networks	network	NNS
work_ayatblpinzaztdzhilw6yqsi6m	640	6	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	640	7	text	text	NN
work_ayatblpinzaztdzhilw6yqsi6m	640	8	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	640	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	641	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	641	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	641	3	Advances	advance	NNS
work_ayatblpinzaztdzhilw6yqsi6m	641	4	in	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	641	5	Neural	Neural	NNP
work_ayatblpinzaztdzhilw6yqsi6m	641	6	Information	Information	NNP
work_ayatblpinzaztdzhilw6yqsi6m	641	7	Processing	Processing	NNP
work_ayatblpinzaztdzhilw6yqsi6m	641	8	Systems	Systems	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	641	9	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	642	1	649–657	649–657	CD
work_ayatblpinzaztdzhilw6yqsi6m	642	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	643	1	Zhou	Zhou	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	2	B	B	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	643	4	Gupta	Gupta	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	5	A	A	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	6	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	643	7	Jahanshahi	Jahanshahi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	8	R	R	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	9	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	643	10	Egele	Egele	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	11	M	M	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	12	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	643	13	Joshi	Joshi	NNP
work_ayatblpinzaztdzhilw6yqsi6m	643	14	A.	A.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	644	1	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	644	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	645	1	Hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	645	2	performance	performance	NN
work_ayatblpinzaztdzhilw6yqsi6m	645	3	counters	counter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	645	4	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	645	5	detect	detect	VB
work_ayatblpinzaztdzhilw6yqsi6m	645	6	malware	malware	NN
work_ayatblpinzaztdzhilw6yqsi6m	645	7	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	645	8	Myth	myth	NN
work_ayatblpinzaztdzhilw6yqsi6m	645	9	or	or	CC
work_ayatblpinzaztdzhilw6yqsi6m	645	10	fact	fact	NN
work_ayatblpinzaztdzhilw6yqsi6m	645	11	?	?	.
work_ayatblpinzaztdzhilw6yqsi6m	646	1	In	in	IN
work_ayatblpinzaztdzhilw6yqsi6m	646	2	:	:	:
work_ayatblpinzaztdzhilw6yqsi6m	646	3	Proceedings	proceeding	NNS
work_ayatblpinzaztdzhilw6yqsi6m	646	4	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	646	5	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	646	6	2018	2018	CD
work_ayatblpinzaztdzhilw6yqsi6m	646	7	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	646	8	Asia	Asia	NNP
work_ayatblpinzaztdzhilw6yqsi6m	646	9	Conference	Conference	NNP
work_ayatblpinzaztdzhilw6yqsi6m	646	10	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	646	11	Computer	Computer	NNP
work_ayatblpinzaztdzhilw6yqsi6m	646	12	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	646	13	Communications	Communications	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	646	14	Security	Security	NNP
work_ayatblpinzaztdzhilw6yqsi6m	646	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	647	1	457–468	457–468	CD
work_ayatblpinzaztdzhilw6yqsi6m	647	2	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	648	1	Aurangzeb	Aurangzeb	NNP
work_ayatblpinzaztdzhilw6yqsi6m	648	2	et	et	NNP
work_ayatblpinzaztdzhilw6yqsi6m	648	3	al	al	NNP
work_ayatblpinzaztdzhilw6yqsi6m	648	4	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	649	1	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	649	2	2021	2021	CD
work_ayatblpinzaztdzhilw6yqsi6m	649	3	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	649	4	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	649	5	PeerJ	PeerJ	NNP
work_ayatblpinzaztdzhilw6yqsi6m	649	6	Comput	Comput	NNP
work_ayatblpinzaztdzhilw6yqsi6m	649	7	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	650	1	Sci	Sci	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	2	.	.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	3	,	,	,
work_ayatblpinzaztdzhilw6yqsi6m	650	4	DOI	DOI	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	5	10.7717	10.7717	CD
work_ayatblpinzaztdzhilw6yqsi6m	650	6	/	/	SYM
work_ayatblpinzaztdzhilw6yqsi6m	650	7	peerj	peerj	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	8	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	650	9	cs.361	cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	10	24/24	24/24	CD
work_ayatblpinzaztdzhilw6yqsi6m	650	11	http://dx.doi.org/10.1016/j.procs.2016.08.072	http://dx.doi.org/10.1016/j.procs.2016.08.072	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	12	http://dx.doi.org/10.1016/j.future.2018.07.052	http://dx.doi.org/10.1016/j.future.2018.07.052	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	13	http://dx.doi.org/10.7717/peerj-cs.361	http://dx.doi.org/10.7717/peerj-cs.361	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	14	https://peerj.com/computer-science/	https://peerj.com/computer-science/	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	15	On	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	650	16	the	the	DT
work_ayatblpinzaztdzhilw6yqsi6m	650	17	classification	classification	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	18	of	of	IN
work_ayatblpinzaztdzhilw6yqsi6m	650	19	Microsoft	Microsoft	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	20	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	650	21	Windows	Windows	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	22	ransomware	ransomware	VBP
work_ayatblpinzaztdzhilw6yqsi6m	650	23	using	use	VBG
work_ayatblpinzaztdzhilw6yqsi6m	650	24	hardware	hardware	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	25	profile	profile	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	26	Introduction	Introduction	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	27	Related	related	JJ
work_ayatblpinzaztdzhilw6yqsi6m	650	28	work	work	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	29	Motivation	Motivation	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	30	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	650	31	methodology	methodology	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	32	Results	result	NNS
work_ayatblpinzaztdzhilw6yqsi6m	650	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	650	34	discussion	discussion	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	35	Conclusions	conclusion	NNS
work_ayatblpinzaztdzhilw6yqsi6m	650	36	References	References	NNPS
work_ayatblpinzaztdzhilw6yqsi6m	650	37	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	650	38	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	650	39	/ASCII85EncodePages	/ASCII85EncodePages	,
work_ayatblpinzaztdzhilw6yqsi6m	650	40	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	650	41	/AllowTransparency	/allowtransparency	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	42	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	650	43	/AutoPositionEPSFiles	/AutoPositionEPSFiles	.
