id	sid	tid	token	lemma	pos
bitcs-6265	1	1	vol	vol	NOUN
bitcs-6265	1	2	.	.	PROPN
bitcs-6265	1	3	5	5	NUM
bitcs-6265	1	4	,	,	PUNCT
bitcs-6265	1	5	no.2	no.2	PROPN
bitcs-6265	1	6	june	june	PROPN
bitcs-6265	1	7	2024	2024	NUM
bitcs-6265	2	1	|	|	ADV
bitcs-6265	2	2	74	74	NUM
bitcs-6265	2	3	ransomware	ransomware	NOUN
bitcs-6265	2	4	detection	detection	NOUN
bitcs-6265	2	5	using	use	VERB
bitcs-6265	2	6	machine	machine	NOUN
bitcs-6265	2	7	learning	learn	VERB
bitcs-6265	2	8	algorithm	algorithm	PROPN
bitcs-6265	2	9	olaniyi	olaniyi	PROPN
bitcs-6265	2	10	abiodun	abiodun	PROPN
bitcs-6265	2	11	ayeni	ayeni	PROPN
bitcs-6265	2	12	1	1	NUM
bitcs-6265	2	13	*	*	PROPN
bitcs-6265	2	14	,	,	PUNCT
bitcs-6265	2	15	ibitola	ibitola	PROPN
bitcs-6265	2	16	elizabeth	elizabeth	PROPN
bitcs-6265	2	17	adejumo	adejumo	PROPN
bitcs-6265	2	18	2	2	NUM
bitcs-6265	2	19	department	department	NOUN
bitcs-6265	2	20	of	of	ADP
bitcs-6265	2	21	cyber	cyber	PROPN
bitcs-6265	2	22	security	security	NOUN
bitcs-6265	2	23	,	,	PUNCT
bitcs-6265	2	24	school	school	NOUN
bitcs-6265	2	25	of	of	ADP
bitcs-6265	2	26	computing	computing	NOUN
bitcs-6265	2	27	,	,	PUNCT
bitcs-6265	2	28	federal	federal	ADJ
bitcs-6265	2	29	university	university	PROPN
bitcs-6265	2	30	of	of	ADP
bitcs-6265	2	31	technology	technology	NOUN
bitcs-6265	2	32	,	,	PUNCT
bitcs-6265	2	33	akure	akure	PROPN
bitcs-6265	2	34	nigeria	nigeria	PROPN
bitcs-6265	2	35	*	*	PROPN
bitcs-6265	2	36	department	department	PROPN
bitcs-6265	2	37	of	of	ADP
bitcs-6265	2	38	academic	academic	ADJ
bitcs-6265	2	39	planning	planning	NOUN
bitcs-6265	2	40	,	,	PUNCT
bitcs-6265	2	41	ict	ict	PROPN
bitcs-6265	2	42	,	,	PUNCT
bitcs-6265	2	43	university	university	PROPN
bitcs-6265	2	44	of	of	ADP
bitcs-6265	2	45	medical	medical	ADJ
bitcs-6265	2	46	sciences	sciences	PROPN
bitcs-6265	2	47	,	,	PUNCT
bitcs-6265	2	48	ondo	ondo	X
bitcs-6265	2	49	state	state	PROPN
bitcs-6265	2	50	nigeria	nigeria	PROPN
bitcs-6265	2	51	.	.	PUNCT
bitcs-6265	3	1	e	e	X
bitcs-6265	3	2	-	-	NOUN
bitcs-6265	3	3	mail	mail	NOUN
bitcs-6265	3	4	:	:	PUNCT
bitcs-6265	3	5	oaayeni@futa.edu.ng1	oaayeni@futa.edu.ng1	PROPN
bitcs-6265	3	6	*	*	NOUN
bitcs-6265	3	7	,	,	PUNCT
bitcs-6265	3	8	iadejumo@unimed.edu.ng	iadejumo@unimed.edu.ng	NOUN
bitcs-6265	3	9	2	2	NUM
bitcs-6265	3	10	abstract	abstract	NOUN
bitcs-6265	3	11	with	with	ADP
bitcs-6265	3	12	the	the	DET
bitcs-6265	3	13	advent	advent	NOUN
bitcs-6265	3	14	and	and	CCONJ
bitcs-6265	3	15	subsequent	subsequent	ADJ
bitcs-6265	3	16	explosion	explosion	NOUN
bitcs-6265	3	17	of	of	ADP
bitcs-6265	3	18	the	the	DET
bitcs-6265	3	19	internet	internet	NOUN
bitcs-6265	3	20	,	,	PUNCT
bitcs-6265	3	21	global	global	ADJ
bitcs-6265	3	22	connectivity	connectivity	NOUN
bitcs-6265	3	23	has	have	AUX
bitcs-6265	3	24	been	be	AUX
bitcs-6265	3	25	achieved	achieve	VERB
bitcs-6265	3	26	,	,	PUNCT
bitcs-6265	3	27	and	and	CCONJ
bitcs-6265	3	28	is	be	AUX
bitcs-6265	3	29	on	on	ADP
bitcs-6265	3	30	the	the	DET
bitcs-6265	3	31	rise	rise	NOUN
bitcs-6265	3	32	.	.	PUNCT
bitcs-6265	4	1	this	this	PRON
bitcs-6265	4	2	provides	provide	VERB
bitcs-6265	4	3	a	a	DET
bitcs-6265	4	4	host	host	NOUN
bitcs-6265	4	5	of	of	ADP
bitcs-6265	4	6	advantages	advantage	NOUN
bitcs-6265	4	7	such	such	ADJ
bitcs-6265	4	8	as	as	ADP
bitcs-6265	4	9	connectivity	connectivity	NOUN
bitcs-6265	4	10	and	and	CCONJ
bitcs-6265	4	11	communication	communication	NOUN
bitcs-6265	4	12	,	,	PUNCT
bitcs-6265	4	13	information	information	NOUN
bitcs-6265	4	14	broadcast	broadcast	NOUN
bitcs-6265	4	15	and	and	CCONJ
bitcs-6265	4	16	transmission	transmission	NOUN
bitcs-6265	4	17	,	,	PUNCT
bitcs-6265	4	18	amongst	amongst	ADP
bitcs-6265	4	19	others	other	NOUN
bitcs-6265	4	20	.	.	PUNCT
bitcs-6265	5	1	this	this	PRON
bitcs-6265	5	2	however	however	ADV
bitcs-6265	5	3	introduces	introduce	VERB
bitcs-6265	5	4	a	a	DET
bitcs-6265	5	5	new	new	ADJ
bitcs-6265	5	6	set	set	NOUN
bitcs-6265	5	7	of	of	ADP
bitcs-6265	5	8	challenges	challenge	NOUN
bitcs-6265	5	9	:	:	PUNCT
bitcs-6265	5	10	the	the	DET
bitcs-6265	5	11	safety	safety	NOUN
bitcs-6265	5	12	and	and	CCONJ
bitcs-6265	5	13	protection	protection	NOUN
bitcs-6265	5	14	of	of	ADP
bitcs-6265	5	15	these	these	DET
bitcs-6265	5	16	communication	communication	NOUN
bitcs-6265	5	17	channels	channel	NOUN
bitcs-6265	5	18	amongst	amongst	ADP
bitcs-6265	5	19	them	they	PRON
bitcs-6265	5	20	.	.	PUNCT
bitcs-6265	6	1	information	information	NOUN
bitcs-6265	6	2	has	have	AUX
bitcs-6265	6	3	always	always	ADV
bitcs-6265	6	4	been	be	AUX
bitcs-6265	6	5	power	power	NOUN
bitcs-6265	6	6	,	,	PUNCT
bitcs-6265	6	7	and	and	CCONJ
bitcs-6265	6	8	the	the	DET
bitcs-6265	6	9	widespread	widespread	ADJ
bitcs-6265	6	10	mature	mature	NOUN
bitcs-6265	6	11	of	of	ADP
bitcs-6265	6	12	information	information	NOUN
bitcs-6265	6	13	only	only	ADV
bitcs-6265	6	14	results	result	VERB
bitcs-6265	6	15	in	in	ADP
bitcs-6265	6	16	the	the	DET
bitcs-6265	6	17	widespread	widespread	ADJ
bitcs-6265	6	18	attempts	attempt	NOUN
bitcs-6265	6	19	to	to	PART
bitcs-6265	6	20	procure	procure	VERB
bitcs-6265	6	21	it	it	PRON
bitcs-6265	6	22	,	,	PUNCT
bitcs-6265	6	23	sometimes	sometimes	ADV
bitcs-6265	6	24	via	via	ADP
bitcs-6265	6	25	illegal	illegal	ADJ
bitcs-6265	6	26	channels	channel	NOUN
bitcs-6265	6	27	.	.	PUNCT
bitcs-6265	7	1	in	in	ADP
bitcs-6265	7	2	view	view	NOUN
bitcs-6265	7	3	of	of	ADP
bitcs-6265	7	4	this	this	PRON
bitcs-6265	7	5	,	,	PUNCT
bitcs-6265	7	6	this	this	DET
bitcs-6265	7	7	research	research	NOUN
bitcs-6265	7	8	aims	aim	VERB
bitcs-6265	7	9	at	at	ADP
bitcs-6265	7	10	detecting	detect	VERB
bitcs-6265	7	11	crypto	crypto	NOUN
bitcs-6265	7	12	-	-	NOUN
bitcs-6265	7	13	ransomware	ransomware	NOUN
bitcs-6265	7	14	and	and	CCONJ
bitcs-6265	7	15	locker	locker	NOUN
bitcs-6265	7	16	ransomware	ransomware	NOUN
bitcs-6265	7	17	.	.	PUNCT
bitcs-6265	8	1	data	datum	NOUN
bitcs-6265	8	2	was	be	AUX
bitcs-6265	8	3	collected	collect	VERB
bitcs-6265	8	4	from	from	ADP
bitcs-6265	8	5	an	an	DET
bitcs-6265	8	6	open	open	ADJ
bitcs-6265	8	7	repository	repository	NOUN
bitcs-6265	8	8	and	and	CCONJ
bitcs-6265	8	9	cleaned	clean	VERB
bitcs-6265	8	10	.	.	PUNCT
bitcs-6265	9	1	the	the	DET
bitcs-6265	9	2	cleaned	clean	VERB
bitcs-6265	9	3	data	datum	NOUN
bitcs-6265	9	4	was	be	AUX