work_ayatblpinzaztdzhilw6yqsi6m	650	44	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	650	45	/AutoRotatePages	/AutoRotatePages	.
work_ayatblpinzaztdzhilw6yqsi6m	650	46	/None	/None	NFP
work_ayatblpinzaztdzhilw6yqsi6m	650	47	/Binding	/Binding	.
work_ayatblpinzaztdzhilw6yqsi6m	650	48	/Left	/Left	.
work_ayatblpinzaztdzhilw6yqsi6m	650	49	/CalGrayProfile	/CalGrayProfile	.
work_ayatblpinzaztdzhilw6yqsi6m	650	50	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	650	51	Dot	dot	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	52	Gain	Gain	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	53	20	20	CD
work_ayatblpinzaztdzhilw6yqsi6m	650	54	%	%	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	55	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	650	56	/CalRGBProfile	/CalRGBProfile	.
work_ayatblpinzaztdzhilw6yqsi6m	650	57	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	650	58	sRGB	srgb	NN
work_ayatblpinzaztdzhilw6yqsi6m	650	59	IEC61966	IEC61966	NNP
work_ayatblpinzaztdzhilw6yqsi6m	650	60	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	650	61	2.1	2.1	CD
work_ayatblpinzaztdzhilw6yqsi6m	650	62	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	650	63	/CalCMYKProfile	/CalCMYKProfile	.
work_ayatblpinzaztdzhilw6yqsi6m	650	64	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	650	65	U.S.	U.S.	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	1	Web	web	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	2	Coated	Coated	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	3	\050SWOP\051	\050SWOP\051	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	4	v2	v2	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	5	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	6	/sRGBProfile	/sRGBProfile	.
work_ayatblpinzaztdzhilw6yqsi6m	651	7	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	8	sRGB	srgb	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	9	IEC61966	IEC61966	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	10	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	651	11	2.1	2.1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	12	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	13	/CannotEmbedFontPolicy	/CannotEmbedFontPolicy	.
work_ayatblpinzaztdzhilw6yqsi6m	651	14	/Warning	/Warning	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	15	/CompatibilityLevel	/compatibilitylevel	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	16	1.4	1.4	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	17	/CompressObjects	/CompressObjects	.
work_ayatblpinzaztdzhilw6yqsi6m	651	18	/Off	/Off	.
work_ayatblpinzaztdzhilw6yqsi6m	651	19	/CompressPages	/CompressPages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	20	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	21	/ConvertImagesToIndexed	/ConvertImagesToIndexed	.
work_ayatblpinzaztdzhilw6yqsi6m	651	22	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	23	/PassThroughJPEGImages	/PassThroughJPEGImages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	24	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	25	/CreateJobTicket	/createjobticket	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	26	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	27	/DefaultRenderingIntent	/DefaultRenderingIntent	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	28	/Default	/Default	.
work_ayatblpinzaztdzhilw6yqsi6m	651	29	/DetectBlends	/DetectBlends	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	30	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	31	/DetectCurves	/DetectCurves	.
work_ayatblpinzaztdzhilw6yqsi6m	651	32	0.0000	0.0000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	33	/ColorConversionStrategy	/ColorConversionStrategy	.
work_ayatblpinzaztdzhilw6yqsi6m	651	34	/LeaveColorUnchanged	/LeaveColorUnchanged	.
work_ayatblpinzaztdzhilw6yqsi6m	651	35	/DoThumbnails	/DoThumbnails	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	36	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	37	/EmbedAllFonts	/embedallfont	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	38	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	39	/EmbedOpenType	/EmbedOpenType	.
work_ayatblpinzaztdzhilw6yqsi6m	651	40	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	41	/ParseICCProfilesInComments	/ParseICCProfilesInComments	.
work_ayatblpinzaztdzhilw6yqsi6m	651	42	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	43	/EmbedJobOptions	/embedjoboption	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	44	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	45	/DSCReportingLevel	/DSCReportingLevel	.
work_ayatblpinzaztdzhilw6yqsi6m	651	46	0	0	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	47	/EmitDSCWarnings	/EmitDSCWarnings	.
work_ayatblpinzaztdzhilw6yqsi6m	651	48	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	49	/EndPage	/endpage	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	50	-1	-1	.
work_ayatblpinzaztdzhilw6yqsi6m	651	51	/ImageMemory	/imagememory	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	52	1048576	1048576	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	53	/LockDistillerParams	/lockdistillerparams	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	54	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	55	/MaxSubsetPct	/MaxSubsetPct	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	56	100	100	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	57	/Optimize	/optimize	VBP
work_ayatblpinzaztdzhilw6yqsi6m	651	58	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	59	/OPM	/OPM	.
work_ayatblpinzaztdzhilw6yqsi6m	651	60	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	61	/ParseDSCComments	/ParseDSCComments	.
work_ayatblpinzaztdzhilw6yqsi6m	651	62	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	63	/ParseDSCCommentsForDocInfo	/ParseDSCCommentsForDocInfo	.
work_ayatblpinzaztdzhilw6yqsi6m	651	64	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	65	/PreserveCopyPage	/PreserveCopyPage	.
work_ayatblpinzaztdzhilw6yqsi6m	651	66	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	67	/PreserveDICMYKValues	/PreserveDICMYKValues	.
work_ayatblpinzaztdzhilw6yqsi6m	651	68	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	69	/PreserveEPSInfo	/PreserveEPSInfo	.
work_ayatblpinzaztdzhilw6yqsi6m	651	70	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	71	/PreserveFlatness	/PreserveFlatness	.
work_ayatblpinzaztdzhilw6yqsi6m	651	72	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	73	/PreserveHalftoneInfo	/preservehalftoneinfo	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	74	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	75	/PreserveOPIComments	/PreserveOPIComments	,
work_ayatblpinzaztdzhilw6yqsi6m	651	76	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	77	/PreserveOverprintSettings	/PreserveOverprintSettings	.
work_ayatblpinzaztdzhilw6yqsi6m	651	78	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	79	/StartPage	/StartPage	:
work_ayatblpinzaztdzhilw6yqsi6m	651	80	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	81	/SubsetFonts	/subsetfonts	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	82	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	83	/TransferFunctionInfo	/TransferFunctionInfo	.
work_ayatblpinzaztdzhilw6yqsi6m	651	84	/Apply	/apply	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	85	/UCRandBGInfo	/UCRandBGInfo	.
work_ayatblpinzaztdzhilw6yqsi6m	651	86	/Preserve	/Preserve	:
work_ayatblpinzaztdzhilw6yqsi6m	651	87	/UsePrologue	/UsePrologue	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	88	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	89	/ColorSettingsFile	/ColorSettingsFile	.
work_ayatblpinzaztdzhilw6yqsi6m	651	90	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	91	None	none	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	92	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	93	/AlwaysEmbed	/alwaysembed	VB
work_ayatblpinzaztdzhilw6yqsi6m	651	94	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	95	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	96	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	97	/NeverEmbed	/neverembe	VBN
work_ayatblpinzaztdzhilw6yqsi6m	651	98	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	99	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	100	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	101	/AntiAliasColorImages	/AntiAliasColorImages	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	102	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	103	/CropColorImages	/cropcolorimage	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	104	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	105	/ColorImageMinResolution	/colorimageminresolution	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	106	300	300	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	107	/ColorImageMinResolutionPolicy	/colorimageminresolutionpolicy	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	108	/OK	/OK	.
work_ayatblpinzaztdzhilw6yqsi6m	651	109	/DownsampleColorImages	/DownsampleColorImages	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	110	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	111	/ColorImageDownsampleType	/ColorImageDownsampleType	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	112	/Average	/Average	.
work_ayatblpinzaztdzhilw6yqsi6m	651	113	/ColorImageResolution	/ColorImageResolution	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	114	300	300	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	115	/ColorImageDepth	/colorimagedepth	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	116	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	117	/ColorImageMinDownsampleDepth	/colorimagemindownsampledepth	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	118	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	119	/ColorImageDownsampleThreshold	/colorimagedownsamplethreshold	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	120	1.50000	1.50000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	121	/EncodeColorImages	/EncodeColorImages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	122	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	123	/ColorImageFilter	/ColorImageFilter	.
work_ayatblpinzaztdzhilw6yqsi6m	651	124	/FlateEncode	/FlateEncode	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	125	/AutoFilterColorImages	/AutoFilterColorImages	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	126	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	127	/ColorImageAutoFilterStrategy	/ColorImageAutoFilterStrategy	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	128	/JPEG	/JPEG	.
work_ayatblpinzaztdzhilw6yqsi6m	651	129	/ColorACSImageDict	/ColorACSImageDict	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	130	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	131	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	132	/QFactor	/qfactor	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	133	0.15	0.15	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	134	/HSamples	/HSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	135	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	136	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	137	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	138	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	139	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	140	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	141	/VSamples	/VSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	142	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	143	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	144	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	145	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	146	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	147	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	148	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	149	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	150	/ColorImageDict	/ColorImageDict	.
work_ayatblpinzaztdzhilw6yqsi6m	651	151	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	152	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	153	/QFactor	/qfactor	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	154	0.15	0.15	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	155	/HSamples	/HSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	156	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	157	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	158	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	159	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	160	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	161	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	162	/VSamples	/VSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	163	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	164	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	165	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	166	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	167	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	168	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	169	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	170	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	171	/JPEG2000ColorACSImageDict	/JPEG2000ColorACSImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	172	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	173	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	174	/TileWidth	/TileWidth	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	175	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	176	/TileHeight	/tileheight	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	177	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	178	/Quality	/quality	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	179	30	30	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	180	>	>	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	181	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	182	/JPEG2000ColorImageDict	/JPEG2000ColorImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	183	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	184	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	185	/TileWidth	/TileWidth	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	186	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	187	/TileHeight	/tileheight	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	188	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	189	/Quality	/quality	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	190	30	30	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	191	>	>	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	192	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	193	/AntiAliasGrayImages	/AntiAliasGrayImages	:
work_ayatblpinzaztdzhilw6yqsi6m	651	194	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	195	/CropGrayImages	/CropGrayImages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	196	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	197	/GrayImageMinResolution	/GrayImageMinResolution	:
work_ayatblpinzaztdzhilw6yqsi6m	651	198	300	300	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	199	/GrayImageMinResolutionPolicy	/grayimageminresolutionpolicy	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	200	/OK	/OK	.