bitcs-6265	9	5	then	then	ADV
bitcs-6265	9	6	split	split	VERB
bitcs-6265	9	7	into	into	ADP
bitcs-6265	9	8	tests	test	NOUN
bitcs-6265	9	9	,	,	PUNCT
bitcs-6265	9	10	train	train	NOUN
bitcs-6265	9	11	sets	set	NOUN
bitcs-6265	9	12	and	and	CCONJ
bitcs-6265	9	13	validation	validation	NOUN
bitcs-6265	9	14	which	which	PRON
bitcs-6265	9	15	was	be	AUX
bitcs-6265	9	16	used	use	VERB
bitcs-6265	9	17	to	to	PART
bitcs-6265	9	18	train	train	VERB
bitcs-6265	9	19	a	a	DET
bitcs-6265	9	20	number	number	NOUN
bitcs-6265	9	21	of	of	ADP
bitcs-6265	9	22	ml	ml	NOUN
bitcs-6265	9	23	models	model	NOUN
bitcs-6265	9	24	based	base	VERB
bitcs-6265	9	25	on	on	ADP
bitcs-6265	9	26	the	the	DET
bitcs-6265	9	27	:	:	PUNCT
bitcs-6265	9	28	random	random	ADJ
bitcs-6265	9	29	forest	forest	NOUN
bitcs-6265	9	30	algorithm	algorithm	NOUN
bitcs-6265	9	31	,	,	PUNCT
bitcs-6265	9	32	support	support	NOUN
bitcs-6265	9	33	vector	vector	NOUN
bitcs-6265	9	34	machine	machine	NOUN
bitcs-6265	9	35	(	(	PUNCT
bitcs-6265	9	36	svm	svm	PROPN
bitcs-6265	9	37	)	)	PUNCT
bitcs-6265	9	38	and	and	CCONJ
bitcs-6265	9	39	gradient	gradient	ADJ
bitcs-6265	9	40	boosting	boost	VERB
bitcs-6265	9	41	algorithm	algorithm	NOUN
bitcs-6265	9	42	.	.	PUNCT
bitcs-6265	10	1	ransomware	ransomware	NOUN
bitcs-6265	10	2	is	be	AUX
bitcs-6265	10	3	one	one	NUM
bitcs-6265	10	4	of	of	ADP
bitcs-6265	10	5	the	the	DET
bitcs-6265	10	6	well	well	ADV
bitcs-6265	10	7	-	-	PUNCT
bitcs-6265	10	8	known	know	VERB
bitcs-6265	10	9	ways	way	NOUN
bitcs-6265	10	10	and	and	CCONJ
bitcs-6265	10	11	frequent	frequent	ADJ
bitcs-6265	10	12	use	use	NOUN
bitcs-6265	10	13	which	which	PRON
bitcs-6265	10	14	cyber	cyber	NOUN
bitcs-6265	10	15	-	-	PUNCT
bitcs-6265	10	16	attackers	attacker	NOUN
bitcs-6265	10	17	use	use	VERB
bitcs-6265	10	18	in	in	ADP
bitcs-6265	10	19	infecting	infect	VERB
bitcs-6265	10	20	their	their	PRON
bitcs-6265	10	21	victims	victim	NOUN
bitcs-6265	10	22	,	,	PUNCT
bitcs-6265	10	23	either	either	CCONJ
bitcs-6265	10	24	through	through	ADP
bitcs-6265	10	25	phishing	phishe	VERB
bitcs-6265	10	26	or	or	CCONJ
bitcs-6265	10	27	drive	drive	NOUN
bitcs-6265	10	28	download	download	NOUN
bitcs-6265	10	29	.	.	PUNCT
bitcs-6265	11	1	attackers	attacker	NOUN
bitcs-6265	11	2	will	will	AUX
bitcs-6265	11	3	create	create	VERB
bitcs-6265	11	4	an	an	DET
bitcs-6265	11	5	email	email	NOUN
bitcs-6265	11	6	pretending	pretend	VERB
bitcs-6265	11	7	to	to	PART
bitcs-6265	11	8	be	be	AUX
bitcs-6265	11	9	from	from	ADP
bitcs-6265	11	10	a	a	DET
bitcs-6265	11	11	genuine	genuine	ADJ
bitcs-6265	11	12	resource	resource	NOUN
bitcs-6265	11	13	and	and	CCONJ
bitcs-6265	11	14	send	send	VERB
bitcs-6265	11	15	it	it	PRON
bitcs-6265	11	16	to	to	ADP
bitcs-6265	11	17	their	their	PRON
bitcs-6265	11	18	targeted	target	VERB
bitcs-6265	11	19	victims	victim	NOUN
bitcs-6265	11	20	.	.	PUNCT
bitcs-6265	12	1	however	however	ADV
bitcs-6265	12	2	,	,	PUNCT
bitcs-6265	12	3	this	this	DET
bitcs-6265	12	4	research	research	NOUN
bitcs-6265	12	5	illustrated	illustrate	VERB
bitcs-6265	12	6	how	how	SCONJ
bitcs-6265	12	7	to	to	PART
bitcs-6265	12	8	combat	combat	VERB
bitcs-6265	12	9	crypto	crypto	NOUN
bitcs-6265	12	10	-	-	NOUN
bitcs-6265	12	11	ransomware	ransomware	NOUN
bitcs-6265	12	12	and	and	CCONJ
bitcs-6265	12	13	locker	locker	NOUN
bitcs-6265	12	14	ransomware	ransomware	NOUN
bitcs-6265	12	15	.	.	PUNCT
bitcs-6265	13	1	implementing	implement	VERB
bitcs-6265	13	2	the	the	DET
bitcs-6265	13	3	machine	machine	NOUN
bitcs-6265	13	4	learning	learning	NOUN
bitcs-6265	13	5	algorithm	algorithm	NOUN
bitcs-6265	13	6	,	,	PUNCT
bitcs-6265	13	7	the	the	DET
bitcs-6265	13	8	system	system	NOUN
bitcs-6265	13	9	can	can	AUX
bitcs-6265	13	10	detect	detect	VERB
bitcs-6265	13	11	ransomware	ransomware	NOUN
bitcs-6265	13	12	under	under	ADP
bitcs-6265	13	13	30	30	NUM
bitcs-6265	13	14	’s	’s	PART
bitcs-6265	13	15	,	,	PUNCT
bitcs-6265	13	16	giving	give	VERB
bitcs-6265	13	17	computer	computer	NOUN
bitcs-6265	13	18	users	user	NOUN
bitcs-6265	13	19	over	over	ADP
bitcs-6265	13	20	90	90	NUM
bitcs-6265	13	21	%	%	NOUN
bitcs-6265	13	22	assurance	assurance	NOUN
bitcs-6265	13	23	of	of	ADP
bitcs-6265	13	24	their	their	PRON
bitcs-6265	13	25	system	system	NOUN
bitcs-6265	13	26	for	for	ADP
bitcs-6265	13	27	ransomware	ransomware	NOUN
bitcs-6265	13	28	free	free	ADJ
bitcs-6265	13	29	.	.	PUNCT
bitcs-6265	14	1	keywords	keyword	NOUN
bitcs-6265	14	2	:	:	PUNCT
bitcs-6265	14	3	gradient	gradient	ADJ
bitcs-6265	14	4	boosting	boost	VERB
bitcs-6265	14	5	algorithm	algorithm	NOUN
bitcs-6265	14	6	,	,	PUNCT
bitcs-6265	14	7	machine	machine	NOUN
bitcs-6265	14	8	learning	learning	NOUN
bitcs-6265	14	9	,	,	PUNCT
bitcs-6265	14	10	random	random	ADJ
bitcs-6265	14	11	forest	forest	NOUN
bitcs-6265	14	12	,	,	PUNCT
bitcs-6265	14	13	ransomware	ransomware	NOUN
bitcs-6265	14	14	,	,	PUNCT
bitcs-6265	14	15	support	support	VERB
bitcs-6265	14	16	vector	vector	NOUN
bitcs-6265	14	17	machine	machine	NOUN
bitcs-6265	14	18	.	.	PUNCT
bitcs-6265	15	1	i.	i.	PROPN
bitcs-6265	15	2	introduction	introduction	NOUN
bitcs-6265	15	3	it	it	PRON
bitcs-6265	15	4	is	be	AUX
bitcs-6265	15	5	possible	possible	ADJ
bitcs-6265	15	6	to	to	PART
bitcs-6265	15	7	access	access	VERB
bitcs-6265	15	8	information	information	NOUN
bitcs-6265	15	9	via	via	ADP
bitcs-6265	15	10	the	the	DET
bitcs-6265	15	11	internet	internet	NOUN
bitcs-6265	15	12	and	and	CCONJ
bitcs-6265	15	13	easily	easily	ADV
bitcs-6265	15	14	recover	recover	VERB
bitcs-6265	15	15	it	it	PRON
bitcs-6265	15	16	for	for	ADP
bitcs-6265	15	17	a	a	DET
bitcs-6265	15	18	cheaper	cheap	ADJ
bitcs-6265	15	19	cost	cost	NOUN
bitcs-6265	15	20	in	in	ADP
bitcs-6265	15	21	our	our	PRON
bitcs-6265	15	22	digital	digital	ADJ
bitcs-6265	15	23	world	world	NOUN
bitcs-6265	15	24	today	today	NOUN
bitcs-6265	15	25	where	where	SCONJ
bitcs-6265	15	26	information	information	NOUN
bitcs-6265	15	27	’s	’	VERB
bitcs-6265	15	28	are	be	AUX
bitcs-6265	15	29	stored	store	VERB
bitcs-6265	15	30	digitally	digitally	ADV
bitcs-6265	15	31	.	.	PUNCT
bitcs-6265	16	1	without	without	ADP
bitcs-6265	16	2	stress	stress	NOUN
bitcs-6265	16	3	,	,	PUNCT
bitcs-6265	16	4	everything	everything	PRON
bitcs-6265	16	5	is	be	AUX
bitcs-6265	16	6	completed	complete	VERB
bitcs-6265	16	7	effortlessly	effortlessly	ADV
bitcs-6265	16	8	and	and	CCONJ
bitcs-6265	16	9	efficiently	efficiently	ADV
bitcs-6265	16	10	.	.	PUNCT
bitcs-6265	17	1	digitalization	digitalization	NOUN
bitcs-6265	17	2	has	have	AUX
bitcs-6265	17	3	increased	increase	VERB
bitcs-6265	17	4	computer	computer	NOUN
bitcs-6265	17	5	users	user	NOUN
bitcs-6265	17	6	'	'	PART
bitcs-6265	17	7	quality	quality	NOUN
bitcs-6265	17	8	of	of	ADP
bitcs-6265	17	9	life	life	NOUN
bitcs-6265	17	10	.	.	PUNCT
bitcs-6265	18	1	but	but	CCONJ
bitcs-6265	18	2	every	every	DET
bitcs-6265	18	3	pillar	pillar	NOUN
bitcs-6265	18	4	has	have	VERB
bitcs-6265	18	5	two	two	NUM
bitcs-6265	18	6	sides	side	NOUN
bitcs-6265	18	7	,	,	PUNCT
bitcs-6265	18	8	as	as	SCONJ
bitcs-6265	18	9	the	the	DET
bitcs-6265	18	10	saying	saying	NOUN
bitcs-6265	18	11	goes	go	VERB
bitcs-6265	18	12	.	.	PUNCT
bitcs-6265	19	1	if	if	SCONJ
bitcs-6265	19	2	used	use	VERB
bitcs-6265	19	3	as	as	ADP
bitcs-6265	19	4	a	a	DET
bitcs-6265	19	5	whole	whole	NOUN
bitcs-6265	19	6	,	,	PUNCT
bitcs-6265	19	7	digitization	digitization	NOUN
bitcs-6265	19	8	has	have	AUX
bitcs-6265	19	9	reduced	reduce	VERB
bitcs-6265	19	10	crime	crime	NOUN
bitcs-6265	19	11	since	since	SCONJ
bitcs-6265	19	12	technology	technology	NOUN
bitcs-6265	19	13	has	have	AUX
bitcs-6265	19	14	made	make	VERB
bitcs-6265	19	15	tasks	task	NOUN
bitcs-6265	19	16	easier	easy	ADJ
bitcs-6265	19	17	to	to	PART
bitcs-6265	19	18	complete	complete	VERB
bitcs-6265	19	19	and	and	CCONJ
bitcs-6265	19	20	requires	require	VERB
bitcs-6265	19	21	less	less	ADJ
bitcs-6265	19	22	paperwork	paperwork	NOUN
bitcs-6265	19	23	.	.	PUNCT
bitcs-6265	20	1	however	however	ADV
bitcs-6265	20	2	,	,	PUNCT
bitcs-6265	20	3	it	it	PRON
bitcs-6265	20	4	creates	create	VERB
bitcs-6265	20	5	a	a	DET
bitcs-6265	20	6	security	security	NOUN
bitcs-6265	20	7	concern	concern	NOUN
bitcs-6265	20	8	for	for	ADP
bitcs-6265	20	9	a	a	DET
bitcs-6265	20	10	person	person	NOUN
bitcs-6265	20	11	's	's	PART
bitcs-6265	20	12	private	private	ADJ
bitcs-6265	20	13	and	and	CCONJ
bitcs-6265	20	14	sensitive	sensitive	ADJ
bitcs-6265	20	15	data	datum	NOUN
bitcs-6265	20	16	information	information	NOUN
bitcs-6265	20	17	.	.	PUNCT
bitcs-6265	21	1	there	there	PRON
bitcs-6265	21	2	are	be	VERB
bitcs-6265	21	3	numerous	numerous	ADJ
bitcs-6265	21	4	thefts	theft	NOUN
bitcs-6265	21	5	and	and	CCONJ
bitcs-6265	21	6	cyberattacks	cyberattack	NOUN
bitcs-6265	21	7	that	that	PRON
bitcs-6265	21	8	have	have	AUX
bitcs-6265	21	9	occurred	occur	VERB
bitcs-6265	21	10	which	which	PRON
bitcs-6265	21	11	include	include	VERB
bitcs-6265	21	12	viruses	virus	NOUN
bitcs-6265	21	13	,	,	PUNCT
bitcs-6265	21	14	spyware	spyware	NOUN
bitcs-6265	21	15	,	,	PUNCT
bitcs-6265	21	16	malware	malware	NOUN
bitcs-6265	21	17	,	,	PUNCT
bitcs-6265	21	18	trojans	trojan	NOUN
bitcs-6265	21	19	,	,	PUNCT
bitcs-6265	21	20	phishing	phishing	NOUN
bitcs-6265	21	21	,	,	PUNCT
bitcs-6265	21	22	and	and	CCONJ
bitcs-6265	21	23	intruders	intruder	NOUN
bitcs-6265	21	24	[	[	X
bitcs-6265	21	25	1	1	NUM
bitcs-6265	21	26	]	]	PUNCT
bitcs-6265	21	27	.	.	PUNCT
bitcs-6265	22	1	ransomware	ransomware	NOUN
bitcs-6265	22	2	is	be	AUX
bitcs-6265	22	3	a	a	DET
bitcs-6265	22	4	theft	theft	NOUN
bitcs-6265	22	5	which	which	PRON
bitcs-6265	22	6	is	be	AUX
bitcs-6265	22	7	a	a	DET
bitcs-6265	22	8	kind	kind	NOUN
bitcs-6265	22	9	of	of	ADP
bitcs-6265	22	10	infection	infection	NOUN
bitcs-6265	22	11	that	that	PRON
bitcs-6265	22	12	can	can	AUX
bitcs-6265	22	13	be	be	AUX
bitcs-6265	22	14	hard	hard	ADJ
bitcs-6265	22	15	to	to	PART
bitcs-6265	22	16	recover	recover	VERB
bitcs-6265	22	17	from	from	ADP
bitcs-6265	22	18	when	when	SCONJ
bitcs-6265	22	19	being	be	AUX
bitcs-6265	22	20	spread	spread	VERB
bitcs-6265	22	21	.	.	PUNCT
bitcs-6265	23	1	important	important	ADJ
bitcs-6265	23	2	files	file	NOUN
bitcs-6265	23	3	and	and	CCONJ
bitcs-6265	23	4	data	datum	NOUN
bitcs-6265	23	5	on	on	ADP
bitcs-6265	23	6	the	the	DET
bitcs-6265	23	7	user	user	NOUN
bitcs-6265	23	8	's	's	PART
bitcs-6265	23	9	computer	computer	NOUN
bitcs-6265	23	10	system	system	NOUN
bitcs-6265	23	11	are	be	AUX
bitcs-6265	23	12	corrupted	corrupt	VERB
bitcs-6265	23	13	as	as	ADP
bitcs-6265	23	14	a	a	DET
bitcs-6265	23	15	result	result	NOUN
bitcs-6265	23	16	of	of	ADP
bitcs-6265	23	17	this	this	DET
bitcs-6265	23	18	ransomware	ransomware	NOUN
bitcs-6265	23	19	.	.	PUNCT
bitcs-6265	24	1	ransomware	ransomware	NOUN
bitcs-6265	24	2	is	be	AUX
bitcs-6265	24	3	a	a	DET
bitcs-6265	24	4	kind	kind	NOUN
bitcs-6265	24	5	of	of	ADP
bitcs-6265	24	6	malicious	malicious	ADJ
bitcs-6265	24	7	malware	malware	NOUN
bitcs-6265	24	8	where	where	SCONJ
bitcs-6265	24	9	the	the	DET
bitcs-6265	24	10	attackers	attacker	NOUN
bitcs-6265	24	11	encrypt	encrypt	VERB
bitcs-6265	24	12	your	your	PRON
bitcs-6265	24	13	file	file	NOUN
bitcs-6265	24	14	and	and	CCONJ
bitcs-6265	24	15	make	make	VERB
bitcs-6265	24	16	it	it	PRON
bitcs-6265	24	17	inaccessible	inaccessible	ADJ
bitcs-6265	24	18	to	to	ADP
bitcs-6265	24	19	the	the	DET
bitcs-6265	24	20	owner	owner	NOUN
bitcs-6265	24	21	,	,	PUNCT
bitcs-6265	24	22	which	which	PRON
bitcs-6265	24	23	spreads	spread	VERB
bitcs-6265	24	24	more	more	ADV
bitcs-6265	24	25	widely	widely	ADV
bitcs-6265	24	26	and	and	CCONJ
bitcs-6265	24	27	gets	get	VERB
bitcs-6265	24	28	more	more	ADV
bitcs-6265	24	29	sophisticated	sophisticated	ADJ
bitcs-6265	24	30	every	every	DET
bitcs-6265	24	31	day	day	NOUN
bitcs-6265	24	32	[	[	X
bitcs-6265	24	33	10	10	NUM
bitcs-6265	24	34	]	]	PUNCT
bitcs-6265	24	35	.	.	PUNCT
bitcs-6265	25	1	every	every	DET
bitcs-6265	25	2	system	system	NOUN
bitcs-6265	25	3	in	in	ADP
bitcs-6265	25	4	the	the	DET
bitcs-6265	25	5	network	network	NOUN
bitcs-6265	25	6	today	today	NOUN
bitcs-6265	25	7	is	be	AUX
bitcs-6265	25	8	susceptible	susceptible	ADJ
bitcs-6265	25	9	to	to	ADP
bitcs-6265	25	10	attacks	attack	NOUN
bitcs-6265	25	11	by	by	ADP
bitcs-6265	25	12	online	online	ADJ
bitcs-6265	25	13	criminals	criminal	NOUN
bitcs-6265	25	14	.	.	PUNCT
bitcs-6265	26	1	now	now	ADV
bitcs-6265	26	2	that	that	SCONJ
bitcs-6265	26	3	automated	automate	VERB
bitcs-6265	26	4	technologies	technology	NOUN
bitcs-6265	26	5	are	be	AUX
bitcs-6265	26	6	more	more	ADV
bitcs-6265	26	7	sophisticated	sophisticated	ADJ