work_ayatblpinzaztdzhilw6yqsi6m	651	201	/DownsampleGrayImages	/DownsampleGrayImages	,
work_ayatblpinzaztdzhilw6yqsi6m	651	202	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	203	/GrayImageDownsampleType	/GrayImageDownsampleType	.
work_ayatblpinzaztdzhilw6yqsi6m	651	204	/Average	/average	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	205	/GrayImageResolution	/GrayImageResolution	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	206	300	300	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	207	/GrayImageDepth	/grayimagedepth	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	208	8	8	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	209	/GrayImageMinDownsampleDepth	/grayimagemindownsampledepth	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	210	2	2	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	211	/GrayImageDownsampleThreshold	/grayimagedownsamplethreshold	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	212	1.50000	1.50000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	213	/EncodeGrayImages	/encodegrayimages	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	214	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	215	/GrayImageFilter	/GrayImageFilter	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	216	/FlateEncode	/flateencode	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	217	/AutoFilterGrayImages	/AutoFilterGrayImages	,
work_ayatblpinzaztdzhilw6yqsi6m	651	218	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	219	/GrayImageAutoFilterStrategy	/grayimageautofilterstrategy	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	220	/JPEG	/JPEG	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	221	/GrayACSImageDict	/GrayACSImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	222	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	223	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	224	/QFactor	/qfactor	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	225	0.15	0.15	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	226	/HSamples	/HSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	227	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	228	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	229	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	230	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	231	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	232	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	233	/VSamples	/VSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	234	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	235	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	236	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	237	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	238	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	239	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	240	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	241	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	242	/GrayImageDict	/GrayImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	243	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	244	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	245	/QFactor	/qfactor	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	246	0.15	0.15	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	247	/HSamples	/HSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	248	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	249	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	250	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	251	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	252	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	253	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	254	/VSamples	/VSamples	.
work_ayatblpinzaztdzhilw6yqsi6m	651	255	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	256	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	257	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	258	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	259	1	1	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	260	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	261	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	262	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	263	/JPEG2000GrayACSImageDict	/JPEG2000GrayACSImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	264	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	265	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	266	/TileWidth	/TileWidth	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	267	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	268	/TileHeight	/tileheight	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	269	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	270	/Quality	/quality	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	271	30	30	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	272	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	273	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	274	/JPEG2000GrayImageDict	/JPEG2000GrayImageDict	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	275	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	276	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	277	/TileWidth	/TileWidth	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	278	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	279	/TileHeight	/tileheight	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	280	256	256	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	281	/Quality	/quality	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	282	30	30	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	283	>	>	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	284	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	285	/AntiAliasMonoImages	/AntiAliasMonoImages	:
work_ayatblpinzaztdzhilw6yqsi6m	651	286	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	287	/CropMonoImages	/CropMonoImages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	288	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	289	/MonoImageMinResolution	/MonoImageMinResolution	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	290	1200	1200	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	291	/MonoImageMinResolutionPolicy	/MonoImageMinResolutionPolicy	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	292	/OK	/OK	,
work_ayatblpinzaztdzhilw6yqsi6m	651	293	/DownsampleMonoImages	/DownsampleMonoImages	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	294	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	295	/MonoImageDownsampleType	/MonoImageDownsampleType	,
work_ayatblpinzaztdzhilw6yqsi6m	651	296	/Average	/average	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	297	/MonoImageResolution	/MonoImageResolution	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	298	1200	1200	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	299	/MonoImageDepth	/monoimagedepth	SYM
work_ayatblpinzaztdzhilw6yqsi6m	651	300	-1	-1	.
work_ayatblpinzaztdzhilw6yqsi6m	651	301	/MonoImageDownsampleThreshold	/MonoImageDownsampleThreshold	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	302	1.50000	1.50000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	303	/EncodeMonoImages	/EncodeMonoImages	.
work_ayatblpinzaztdzhilw6yqsi6m	651	304	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	305	/MonoImageFilter	/MonoImageFilter	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	306	/CCITTFaxEncode	/CCITTFaxEncode	.
work_ayatblpinzaztdzhilw6yqsi6m	651	307	/MonoImageDict	/MonoImageDict	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	308	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	309	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	310	/K	/K	.
work_ayatblpinzaztdzhilw6yqsi6m	651	311	-1	-1	.
work_ayatblpinzaztdzhilw6yqsi6m	651	312	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	313	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	314	/AllowPSXObjects	/AllowPSXObjects	:
work_ayatblpinzaztdzhilw6yqsi6m	651	315	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	316	/CheckCompliance	/CheckCompliance	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	317	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	318	/None	/None	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	319	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	320	/PDFX1aCheck	/PDFX1aCheck	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	321	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	322	/PDFX3Check	/PDFX3Check	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	323	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	324	/PDFXCompliantPDFOnly	/PDFXCompliantPDFOnly	,
work_ayatblpinzaztdzhilw6yqsi6m	651	325	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	326	/PDFXNoTrimBoxError	/PDFXNoTrimBoxError	.