bitcs-6265	26	8	,	,	PUNCT
bitcs-6265	26	9	attackers	attacker	NOUN
bitcs-6265	26	10	have	have	VERB
bitcs-6265	26	11	access	access	NOUN
bitcs-6265	26	12	to	to	ADP
bitcs-6265	26	13	them	they	PRON
bitcs-6265	26	14	,	,	PUNCT
bitcs-6265	26	15	and	and	CCONJ
bitcs-6265	26	16	new	new	ADJ
bitcs-6265	26	17	threats	threat	NOUN
bitcs-6265	26	18	appear	appear	VERB
bitcs-6265	26	19	almost	almost	ADV
bitcs-6265	26	20	instantly	instantly	ADV
bitcs-6265	26	21	.	.	PUNCT
bitcs-6265	27	1	this	this	PRON
bitcs-6265	27	2	makes	make	VERB
bitcs-6265	27	3	it	it	PRON
bitcs-6265	27	4	possibly	possibly	ADV
bitcs-6265	27	5	challenging	challenge	VERB
bitcs-6265	27	6	to	to	PART
bitcs-6265	27	7	maintain	maintain	VERB
bitcs-6265	27	8	proper	proper	ADJ
bitcs-6265	27	9	cybersecurity	cybersecurity	NOUN
bitcs-6265	27	10	.	.	PUNCT
bitcs-6265	28	1	malicious	malicious	ADJ
bitcs-6265	28	2	software	software	NOUN
bitcs-6265	28	3	is	be	AUX
bitcs-6265	28	4	one	one	NUM
bitcs-6265	28	5	of	of	ADP
bitcs-6265	28	6	the	the	DET
bitcs-6265	28	7	biggest	big	ADJ
bitcs-6265	28	8	concerns	concern	NOUN
bitcs-6265	28	9	in	in	ADP
bitcs-6265	28	10	the	the	DET
bitcs-6265	28	11	digital	digital	ADJ
bitcs-6265	28	12	world	world	NOUN
bitcs-6265	28	13	,	,	PUNCT
bitcs-6265	28	14	and	and	CCONJ
bitcs-6265	28	15	sadly	sadly	ADV
bitcs-6265	28	16	,	,	PUNCT
bitcs-6265	28	17	the	the	DET
bitcs-6265	28	18	problem	problem	NOUN
bitcs-6265	28	19	is	be	AUX
bitcs-6265	28	20	getting	get	VERB
bitcs-6265	28	21	worse	bad	ADJ
bitcs-6265	28	22	day	day	NOUN
bitcs-6265	28	23	by	by	ADP
bitcs-6265	28	24	day	day	NOUN
bitcs-6265	28	25	[	[	X
bitcs-6265	28	26	4	4	NUM
bitcs-6265	28	27	]	]	PUNCT
bitcs-6265	28	28	.	.	PUNCT
bitcs-6265	29	1	p	p	X
bitcs-6265	29	2	-	-	PUNCT
bitcs-6265	29	3	issn	issn	NOUN
bitcs-6265	29	4	:	:	PUNCT
bitcs-6265	29	5	2715	2715	NUM
bitcs-6265	29	6	-	-	SYM
bitcs-6265	29	7	2448	2448	NUM
bitcs-6265	29	8	|	|	NOUN
bitcs-6265	29	9	e	e	NOUN
bitcs-6265	29	10	-	-	NOUN
bitcs-6265	29	11	issn	issn	NOUN
bitcs-6265	29	12	:	:	PUNCT
bitcs-6265	29	13	2715	2715	NUM
bitcs-6265	29	14	-	-	SYM
bitcs-6265	29	15	7199	7199	NUM
bitcs-6265	29	16	vol.5	vol.5	ADV
bitcs-6265	29	17	no.2	no.2	PROPN
bitcs-6265	29	18	june	june	PROPN
bitcs-6265	29	19	2024	2024	NUM
bitcs-6265	29	20	buana	buana	PROPN
bitcs-6265	29	21	information	information	PROPN
bitcs-6265	29	22	technology	technology	NOUN
bitcs-6265	29	23	and	and	CCONJ
bitcs-6265	29	24	computer	computer	NOUN
bitcs-6265	29	25	sciences	science	NOUN
bitcs-6265	29	26	(	(	PUNCT
bitcs-6265	29	27	bit	bit	NOUN
bitcs-6265	29	28	and	and	CCONJ
bitcs-6265	29	29	cs	cs	ADJ
bitcs-6265	29	30	)	)	PUNCT
bitcs-6265	29	31	mailto:oaayeni@futa.edu.ng	mailto:oaayeni@futa.edu.ng	NOUN
bitcs-6265	29	32	mailto:iadejumo@unimed.edu.ng	mailto:iadejumo@unimed.edu.ng	NOUN
bitcs-6265	29	33	vol	vol	NOUN
bitcs-6265	29	34	.	.	PROPN
bitcs-6265	30	1	5	5	NUM
bitcs-6265	30	2	,	,	PUNCT
bitcs-6265	30	3	no.2	no.2	PROPN
bitcs-6265	30	4	june	june	PROPN
bitcs-6265	30	5	2024	2024	NUM
bitcs-6265	31	1	|	|	ADV
bitcs-6265	31	2	75	75	NUM
bitcs-6265	31	3	manabu	manabu	NOUN
bitcs-6265	31	4	et	et	PROPN
bitcs-6265	31	5	al	al	PROPN
bitcs-6265	31	6	.	.	PROPN
bitcs-6265	32	1	(	(	PUNCT
bitcs-6265	32	2	2019	2019	NUM
bitcs-6265	32	3	)	)	PUNCT
bitcs-6265	32	4	stated	state	VERB
bitcs-6265	32	5	that	that	SCONJ
bitcs-6265	32	6	with	with	ADP
bitcs-6265	32	7	the	the	DET
bitcs-6265	32	8	quick	quick	ADJ
bitcs-6265	32	9	expansion	expansion	NOUN
bitcs-6265	32	10	in	in	ADP
bitcs-6265	32	11	internet	internet	NOUN
bitcs-6265	32	12	of	of	ADP
bitcs-6265	32	13	things	thing	NOUN
bitcs-6265	32	14	(	(	PUNCT
bitcs-6265	32	15	iot	iot	NOUN
bitcs-6265	32	16	)	)	PUNCT
bitcs-6265	32	17	devices	device	NOUN
bitcs-6265	32	18	,	,	PUNCT
bitcs-6265	32	19	cyberphysical	cyberphysical	ADJ
bitcs-6265	32	20	systems	system	NOUN
bitcs-6265	32	21	mobile	mobile	ADJ
bitcs-6265	32	22	devices	device	NOUN
bitcs-6265	32	23	,	,	PUNCT
bitcs-6265	32	24	and	and	CCONJ
bitcs-6265	32	25	the	the	DET
bitcs-6265	32	26	cloud	cloud	PROPN
bitcs-6265	32	27	services	service	NOUN
bitcs-6265	32	28	,	,	PUNCT
bitcs-6265	32	29	there	there	PRON
bitcs-6265	32	30	has	have	AUX
bitcs-6265	32	31	been	be	AUX
bitcs-6265	32	32	a	a	DET
bitcs-6265	32	33	surge	surge	NOUN
bitcs-6265	32	34	in	in	ADP
bitcs-6265	32	35	extensive	extensive	ADJ
bitcs-6265	32	36	cyberattacks	cyberattack	NOUN
bitcs-6265	32	37	on	on	ADP
bitcs-6265	32	38	businesses	business	NOUN
bitcs-6265	32	39	and	and	CCONJ
bitcs-6265	32	40	governmental	governmental	ADJ
bitcs-6265	32	41	sectors	sector	NOUN
bitcs-6265	32	42	.	.	PUNCT
bitcs-6265	33	1	specifically	specifically	ADV
bitcs-6265	33	2	,	,	PUNCT
bitcs-6265	33	3	ransomware	ransomware	NOUN
bitcs-6265	33	4	is	be	AUX
bitcs-6265	33	5	a	a	DET
bitcs-6265	33	6	type	type	NOUN
bitcs-6265	33	7	of	of	ADP
bitcs-6265	33	8	software	software	NOUN
bitcs-6265	33	9	that	that	PRON
bitcs-6265	33	10	prevents	prevent	VERB
bitcs-6265	33	11	victims	victim	NOUN
bitcs-6265	33	12	from	from	ADP
bitcs-6265	33	13	accessing	access	VERB
bitcs-6265	33	14	or	or	CCONJ
bitcs-6265	33	15	making	make	VERB
bitcs-6265	33	16	use	use	NOUN
bitcs-6265	33	17	of	of	ADP
bitcs-6265	33	18	their	their	PRON
bitcs-6265	33	19	systems	system	NOUN
bitcs-6265	33	20	and	and	CCONJ
bitcs-6265	33	21	files	file	NOUN
bitcs-6265	33	22	until	until	SCONJ
bitcs-6265	33	23	a	a	DET
bitcs-6265	33	24	ransom	ransom	NOUN
bitcs-6265	33	25	is	be	AUX
bitcs-6265	33	26	paid	pay	VERB
bitcs-6265	33	27	.	.	PUNCT
bitcs-6265	34	1	the	the	DET
bitcs-6265	34	2	current	current	ADJ
bitcs-6265	34	3	level	level	NOUN
bitcs-6265	34	4	of	of	ADP
bitcs-6265	34	5	cyber	cyber	ADJ
bitcs-6265	34	6	security	security	NOUN
bitcs-6265	34	7	today	today	NOUN
bitcs-6265	34	8	is	be	AUX
bitcs-6265	34	9	an	an	DET
bitcs-6265	34	10	ongoing	ongoing	ADJ
bitcs-6265	34	11	process	process	NOUN
bitcs-6265	34	12	that	that	PRON
bitcs-6265	34	13	entails	entail	VERB
bitcs-6265	34	14	gathering	gathering	NOUN
bitcs-6265	34	15	and	and	CCONJ
bitcs-6265	34	16	comparing	compare	VERB
bitcs-6265	34	17	millions	million	NOUN
bitcs-6265	34	18	of	of	ADP
bitcs-6265	34	19	data	datum	NOUN
bitcs-6265	34	20	points	point	NOUN
bitcs-6265	34	21	across	across	ADP
bitcs-6265	34	22	all	all	PRON
bitcs-6265	34	23	of	of	ADP