work_ayatblpinzaztdzhilw6yqsi6m	651	327	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	328	/PDFXTrimBoxToMediaBoxOffset	/PDFXTrimBoxToMediaBoxOffset	.
work_ayatblpinzaztdzhilw6yqsi6m	651	329	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	330	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	331	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	332	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	333	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	334	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	335	/PDFXSetBleedBoxToMediaBox	/PDFXSetBleedBoxToMediaBox	.
work_ayatblpinzaztdzhilw6yqsi6m	651	336	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	337	/PDFXBleedBoxToTrimBoxOffset	/PDFXBleedBoxToTrimBoxOffset	.
work_ayatblpinzaztdzhilw6yqsi6m	651	338	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	339	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	340	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	341	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	342	0.00000	0.00000	CD
work_ayatblpinzaztdzhilw6yqsi6m	651	343	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	344	/PDFXOutputIntentProfile	/PDFXOutputIntentProfile	.
work_ayatblpinzaztdzhilw6yqsi6m	651	345	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	346	None	none	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	347	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	348	/PDFXOutputConditionIdentifier	/PDFXOutputConditionIdentifier	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	349	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	350	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	351	/PDFXOutputCondition	/PDFXOutputCondition	.
work_ayatblpinzaztdzhilw6yqsi6m	651	352	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	353	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	354	/PDFXRegistryName	/PDFXRegistryName	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	355	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	356	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	357	/PDFXTrapped	/PDFXTrapped	NFP
work_ayatblpinzaztdzhilw6yqsi6m	651	358	/False	/False	:
work_ayatblpinzaztdzhilw6yqsi6m	651	359	/CreateJDFFile	/CreateJDFFile	,
work_ayatblpinzaztdzhilw6yqsi6m	651	360	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	361	/Description	/description	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	362	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	363	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	364	/CHS	/CHS	.
work_ayatblpinzaztdzhilw6yqsi6m	651	365	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	366	FEFF4f7f75288fd94e9b8bbe5b9a521b5efa7684002000500044004600206587686353ef901a8fc7684c976262535370673a548c002000700072006f006f00660065007200208fdb884c9ad88d2891cf62535370300260a853ef4ee54f7f75280020004100630072006f0062006100740020548c002000410064006f00620065002000520065006100640065007200200035002e003000204ee553ca66f49ad87248672c676562535f00521b5efa768400200050004400460020658768633002	FEFF4f7f75288fd94e9b8bbe5b9a521b5efa7684002000500044004600206587686353ef901a8fc7684c976262535370673a548c002000700072006f006f00660065007200208fdb884c9ad88d2891cf62535370300260a853ef4ee54f7f75280020004100630072006f0062006100740020548c002000410064006f00620065002000520065006100640065007200200035002e003000204ee553ca66f49ad87248672c676562535f00521b5efa768400200050004400460020658768633002	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	367	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	368	/CHT	/CHT	.
work_ayatblpinzaztdzhilw6yqsi6m	651	369	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	370	FEFF4f7f752890194e9b8a2d7f6e5efa7acb7684002000410064006f006200650020005000440046002065874ef653ef5728684c9762537088686a5f548c002000700072006f006f00660065007200204e0a73725f979ad854c18cea7684521753706548679c300260a853ef4ee54f7f75280020004100630072006f0062006100740020548c002000410064006f00620065002000520065006100640065007200200035002e003000204ee553ca66f49ad87248672c4f86958b555f5df25efa7acb76840020005000440046002065874ef63002	FEFF4f7f752890194e9b8a2d7f6e5efa7acb7684002000410064006f006200650020005000440046002065874ef653ef5728684c9762537088686a5f548c002000700072006f006f00660065007200204e0a73725f979ad854c18cea7684521753706548679c300260a853ef4ee54f7f75280020004100630072006f0062006100740020548c002000410064006f00620065002000520065006100640065007200200035002e003000204ee553ca66f49ad87248672c4f86958b555f5df25efa7acb76840020005000440046002065874ef63002	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	371	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	372	/DAN	/DAN	.
work_ayatblpinzaztdzhilw6yqsi6m	651	373	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	374	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	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	375	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	376	/DEU	/DEU	.
work_ayatblpinzaztdzhilw6yqsi6m	651	377	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	378	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	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	379	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	380	/ESP	/ESP	.
work_ayatblpinzaztdzhilw6yqsi6m	651	381	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	382	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	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	383	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	384	/FRA	/FRA	.
work_ayatblpinzaztdzhilw6yqsi6m	651	385	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	386	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	FEFF005500740069006c006900730065007a00200063006500730020006f007000740069006f006e00730020006100660069006e00200064006500200063007200e900650072002000640065007300200064006f00630075006d0065006e00740073002000410064006f00620065002000500044004600200070006f007500720020006400650073002000e90070007200650075007600650073002000650074002000640065007300200069006d007000720065007300730069006f006e00730020006400650020006800610075007400650020007100750061006c0069007400e90020007300750072002000640065007300200069006d007000720069006d0061006e0074006500730020006400650020006200750072006500610075002e0020004c0065007300200064006f00630075006d0065006e00740073002000500044004600200063007200e900e90073002000700065007500760065006e0074002000ea0074007200650020006f007500760065007200740073002000640061006e00730020004100630072006f006200610074002c002000610069006e00730069002000710075002700410064006f00620065002000520065006100640065007200200035002e0030002000650074002000760065007200730069006f006e007300200075006c007400e90072006900650075007200650073002e	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	387	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	388	/ITA	/ITA	.
work_ayatblpinzaztdzhilw6yqsi6m	651	389	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	390	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	IN
work_ayatblpinzaztdzhilw6yqsi6m	651	391	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	392	/JPN	/JPN	.
work_ayatblpinzaztdzhilw6yqsi6m	651	393	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	394	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	FEFF9ad854c18cea51fa529b7528002000410064006f0062006500200050004400460020658766f8306e4f5c6210306b4f7f75283057307e30593002537052376642306e753b8cea3092670059279650306b4fdd306430533068304c3067304d307e3059300230c730b930af30c830c330d730d730ea30f330bf3067306e53705237307e305f306f30d730eb30fc30d57528306b9069305730663044307e305930023053306e8a2d5b9a30674f5c62103055308c305f0020005000440046002030d530a130a430eb306f3001004100630072006f0062006100740020304a30883073002000410064006f00620065002000520065006100640065007200200035002e003000204ee5964d3067958b304f30533068304c3067304d307e30593002	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	395	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	396	/KOR	/KOR	.
work_ayatblpinzaztdzhilw6yqsi6m	651	397	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	398	FEFFc7740020c124c815c7440020c0acc6a9d558c5ec0020b370c2a4d06cd0d10020d504b9b0d1300020bc0f0020ad50c815ae30c5d0c11c0020ace0d488c9c8b85c0020c778c1c4d560002000410064006f0062006500200050004400460020bb38c11cb97c0020c791c131d569b2c8b2e4002e0020c774b807ac8c0020c791c131b41c00200050004400460020bb38c11cb2940020004100630072006f0062006100740020bc0f002000410064006f00620065002000520065006100640065007200200035002e00300020c774c0c1c5d0c11c0020c5f40020c2180020c788c2b5b2c8b2e4002e	FEFFc7740020c124c815c7440020c0acc6a9d558c5ec0020b370c2a4d06cd0d10020d504b9b0d1300020bc0f0020ad50c815ae30c5d0c11c0020ace0d488c9c8b85c0020c778c1c4d560002000410064006f0062006500200050004400460020bb38c11cb97c0020c791c131d569b2c8b2e4002e0020c774b807ac8c0020c791c131b41c00200050004400460020bb38c11cb2940020004100630072006f0062006100740020bc0f002000410064006f00620065002000520065006100640065007200200035002e00300020c774c0c1c5d0c11c0020c5f40020c2180020c788c2b5b2c8b2e4002e	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	399	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	651	400	/NLD	/NLD	.
work_ayatblpinzaztdzhilw6yqsi6m	651	401	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	651	402	Gebruik	Gebruik	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	403	deze	deze	JJ
work_ayatblpinzaztdzhilw6yqsi6m	651	404	instellingen	instellingen	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	405	om	om	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	406	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	407	PDF	PDF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	408	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	651	409	documenten	documenten	VBN
work_ayatblpinzaztdzhilw6yqsi6m	651	410	te	te	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	411	maken	maken	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	412	voor	voor	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	413	kwaliteitsafdrukken	kwaliteitsafdrukken	NNP
work_ayatblpinzaztdzhilw6yqsi6m	651	414	op	op	NN
work_ayatblpinzaztdzhilw6yqsi6m	651	415	desktopprinters	desktopprinter	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	416	en	en	IN
work_ayatblpinzaztdzhilw6yqsi6m	651	417	proofers	proofer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	651	418	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	652	1	De	De	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	2	gemaakte	gemaakte	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	3	PDF	PDF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	4	-	-	HYPH
work_ayatblpinzaztdzhilw6yqsi6m	652	5	documenten	documenten	VBN
work_ayatblpinzaztdzhilw6yqsi6m	652	6	kunnen	kunnen	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	7	worden	worden	JJ
work_ayatblpinzaztdzhilw6yqsi6m	652	8	geopend	geopend	NN
work_ayatblpinzaztdzhilw6yqsi6m	652	9	met	meet	VBD
work_ayatblpinzaztdzhilw6yqsi6m	652	10	Acrobat	Acrobat	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	11	en	en	IN
work_ayatblpinzaztdzhilw6yqsi6m	652	12	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	13	Reader	Reader	NNP
work_ayatblpinzaztdzhilw6yqsi6m	652	14	5.0	5.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	652	15	en	en	NN
work_ayatblpinzaztdzhilw6yqsi6m	652	16	hoger	hoger	NN
work_ayatblpinzaztdzhilw6yqsi6m	652	17	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	652	18	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	653	1	/NOR	/NOR	NFP
work_ayatblpinzaztdzhilw6yqsi6m	653	2	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	3	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	JJ
work_ayatblpinzaztdzhilw6yqsi6m	653	4	>	>	NN
work_ayatblpinzaztdzhilw6yqsi6m	653	5	/PTB	/PTB	.