bitcs-6265	34	24	the	the	DET
bitcs-6265	34	25	personnel	personnel	NOUN
bitcs-6265	34	26	and	and	CCONJ
bitcs-6265	34	27	infrastructure	infrastructure	NOUN
bitcs-6265	34	28	.	.	PUNCT
bitcs-6265	35	1	it	it	PRON
bitcs-6265	35	2	is	be	AUX
bitcs-6265	35	3	fairly	fairly	ADV
bitcs-6265	35	4	obvious	obvious	ADJ
bitcs-6265	35	5	that	that	SCONJ
bitcs-6265	35	6	relying	rely	VERB
bitcs-6265	35	7	only	only	ADV
bitcs-6265	35	8	on	on	ADP
bitcs-6265	35	9	humans	human	NOUN
bitcs-6265	35	10	would	would	AUX
bitcs-6265	35	11	not	not	PART
bitcs-6265	35	12	be	be	AUX
bitcs-6265	35	13	sufficient	sufficient	ADJ
bitcs-6265	35	14	,	,	PUNCT
bitcs-6265	35	15	there	there	PRON
bitcs-6265	35	16	is	be	VERB
bitcs-6265	35	17	a	a	DET
bitcs-6265	35	18	need	need	NOUN
bitcs-6265	35	19	for	for	ADP
bitcs-6265	35	20	machine	machine	NOUN
bitcs-6265	35	21	learning	learn	VERB
bitcs-6265	35	22	support	support	NOUN
bitcs-6265	35	23	in	in	ADP
bitcs-6265	35	24	order	order	NOUN
bitcs-6265	35	25	to	to	PART
bitcs-6265	35	26	identify	identify	VERB
bitcs-6265	35	27	trends	trend	NOUN
bitcs-6265	35	28	and	and	CCONJ
bitcs-6265	35	29	foresee	foresee	VERB
bitcs-6265	35	30	potential	potential	ADJ
bitcs-6265	35	31	security	security	NOUN
bitcs-6265	35	32	risks	risk	NOUN
bitcs-6265	35	33	in	in	ADP
bitcs-6265	35	34	massive	massive	ADJ
bitcs-6265	35	35	data	data	NOUN
bitcs-6265	35	36	sets	set	NOUN
bitcs-6265	35	37	.	.	PUNCT
bitcs-6265	36	1	ransomware	ransomware	NOUN
bitcs-6265	36	2	can	can	AUX
bitcs-6265	36	3	be	be	AUX
bitcs-6265	36	4	classified	classify	VERB
bitcs-6265	36	5	into	into	ADP
bitcs-6265	36	6	three	three	NUM
bitcs-6265	36	7	categories	category	NOUN
bitcs-6265	36	8	.	.	PUNCT
bitcs-6265	37	1	fig	fig	NOUN
bitcs-6265	37	2	1	1	NUM
bitcs-6265	37	3	.	.	PUNCT
bitcs-6265	37	4	types	type	NOUN
bitcs-6265	37	5	of	of	ADP
bitcs-6265	37	6	ransomware	ransomware	NOUN
bitcs-6265	37	7	crypto	crypto	NOUN
bitcs-6265	37	8	-	-	NOUN
bitcs-6265	37	9	ransomware	ransomware	NOUN
bitcs-6265	37	10	is	be	AUX
bitcs-6265	37	11	a	a	DET
bitcs-6265	37	12	type	type	NOUN
bitcs-6265	37	13	of	of	ADP
bitcs-6265	37	14	ransomware	ransomware	NOUN
bitcs-6265	37	15	that	that	PRON
bitcs-6265	37	16	encrypts	encrypt	VERB
bitcs-6265	37	17	some	some	DET
bitcs-6265	37	18	vital	vital	ADJ
bitcs-6265	37	19	files	file	NOUN
bitcs-6265	37	20	in	in	ADP
bitcs-6265	37	21	the	the	DET
bitcs-6265	37	22	computer	computer	NOUN
bitcs-6265	37	23	system	system	NOUN
bitcs-6265	37	24	making	make	VERB
bitcs-6265	37	25	the	the	DET
bitcs-6265	37	26	user	user	NOUN
bitcs-6265	37	27	not	not	PART
bitcs-6265	37	28	able	able	ADJ
bitcs-6265	37	29	to	to	PART
bitcs-6265	37	30	access	access	VERB
bitcs-6265	37	31	files	file	NOUN
bitcs-6265	37	32	or	or	CCONJ
bitcs-6265	37	33	make	make	VERB
bitcs-6265	37	34	use	use	NOUN
bitcs-6265	37	35	of	of	ADP
bitcs-6265	37	36	the	the	DET
bitcs-6265	37	37	computer	computer	NOUN
bitcs-6265	37	38	,	,	PUNCT
bitcs-6265	37	39	for	for	SCONJ
bitcs-6265	37	40	the	the	DET
bitcs-6265	37	41	user	user	NOUN
bitcs-6265	37	42	to	to	PART
bitcs-6265	37	43	retrieve	retrieve	VERB
bitcs-6265	37	44	the	the	DET
bitcs-6265	37	45	files	file	NOUN
bitcs-6265	37	46	in	in	ADP
bitcs-6265	37	47	the	the	DET
bitcs-6265	37	48	system	system	NOUN
bitcs-6265	37	49	,	,	PUNCT
bitcs-6265	37	50	then	then	ADV
bitcs-6265	37	51	a	a	DET
bitcs-6265	37	52	ransom	ransom	NOUN
bitcs-6265	37	53	message	message	NOUN
bitcs-6265	37	54	will	will	AUX
bitcs-6265	37	55	be	be	AUX
bitcs-6265	37	56	passed	pass	VERB
bitcs-6265	37	57	to	to	ADP
bitcs-6265	37	58	the	the	DET
bitcs-6265	37	59	computer	computer	NOUN
bitcs-6265	37	60	user	user	NOUN
bitcs-6265	37	61	or	or	CCONJ
bitcs-6265	37	62	the	the	DET
bitcs-6265	37	63	victims	victim	NOUN
bitcs-6265	37	64	demanding	demand	VERB
bitcs-6265	37	65	payment	payment	NOUN
bitcs-6265	37	66	before	before	SCONJ
bitcs-6265	37	67	the	the	DET
bitcs-6265	37	68	user	user	NOUN
bitcs-6265	37	69	can	can	AUX
bitcs-6265	37	70	retrieve	retrieve	VERB
bitcs-6265	37	71	the	the	DET
bitcs-6265	37	72	file	file	NOUN
bitcs-6265	37	73	or	or	CCONJ
bitcs-6265	37	74	information	information	NOUN
bitcs-6265	37	75	back	back	ADV
bitcs-6265	37	76	which	which	PRON
bitcs-6265	37	77	can	can	AUX
bitcs-6265	37	78	either	either	CCONJ
bitcs-6265	37	79	be	be	AUX
bitcs-6265	37	80	retrieved	retrieve	VERB
bitcs-6265	37	81	or	or	CCONJ
bitcs-6265	37	82	not	not	PART
bitcs-6265	37	83	after	after	ADP
bitcs-6265	37	84	payment	payment	NOUN
bitcs-6265	37	85	and	and	CCONJ
bitcs-6265	37	86	a	a	DET
bitcs-6265	37	87	short	short	ADJ
bitcs-6265	37	88	period	period	NOUN
bitcs-6265	37	89	of	of	ADP
bitcs-6265	37	90	time	time	NOUN
bitcs-6265	37	91	will	will	AUX
bitcs-6265	37	92	be	be	AUX
bitcs-6265	37	93	given	give	VERB
bitcs-6265	37	94	for	for	ADP
bitcs-6265	37	95	the	the	DET
bitcs-6265	37	96	payment	payment	NOUN
bitcs-6265	37	97	of	of	ADP
bitcs-6265	37	98	the	the	DET
bitcs-6265	37	99	ransom	ransom	NOUN
bitcs-6265	37	100	.	.	PUNCT
bitcs-6265	38	1	the	the	DET
bitcs-6265	38	2	attackers	attacker	NOUN
bitcs-6265	38	3	get	get	VERB
bitcs-6265	38	4	their	their	PRON
bitcs-6265	38	5	ransom	ransom	NOUN
bitcs-6265	38	6	by	by	ADP
bitcs-6265	38	7	holding	hold	VERB
bitcs-6265	38	8	the	the	DET
bitcs-6265	38	9	vital	vital	ADJ
bitcs-6265	38	10	files	file	NOUN
bitcs-6265	38	11	hostage	hostage	NOUN
bitcs-6265	38	12	and	and	CCONJ
bitcs-6265	38	13	this	this	DET
bitcs-6265	38	14	ransom	ransom	NOUN
bitcs-6265	38	15	request	request	NOUN
bitcs-6265	38	16	is	be	AUX
bitcs-6265	38	17	through	through	ADP
bitcs-6265	38	18	a	a	DET
bitcs-6265	38	19	means	mean	NOUN
bitcs-6265	38	20	like	like	ADP
bitcs-6265	38	21	bitcoin	bitcoin	NOUN
bitcs-6265	38	22	.	.	PUNCT
bitcs-6265	39	1	an	an	DET
bitcs-6265	39	2	example	example	NOUN
bitcs-6265	39	3	of	of	ADP
bitcs-6265	39	4	this	this	DET
bitcs-6265	39	5	ransomware	ransomware	NOUN
bitcs-6265	39	6	is	be	AUX
bitcs-6265	39	7	wannacry	wannacry	NOUN
bitcs-6265	39	8	[	[	X
bitcs-6265	39	9	7	7	NUM
bitcs-6265	39	10	]	]	PUNCT
bitcs-6265	39	11	.	.	PUNCT
bitcs-6265	40	1	crypto	crypto	NOUN
bitcs-6265	40	2	-	-	NOUN
bitcs-6265	40	3	ransomware	ransomware	NOUN
bitcs-6265	40	4	can	can	AUX
bitcs-6265	40	5	be	be	AUX
bitcs-6265	40	6	further	far	ADV
bitcs-6265	40	7	being	be	AUX
bitcs-6265	40	8	sub	sub	ADJ