work_ayatblpinzaztdzhilw6yqsi6m	653	6	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	7	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	NNP
work_ayatblpinzaztdzhilw6yqsi6m	653	8	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	9	/SUO	/suo	FW
work_ayatblpinzaztdzhilw6yqsi6m	653	10	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	11	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	NNP
work_ayatblpinzaztdzhilw6yqsi6m	653	12	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	13	/SVE	/SVE	.
work_ayatblpinzaztdzhilw6yqsi6m	653	14	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	15	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	FEFF0041006e007600e4006e00640020006400650020006800e4007200200069006e0073007400e4006c006c006e0069006e006700610072006e00610020006f006d002000640075002000760069006c006c00200073006b006100700061002000410064006f006200650020005000440046002d0064006f006b0075006d0065006e00740020006600f600720020006b00760061006c00690074006500740073007500740073006b0072006900660074006500720020007000e5002000760061006e006c00690067006100200073006b0072006900760061007200650020006f006300680020006600f600720020006b006f007200720065006b007400750072002e002000200053006b006100700061006400650020005000440046002d0064006f006b0075006d0065006e00740020006b0061006e002000f600700070006e00610073002000690020004100630072006f0062006100740020006f00630068002000410064006f00620065002000520065006100640065007200200035002e00300020006f00630068002000730065006e006100720065002e	NNP
work_ayatblpinzaztdzhilw6yqsi6m	653	16	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	653	17	/ENU	/ENU	.
work_ayatblpinzaztdzhilw6yqsi6m	653	18	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	653	19	Use	use	VB
work_ayatblpinzaztdzhilw6yqsi6m	653	20	these	these	DT
work_ayatblpinzaztdzhilw6yqsi6m	653	21	settings	setting	NNS
work_ayatblpinzaztdzhilw6yqsi6m	653	22	to	to	TO
work_ayatblpinzaztdzhilw6yqsi6m	653	23	create	create	VB
work_ayatblpinzaztdzhilw6yqsi6m	653	24	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	653	25	PDF	PDF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	653	26	documents	document	NNS
work_ayatblpinzaztdzhilw6yqsi6m	653	27	for	for	IN
work_ayatblpinzaztdzhilw6yqsi6m	653	28	quality	quality	NN
work_ayatblpinzaztdzhilw6yqsi6m	653	29	printing	print	VBG
work_ayatblpinzaztdzhilw6yqsi6m	653	30	on	on	IN
work_ayatblpinzaztdzhilw6yqsi6m	653	31	desktop	desktop	NN
work_ayatblpinzaztdzhilw6yqsi6m	653	32	printers	printer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	653	33	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	653	34	proofers	proofer	NNS
work_ayatblpinzaztdzhilw6yqsi6m	653	35	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	654	1	Created	create	VBN
work_ayatblpinzaztdzhilw6yqsi6m	654	2	PDF	PDF	NNP
work_ayatblpinzaztdzhilw6yqsi6m	654	3	documents	document	NNS
work_ayatblpinzaztdzhilw6yqsi6m	654	4	can	can	MD
work_ayatblpinzaztdzhilw6yqsi6m	654	5	be	be	VB
work_ayatblpinzaztdzhilw6yqsi6m	654	6	opened	open	VBN
work_ayatblpinzaztdzhilw6yqsi6m	654	7	with	with	IN
work_ayatblpinzaztdzhilw6yqsi6m	654	8	Acrobat	Acrobat	NNP
work_ayatblpinzaztdzhilw6yqsi6m	654	9	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	654	10	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	654	11	Reader	Reader	NNP
work_ayatblpinzaztdzhilw6yqsi6m	654	12	5.0	5.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	654	13	and	and	CC
work_ayatblpinzaztdzhilw6yqsi6m	654	14	later	later	RB
work_ayatblpinzaztdzhilw6yqsi6m	654	15	.	.	.
work_ayatblpinzaztdzhilw6yqsi6m	654	16	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	1	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	2	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	3	/Namespace	/namespace	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	4	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	5	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	6	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	7	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	8	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	9	Common	Common	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	10	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	11	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	12	1.0	1.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	13	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	14	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	15	/OtherNamespaces	/OtherNamespaces	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	16	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	17	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	18	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	19	/AsReaderSpreads	/AsReaderSpreads	,
work_ayatblpinzaztdzhilw6yqsi6m	655	20	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	21	/CropImagesToFrames	/CropImagesToFrames	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	22	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	23	/ErrorControl	/ErrorControl	.
work_ayatblpinzaztdzhilw6yqsi6m	655	24	/WarnAndContinue	/WarnAndContinue	.
work_ayatblpinzaztdzhilw6yqsi6m	655	25	/FlattenerIgnoreSpreadOverrides	/FlattenerIgnoreSpreadOverrides	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	26	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	27	/IncludeGuidesGrids	/IncludeGuidesGrids	,
work_ayatblpinzaztdzhilw6yqsi6m	655	28	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	29	/IncludeNonPrinting	/includenonprinte	VBG
work_ayatblpinzaztdzhilw6yqsi6m	655	30	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	31	/IncludeSlug	/IncludeSlug	,
work_ayatblpinzaztdzhilw6yqsi6m	655	32	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	33	/Namespace	/namespace	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	34	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	35	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	36	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	37	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	38	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	39	InDesign	InDesign	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	40	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	41	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	42	4.0	4.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	43	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	44	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	45	/OmitPlacedBitmaps	/OmitPlacedBitmaps	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	46	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	47	/OmitPlacedEPS	/OmitPlacedEPS	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	48	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	49	/OmitPlacedPDF	/OmitPlacedPDF	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	50	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	51	/SimulateOverprint	/SimulateOverprint	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	52	/Legacy	/Legacy	.