bitcs-6265	40	9	-	-	VERB
bitcs-6265	40	10	divided	divide	VERB
bitcs-6265	40	11	into	into	ADP
bitcs-6265	40	12	three	three	NUM
bitcs-6265	40	13	which	which	PRON
bitcs-6265	40	14	are	be	AUX
bitcs-6265	40	15	:	:	PUNCT
bitcs-6265	41	1	a.	a.	NOUN
bitcs-6265	41	2	symmetrical	symmetrical	ADJ
bitcs-6265	41	3	crypto	crypto	NOUN
bitcs-6265	41	4	-	-	NOUN
bitcs-6265	41	5	ransomware	ransomware	ADJ
bitcs-6265	41	6	b.	b.	PROPN
bitcs-6265	41	7	asymmetrical	asymmetrical	ADJ
bitcs-6265	41	8	crypto	crypto	NOUN
bitcs-6265	41	9	-	-	ADJ
bitcs-6265	41	10	ransomware	ransomware	ADJ
bitcs-6265	41	11	c.	c.	NOUN
bitcs-6265	41	12	hybrid	hybrid	ADJ
bitcs-6265	41	13	crypto	crypto	NOUN
bitcs-6265	41	14	-	-	NOUN
bitcs-6265	41	15	ransomware	ransomware	NOUN
bitcs-6265	41	16	.	.	PUNCT
bitcs-6265	42	1	this	this	PRON
bitcs-6265	42	2	is	be	AUX
bitcs-6265	42	3	the	the	DET
bitcs-6265	42	4	type	type	NOUN
bitcs-6265	42	5	of	of	ADP
bitcs-6265	42	6	ransomware	ransomware	NOUN
bitcs-6265	42	7	that	that	PRON
bitcs-6265	42	8	infects	infect	VERB
bitcs-6265	42	9	the	the	DET
bitcs-6265	42	10	user	user	NOUN
bitcs-6265	42	11	’s	’s	PART
bitcs-6265	42	12	computer	computer	NOUN
bitcs-6265	42	13	and	and	CCONJ
bitcs-6265	42	14	blocked	block	VERB
bitcs-6265	42	15	the	the	DET
bitcs-6265	42	16	user	user	NOUN
bitcs-6265	42	17	out	out	ADP
bitcs-6265	42	18	completely	completely	ADV
bitcs-6265	42	19	,	,	PUNCT
bitcs-6265	42	20	preventing	prevent	VERB
bitcs-6265	42	21	the	the	DET
bitcs-6265	42	22	user	user	NOUN
bitcs-6265	42	23	from	from	ADP
bitcs-6265	42	24	accessing	access	VERB
bitcs-6265	42	25	their	their	PRON
bitcs-6265	42	26	files	file	NOUN
bitcs-6265	42	27	on	on	ADP
bitcs-6265	42	28	the	the	DET
bitcs-6265	42	29	computer	computer	NOUN
bitcs-6265	42	30	.	.	PUNCT
bitcs-6265	43	1	even	even	ADV
bitcs-6265	43	2	some	some	DET
bitcs-6265	43	3	parts	part	NOUN
bitcs-6265	43	4	of	of	ADP
bitcs-6265	43	5	the	the	DET
bitcs-6265	43	6	computer	computer	NOUN
bitcs-6265	43	7	can	can	AUX
bitcs-6265	43	8	be	be	AUX
bitcs-6265	43	9	blocked	block	VERB
bitcs-6265	43	10	also	also	ADV
bitcs-6265	43	11	the	the	DET
bitcs-6265	43	12	keyboard	keyboard	NOUN
bitcs-6265	43	13	.	.	PUNCT
bitcs-6265	44	1	the	the	DET
bitcs-6265	44	2	attacker	attacker	NOUN
bitcs-6265	44	3	thereafter	thereafter	ADV
bitcs-6265	44	4	demands	demand	VERB
bitcs-6265	44	5	a	a	DET
bitcs-6265	44	6	ransom	ransom	NOUN
bitcs-6265	44	7	to	to	PART
bitcs-6265	44	8	unblock	unblock	VERB
bitcs-6265	44	9	the	the	DET
bitcs-6265	44	10	computer	computer	NOUN
bitcs-6265	44	11	and	and	CCONJ
bitcs-6265	44	12	limited	limited	ADJ
bitcs-6265	44	13	access	access	NOUN
bitcs-6265	44	14	will	will	AUX
bitcs-6265	44	15	be	be	AUX
bitcs-6265	44	16	given	give	VERB
bitcs-6265	44	17	to	to	ADP
bitcs-6265	44	18	the	the	DET
bitcs-6265	44	19	user	user	NOUN
bitcs-6265	44	20	to	to	PART
bitcs-6265	44	21	communicate	communicate	VERB
bitcs-6265	44	22	with	with	ADP
bitcs-6265	44	23	the	the	DET
bitcs-6265	44	24	attacker	attacker	NOUN
bitcs-6265	44	25	until	until	SCONJ
bitcs-6265	44	26	the	the	DET
bitcs-6265	44	27	ransom	ransom	NOUN
bitcs-6265	44	28	is	be	AUX
bitcs-6265	44	29	paid	pay	VERB
bitcs-6265	44	30	,	,	PUNCT
bitcs-6265	44	31	the	the	DET
bitcs-6265	44	32	computer	computer	NOUN
bitcs-6265	44	33	will	will	AUX
bitcs-6265	44	34	be	be	AUX
bitcs-6265	44	35	unblocked	unblock	VERB
bitcs-6265	44	36	.	.	PUNCT
bitcs-6265	45	1	despite	despite	SCONJ
bitcs-6265	45	2	the	the	DET
bitcs-6265	45	3	disruption	disruption	NOUN
bitcs-6265	45	4	caused	cause	VERB
bitcs-6265	45	5	by	by	ADP
bitcs-6265	45	6	ransomware	ransomware	NOUN
bitcs-6265	45	7	,	,	PUNCT
bitcs-6265	45	8	the	the	DET
bitcs-6265	45	9	computer	computer	NOUN
bitcs-6265	45	10	user	user	NOUN
bitcs-6265	45	11	can	can	AUX
bitcs-6265	45	12	still	still	ADV
bitcs-6265	45	13	easily	easily	ADV
bitcs-6265	45	14	be	be	AUX
bitcs-6265	45	15	retrieved	retrieve	VERB
bitcs-6265	45	16	by	by	ADP
bitcs-6265	45	17	removing	remove	VERB
bitcs-6265	45	18	the	the	DET
bitcs-6265	45	19	disk	disk	NOUN
bitcs-6265	45	20	from	from	ADP
bitcs-6265	45	21	the	the	DET
bitcs-6265	45	22	compromised	compromise	VERB
bitcs-6265	45	23	system	system	NOUN
bitcs-6265	45	24	and	and	CCONJ
bitcs-6265	45	25	placing	place	VERB
bitcs-6265	45	26	it	it	PRON
bitcs-6265	45	27	on	on	ADP
bitcs-6265	45	28	a	a	DET
bitcs-6265	45	29	well	well	ADV
bitcs-6265	45	30	-	-	PUNCT
bitcs-6265	45	31	cleaned	clean	VERB
bitcs-6265	45	32	system	system	NOUN
bitcs-6265	45	33	[	[	X
bitcs-6265	45	34	8	8	NUM
bitcs-6265	45	35	]	]	PUNCT
bitcs-6265	45	36	.	.	PUNCT
bitcs-6265	46	1	the	the	DET
bitcs-6265	46	2	locker	locker	NOUN
bitcs-6265	46	3	ransomware	ransomware	NOUN
bitcs-6265	46	4	process	process	NOUN
bitcs-6265	46	5	is	be	AUX
bitcs-6265	46	6	as	as	SCONJ
bitcs-6265	46	7	follows	follow	VERB
bitcs-6265	46	8	.	.	PUNCT
bitcs-6265	47	1	fig	fig	NOUN
bitcs-6265	47	2	2	2	NUM
bitcs-6265	47	3	.	.	PUNCT
bitcs-6265	47	4	locker	locker	NOUN
bitcs-6265	47	5	ransomware	ransomware	NOUN
bitcs-6265	47	6	process	process	NOUN
bitcs-6265	47	7	vol	vol	NOUN
bitcs-6265	47	8	.	.	PROPN
bitcs-6265	47	9	5	5	NUM
bitcs-6265	47	10	,	,	PUNCT
bitcs-6265	47	11	no.2	no.2	PROPN
bitcs-6265	47	12	june	june	PROPN
bitcs-6265	47	13	2024	2024	NUM
bitcs-6265	47	14	|	|	ADV
bitcs-6265	47	15	76	76	NUM
bitcs-6265	47	16	scareware	scareware	NOUN
bitcs-6265	47	17	is	be	AUX
bitcs-6265	47	18	ransomware	ransomware	NOUN
bitcs-6265	47	19	with	with	ADP
bitcs-6265	47	20	a	a	DET
bitcs-6265	47	21	tricky	tricky	ADJ
bitcs-6265	47	22	technique	technique	NOUN
bitcs-6265	47	23	or	or	CCONJ
bitcs-6265	47	24	a	a	DET
bitcs-6265	47	25	false	false	ADJ
bitcs-6265	47	26	message	message	NOUN
bitcs-6265	47	27	used	use	VERB
bitcs-6265	47	28	to	to	AUX
bitcs-6265	47	29	fake	fake	VERB
bitcs-6265	47	30	computer	computer	NOUN
bitcs-6265	47	31	users	user	NOUN
bitcs-6265	47	32	in	in	ADP
bitcs-6265	47	33	order	order	NOUN
bitcs-6265	47	34	to	to	PART
bitcs-6265	47	35	convince	convince	VERB
bitcs-6265	47	36	users	user	NOUN
bitcs-6265	47	37	to	to	PART
bitcs-6265	47	38	download	download	VERB
bitcs-6265	47	39	harmful	harmful	ADJ
bitcs-6265	47	40	software	software	NOUN
bitcs-6265	47	41	or	or	CCONJ
bitcs-6265	47	42	ransomware	ransomware	NOUN
bitcs-6265	47	43	that	that	PRON
bitcs-6265	47	44	can	can	AUX
bitcs-6265	47	45	encrypt	encrypt	VERB
bitcs-6265	47	46	data	datum	NOUN
bitcs-6265	47	47	and	and	CCONJ
bitcs-6265	47	48	demand	demand	NOUN
bitcs-6265	47	49	payment	payment	NOUN
bitcs-6265	47	50	.	.	PUNCT
bitcs-6265	48	1	this	this	DET
bitcs-6265	48	2	kind	kind	NOUN
bitcs-6265	48	3	of	of	ADP
bitcs-6265	48	4	ransomware	ransomware	NOUN
bitcs-6265	48	5	post	post	VERB
bitcs-6265	48	6	no	no	DET
bitcs-6265	48	7	danger	danger	NOUN
bitcs-6265	48	8	to	to	ADP
bitcs-6265	48	9	the	the	DET
bitcs-6265	48	10	victim	victim	NOUN
bitcs-6265	48	11	.	.	PUNCT
bitcs-6265	49	1	attackers	attacker	NOUN
bitcs-6265	49	2	take	take	VERB
bitcs-6265	49	3	advantage	advantage	NOUN
bitcs-6265	49	4	of	of	ADP
bitcs-6265	49	5	the	the	DET
bitcs-6265	49	6	fear	fear	NOUN
bitcs-6265	49	7	of	of	ADP
bitcs-6265	49	8	the	the	DET
bitcs-6265	49	9	users	user	NOUN
bitcs-6265	49	10	to	to	PART
bitcs-6265	49	11	attack	attack	VERB
bitcs-6265	49	12	the	the	DET
bitcs-6265	49	13	victims	victim	NOUN
bitcs-6265	49	14	[	[	X
bitcs-6265	49	15	8	8	NUM
bitcs-6265	49	16	]	]	PUNCT
bitcs-6265	49	17	.	.	PUNCT
bitcs-6265	50	1	ii	ii	PROPN
bitcs-6265	50	2	.	.	PUNCT
bitcs-6265	51	1	review	review	NOUN
bitcs-6265	51	2	of	of	ADP
bitcs-6265	51	3	related	related	ADJ
bitcs-6265	51	4	works	work	NOUN
bitcs-6265	51	5	the	the	DET
bitcs-6265	51	6	work	work	NOUN
bitcs-6265	51	7	of	of	ADP
bitcs-6265	51	8	[	[	X
bitcs-6265	51	9	6	6	NUM
bitcs-6265	51	10	]	]	PUNCT
bitcs-6265	51	11	,	,	PUNCT
bitcs-6265	51	12	dynamic	dynamic	ADJ
bitcs-6265	51	13	feature	feature	NOUN
bitcs-6265	51	14	dataset	dataset	VERB
bitcs-6265	51	15	for	for	ADP
bitcs-6265	51	16	ransomware	ransomware	NOUN
bitcs-6265	51	17	detection	detection	NOUN
bitcs-6265	51	18	using	use	VERB
bitcs-6265	51	19	machine	machine	NOUN
bitcs-6265	51	20	learning	learn	VERB
bitcs-6265	51	21	algorithms	algorithm	NOUN
bitcs-6265	51	22	aims	aim	VERB
bitcs-6265	51	23	to	to	PART
bitcs-6265	51	24	conduct	conduct	VERB
bitcs-6265	51	25	some	some	DET
bitcs-6265	51	26	analyzing	analyzing	NOUN
bitcs-6265	51	27	and	and	CCONJ
bitcs-6265	51	28	selecting	select	VERB
bitcs-6265	51	29	the	the	DET
bitcs-6265	51	30	most	most	ADV
bitcs-6265	51	31	relevant	relevant	ADJ
bitcs-6265	51	32	and	and	CCONJ
bitcs-6265	51	33	non	non	ADJ
bitcs-6265	51	34	-	-	ADJ
bitcs-6265	51	35	redundant	redundant	ADJ
bitcs-6265	51	36	dynamic	dynamic	ADJ
bitcs-6265	51	37	features	feature	NOUN
bitcs-6265	51	38	for	for	ADP
bitcs-6265	51	39	identifying	identify	VERB
bitcs-6265	51	40	encryptor	encryptor	NOUN
bitcs-6265	51	41	and	and	CCONJ
bitcs-6265	51	42	locker	locker	NOUN
bitcs-6265	51	43	ransomware	ransomware	NOUN
bitcs-6265	51	44	from	from	ADP
bitcs-6265	51	45	goodware	goodware	NOUN
bitcs-6265	51	46	,	,	PUNCT
bitcs-6265	51	47	generating	generate	VERB
bitcs-6265	51	48	json	json	NOUN
bitcs-6265	51	49	files	file	NOUN
bitcs-6265	51	50	with	with	ADP
bitcs-6265	51	51	dynamic	dynamic	ADJ
bitcs-6265	51	52	parameters	parameter	NOUN
bitcs-6265	51	53	using	use	VERB
bitcs-6265	51	54	a	a	DET
bitcs-6265	51	55	sandbox	sandbox	NOUN
bitcs-6265	51	56	through	through	ADP
bitcs-6265	51	57	experiments	experiment	NOUN
bitcs-6265	51	58	with	with	ADP
bitcs-6265	51	59	encryptor	encryptor	NOUN
bitcs-6265	51	60	and	and	CCONJ
bitcs-6265	51	61	locker	locker	NOUN
bitcs-6265	51	62	ransomware	ransomware	NOUN
bitcs-6265	51	63	combined	combine	VERB
bitcs-6265	51	64	with	with	ADP
bitcs-6265	51	65	goodware	goodware	NOUN
bitcs-6265	51	66	,	,	PUNCT
bitcs-6265	51	67	and	and	CCONJ
bitcs-6265	51	68	applying	apply	VERB
bitcs-6265	51	69	the	the	DET
bitcs-6265	51	70	dynamic	dynamic	ADJ
bitcs-6265	51	71	feature	feature	NOUN
bitcs-6265	51	72	dataset	dataset	VERB
bitcs-6265	51	73	to	to	PART
bitcs-6265	51	74	obtain	obtain	VERB
bitcs-6265	51	75	models	model	NOUN
bitcs-6265	51	76	with	with	ADP
bitcs-6265	51	77	machine	machine	NOUN
bitcs-6265	51	78	learning	learn	VERB
bitcs-6265	51	79	algorithms	algorithm	NOUN
bitcs-6265	51	80	..	..	PUNCT
bitcs-6265	52	1	a	a	DET
bitcs-6265	52	2	dynamic	dynamic	ADJ
bitcs-6265	52	3	features	feature	NOUN
bitcs-6265	52	4	dataset	dataset	VERB
bitcs-6265	52	5	is	be	AUX
bitcs-6265	52	6	generated	generate	VERB
bitcs-6265	52	7	and	and	CCONJ
bitcs-6265	52	8	made	make	VERB
bitcs-6265	52	9	public	public	ADJ
bitcs-6265	52	10	.	.	PUNCT
bitcs-6265	53	1	this	this	DET
bitcs-6265	53	2	method	method	NOUN
bitcs-6265	53	3	made	make	VERB
bitcs-6265	53	4	use	use	NOUN
bitcs-6265	53	5	of	of	ADP
bitcs-6265	53	6	machine	machine	NOUN
bitcs-6265	53	7	learning	learning	NOUN
bitcs-6265	53	8	methods	method	NOUN
bitcs-6265	53	9	,	,	PUNCT
bitcs-6265	53	10	static	static	ADJ
bitcs-6265	53	11	and	and	CCONJ
bitcs-6265	53	12	dynamic	dynamic	ADJ
bitcs-6265	53	13	ransomware	ransomware	NOUN
bitcs-6265	53	14	analysis	analysis	NOUN
bitcs-6265	53	15	,	,	PUNCT
bitcs-6265	53	16	and	and	CCONJ
bitcs-6265	53	17	a	a	DET
bitcs-6265	53	18	dataset	dataset	NOUN
bitcs-6265	53	19	derived	derive	VERB
bitcs-6265	53	20	from	from	ADP
bitcs-6265	53	21	the	the	DET
bitcs-6265	53	22	created	create	VERB
bitcs-6265	53	23	json	json	NOUN
bitcs-6265	53	24	files	file	NOUN
bitcs-6265	53	25	.	.	PUNCT
bitcs-6265	54	1	at	at	ADP
bitcs-6265	54	2	last	last	ADJ
bitcs-6265	54	3	,	,	PUNCT
bitcs-6265	54	4	a	a	DET
bitcs-6265	54	5	dataset	dataset	NOUN
bitcs-6265	54	6	was	be	AUX
bitcs-6265	54	7	created	create	VERB
bitcs-6265	54	8	that	that	PRON
bitcs-6265	54	9	included	include	VERB
bitcs-6265	54	10	traits	trait	NOUN
bitcs-6265	54	11	taken	take	VERB
bitcs-6265	54	12	from	from	ADP
bitcs-6265	54	13	decent	decent	ADJ
bitcs-6265	54	14	software	software	NOUN
bitcs-6265	54	15	and	and	CCONJ
bitcs-6265	54	16	the	the	DET
bitcs-6265	54	17	dynamic	dynamic	ADJ
bitcs-6265	54	18	aspects	aspect	NOUN
bitcs-6265	54	19	of	of	ADP
bitcs-6265	54	20	both	both	CCONJ
bitcs-6265	54	21	locker	locker	NOUN
bitcs-6265	54	22	and	and	CCONJ
bitcs-6265	54	23	encryptor	encryptor	NOUN
bitcs-6265	54	24	ransomware	ransomware	NOUN
bitcs-6265	54	25	.	.	PUNCT
bitcs-6265	55	1	however	however	ADV
bitcs-6265	55	2	,	,	PUNCT
bitcs-6265	55	3	a	a	DET
bitcs-6265	55	4	dataset	dataset	NOUN
bitcs-6265	55	5	was	be	AUX
bitcs-6265	55	6	developed	develop	VERB
bitcs-6265	55	7	.	.	PUNCT
bitcs-6265	56	1	a	a	DET