work_ayatblpinzaztdzhilw6yqsi6m	655	53	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	54	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	55	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	56	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	57	/AddBleedMarks	/AddBleedMarks	,
work_ayatblpinzaztdzhilw6yqsi6m	655	58	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	59	/AddColorBars	/AddColorBars	:
work_ayatblpinzaztdzhilw6yqsi6m	655	60	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	61	/AddCropMarks	/AddCropMarks	,
work_ayatblpinzaztdzhilw6yqsi6m	655	62	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	63	/AddPageInfo	/AddPageInfo	,
work_ayatblpinzaztdzhilw6yqsi6m	655	64	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	65	/AddRegMarks	/AddRegMarks	,
work_ayatblpinzaztdzhilw6yqsi6m	655	66	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	67	/ConvertColors	/convertcolors	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	68	/NoConversion	/NoConversion	,
work_ayatblpinzaztdzhilw6yqsi6m	655	69	/DestinationProfileName	/DestinationProfileName	.
work_ayatblpinzaztdzhilw6yqsi6m	655	70	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	71	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	72	/DestinationProfileSelector	/DestinationProfileSelector	NFP
work_ayatblpinzaztdzhilw6yqsi6m	655	73	/NA	/NA	.
work_ayatblpinzaztdzhilw6yqsi6m	655	74	/Downsample16BitImages	/Downsample16BitImages	,
work_ayatblpinzaztdzhilw6yqsi6m	655	75	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	76	/FlattenerPreset	/FlattenerPreset	.
work_ayatblpinzaztdzhilw6yqsi6m	655	77	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	78	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	79	/PresetSelector	/presetselector	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	80	/MediumResolution	/MediumResolution	.
work_ayatblpinzaztdzhilw6yqsi6m	655	81	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	82	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	83	/FormElements	/formelement	NNS
work_ayatblpinzaztdzhilw6yqsi6m	655	84	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	85	/GenerateStructure	/generatestructure	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	86	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	87	/IncludeBookmarks	/IncludeBookmarks	.
work_ayatblpinzaztdzhilw6yqsi6m	655	88	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	89	/IncludeHyperlinks	/includehyperlinks	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	90	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	91	/IncludeInteractive	/includeinteractive	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	92	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	93	/IncludeLayers	/IncludeLayers	,
work_ayatblpinzaztdzhilw6yqsi6m	655	94	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	95	/IncludeProfiles	/IncludeProfiles	.
work_ayatblpinzaztdzhilw6yqsi6m	655	96	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	97	/MultimediaHandling	/multimediahandling	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	98	/UseObjectSettings	/UseObjectSettings	.
work_ayatblpinzaztdzhilw6yqsi6m	655	99	/Namespace	/Namespace	.
work_ayatblpinzaztdzhilw6yqsi6m	655	100	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	101	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	102	Adobe	Adobe	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	103	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	104	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	105	CreativeSuite	CreativeSuite	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	106	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	107	(	(	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	108	2.0	2.0	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	109	)	)	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	110	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	111	/PDFXOutputIntentProfileSelector	/pdfxoutputintentprofileselector	NN
work_ayatblpinzaztdzhilw6yqsi6m	655	112	/NA	/NA	.
work_ayatblpinzaztdzhilw6yqsi6m	655	113	/PreserveEditing	/preserveedite	VBG
work_ayatblpinzaztdzhilw6yqsi6m	655	114	true	true	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	115	/UntaggedCMYKHandling	/untaggedcmykhandling	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	116	/LeaveUntagged	/leaveuntagged	PRP$
work_ayatblpinzaztdzhilw6yqsi6m	655	117	/UntaggedRGBHandling	/untaggedrgbhandle	VBG
work_ayatblpinzaztdzhilw6yqsi6m	655	118	/LeaveUntagged	/leaveuntagged	UH
work_ayatblpinzaztdzhilw6yqsi6m	655	119	/UseDocumentBleed	/UseDocumentBleed	,
work_ayatblpinzaztdzhilw6yqsi6m	655	120	false	false	JJ
work_ayatblpinzaztdzhilw6yqsi6m	655	121	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	122	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	123	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	124	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	125	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	126	setdistillerparams	setdistillerparam	NNS
work_ayatblpinzaztdzhilw6yqsi6m	655	127	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	128	<	<	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	129	/HWResolution	/HWResolution	NNP
work_ayatblpinzaztdzhilw6yqsi6m	655	130	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	131	2400	2400	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	132	2400	2400	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	133	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	134	/PageSize	/PageSize	.
work_ayatblpinzaztdzhilw6yqsi6m	655	135	[	[	-LRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	136	612.000	612.000	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	137	792.000	792.000	CD
work_ayatblpinzaztdzhilw6yqsi6m	655	138	]	]	-RRB-
work_ayatblpinzaztdzhilw6yqsi6m	655	139	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	140	>	>	XX
work_ayatblpinzaztdzhilw6yqsi6m	655	141	setpagedevice	setpagedevice	NN