bitcs-6265	56	2	dataset	dataset	NOUN
bitcs-6265	56	3	was	be	AUX
bitcs-6265	56	4	developed	develop	VERB
bitcs-6265	56	5	.	.	PUNCT
bitcs-6265	57	1	the	the	DET
bitcs-6265	57	2	study	study	NOUN
bitcs-6265	57	3	's	's	PART
bitcs-6265	57	4	dataset	dataset	NOUN
bitcs-6265	57	5	contains	contain	VERB
bitcs-6265	57	6	relevant	relevant	ADJ
bitcs-6265	57	7	and	and	CCONJ
bitcs-6265	57	8	lightly	lightly	ADV
bitcs-6265	57	9	correlated	correlate	VERB
bitcs-6265	57	10	features	feature	NOUN
bitcs-6265	57	11	linked	link	VERB
bitcs-6265	57	12	to	to	ADP
bitcs-6265	57	13	ransomware	ransomware	NOUN
bitcs-6265	57	14	that	that	PRON
bitcs-6265	57	15	is	be	AUX
bitcs-6265	57	16	created	create	VERB
bitcs-6265	57	17	in	in	ADP
bitcs-6265	57	18	runtime	runtime	NOUN
bitcs-6265	57	19	.	.	PUNCT
bitcs-6265	58	1	eduardo	eduardo	PROPN
bitcs-6265	58	2	et	et	PROPN
bitcs-6265	59	1	al	al	PROPN
bitcs-6265	59	2	.	.	PROPN
bitcs-6265	59	3	(	(	PUNCT
bitcs-6265	59	4	2022	2022	NUM
bitcs-6265	59	5	)	)	PUNCT
bitcs-6265	59	6	,	,	PUNCT
bitcs-6265	59	7	presented	present	VERB
bitcs-6265	59	8	crypto	crypto	ADJ
bitcs-6265	59	9	-	-	ADJ
bitcs-6265	59	10	ransomware	ransomware	NOUN
bitcs-6265	59	11	detection	detection	NOUN
bitcs-6265	59	12	using	use	VERB
bitcs-6265	59	13	machine	machine	NOUN
bitcs-6265	59	14	learning	learning	NOUN
bitcs-6265	59	15	models	model	NOUN
bitcs-6265	59	16	in	in	ADP
bitcs-6265	59	17	file	file	NOUN
bitcs-6265	59	18	-	-	PUNCT
bitcs-6265	59	19	sharing	share	VERB
bitcs-6265	59	20	network	network	NOUN
bitcs-6265	59	21	scenarios	scenario	NOUN
bitcs-6265	59	22	with	with	ADP
bitcs-6265	59	23	encrypted	encrypt	VERB
bitcs-6265	59	24	traffic	traffic	NOUN
bitcs-6265	59	25	.	.	PUNCT
bitcs-6265	60	1	this	this	PRON
bitcs-6265	60	2	focuses	focus	VERB
bitcs-6265	60	3	on	on	ADP
bitcs-6265	60	4	offering	offer	VERB
bitcs-6265	60	5	an	an	DET
bitcs-6265	60	6	algorithm	algorithm	NOUN
bitcs-6265	60	7	validation	validation	NOUN
bitcs-6265	60	8	through	through	ADP
bitcs-6265	60	9	an	an	DET
bitcs-6265	60	10	analysis	analysis	NOUN
bitcs-6265	60	11	of	of	ADP
bitcs-6265	60	12	the	the	DET
bitcs-6265	60	13	false	false	ADJ
bitcs-6265	60	14	positive	positive	ADJ
bitcs-6265	60	15	rate	rate	NOUN
bitcs-6265	60	16	and	and	CCONJ
bitcs-6265	60	17	the	the	DET
bitcs-6265	60	18	volume	volume	NOUN
bitcs-6265	60	19	of	of	ADP
bitcs-6265	60	20	user	user	NOUN
bitcs-6265	60	21	file	file	NOUN
bitcs-6265	60	22	data	datum	NOUN
bitcs-6265	60	23	that	that	PRON
bitcs-6265	60	24	the	the	DET
bitcs-6265	60	25	ransomware	ransomware	NOUN
bitcs-6265	60	26	could	could	AUX
bitcs-6265	60	27	encrypt	encrypt	VERB
bitcs-6265	60	28	before	before	ADP
bitcs-6265	60	29	being	be	AUX
bitcs-6265	60	30	discovered	discover	VERB
bitcs-6265	60	31	through	through	ADP
bitcs-6265	60	32	deep	deep	ADJ
bitcs-6265	60	33	learning	learning	NOUN
bitcs-6265	60	34	and	and	CCONJ
bitcs-6265	60	35	machine	machine	NOUN
bitcs-6265	60	36	learning	learning	NOUN
bitcs-6265	60	37	(	(	PUNCT
bitcs-6265	60	38	neural	neural	ADJ
bitcs-6265	60	39	network	network	NOUN
bitcs-6265	60	40	model	model	NOUN
bitcs-6265	60	41	optimization	optimization	PROPN
bitcs-6265	60	42	)	)	PUNCT
bitcs-6265	60	43	,	,	PUNCT
bitcs-6265	60	44	as	as	ADV
bitcs-6265	60	45	well	well	ADV
bitcs-6265	60	46	as	as	ADP
bitcs-6265	60	47	model	model	NOUN
bitcs-6265	60	48	validation	validation	NOUN
bitcs-6265	60	49	through	through	ADP
bitcs-6265	60	50	the	the	DET
bitcs-6265	60	51	use	use	NOUN
bitcs-6265	60	52	of	of	ADP
bitcs-6265	60	53	various	various	ADJ
bitcs-6265	60	54	file	file	NOUN
bitcs-6265	60	55	-	-	PUNCT
bitcs-6265	60	56	sharing	share	VERB
bitcs-6265	60	57	protocols	protocol	NOUN
bitcs-6265	60	58	.	.	PUNCT
bitcs-6265	61	1	while	while	SCONJ
bitcs-6265	61	2	the	the	DET
bitcs-6265	61	3	malware	malware	NOUN
bitcs-6265	61	4	is	be	AUX
bitcs-6265	61	5	reading	read	VERB
bitcs-6265	61	6	and	and	CCONJ
bitcs-6265	61	7	writing	write	VERB
bitcs-6265	61	8	files	file	NOUN
bitcs-6265	61	9	to	to	ADP
bitcs-6265	61	10	a	a	DET
bitcs-6265	61	11	network	network	NOUN
bitcs-6265	61	12	-	-	PUNCT
bitcs-6265	61	13	shared	share	VERB
bitcs-6265	61	14	disk	disk	NOUN
bitcs-6265	61	15	,	,	PUNCT
bitcs-6265	61	16	the	the	DET
bitcs-6265	61	17	research	research	NOUN
bitcs-6265	61	18	finds	find	VERB
bitcs-6265	61	19	crypto	crypto	NOUN
bitcs-6265	61	20	-	-	NOUN
bitcs-6265	61	21	ransomware	ransomware	NOUN
bitcs-6265	61	22	.	.	PUNCT
bitcs-6265	62	1	provide	provide	VERB
bitcs-6265	62	2	a	a	DET
bitcs-6265	62	3	tool	tool	NOUN
bitcs-6265	62	4	for	for	ADP
bitcs-6265	62	5	detecting	detect	VERB
bitcs-6265	62	6	crypto	crypto	NOUN
bitcs-6265	62	7	-	-	NOUN
bitcs-6265	62	8	ransomware	ransomware	NOUN
bitcs-6265	62	9	that	that	PRON
bitcs-6265	62	10	is	be	AUX
bitcs-6265	62	11	based	base	VERB
bitcs-6265	62	12	on	on	ADP
bitcs-6265	62	13	the	the	DET
bitcs-6265	62	14	examination	examination	NOUN
bitcs-6265	62	15	of	of	ADP
bitcs-6265	62	16	encrypted	encrypt	VERB
bitcs-6265	62	17	network	network	NOUN
bitcs-6265	62	18	traffic	traffic	NOUN
bitcs-6265	62	19	in	in	ADP
bitcs-6265	62	20	situations	situation	NOUN
bitcs-6265	62	21	involving	involve	VERB
bitcs-6265	62	22	file	file	NOUN
bitcs-6265	62	23	sharing	sharing	NOUN
bitcs-6265	62	24	.	.	PUNCT
bitcs-6265	63	1	to	to	PART
bitcs-6265	63	2	do	do	VERB
bitcs-6265	63	3	this	this	PRON
bitcs-6265	63	4	,	,	PUNCT
bitcs-6265	63	5	capabilities	capability	NOUN
bitcs-6265	63	6	for	for	ADP
bitcs-6265	63	7	extracting	extract	VERB
bitcs-6265	63	8	and	and	CCONJ
bitcs-6265	63	9	filtering	filter	VERB
bitcs-6265	63	10	data	datum	NOUN
bitcs-6265	63	11	that	that	PRON
bitcs-6265	63	12	can	can	AUX
bitcs-6265	63	13	differentiate	differentiate	VERB
bitcs-6265	63	14	between	between	ADP
bitcs-6265	63	15	ransomware	ransomware	NOUN
bitcs-6265	63	16	activity	activity	NOUN
bitcs-6265	63	17	and	and	CCONJ
bitcs-6265	63	18	innocuous	innocuous	ADJ
bitcs-6265	63	19	,	,	PUNCT
bitcs-6265	63	20	high	high	ADJ
bitcs-6265	63	21	-	-	PUNCT
bitcs-6265	63	22	activity	activity	NOUN
bitcs-6265	63	23	traffic	traffic	NOUN
bitcs-6265	63	24	must	must	AUX
bitcs-6265	63	25	be	be	AUX
bitcs-6265	63	26	used	use	VERB
bitcs-6265	63	27	.	.	PUNCT
bitcs-6265	64	1	meanwhile	meanwhile	ADV
bitcs-6265	64	2	,	,	PUNCT
bitcs-6265	64	3	this	this	DET
bitcs-6265	64	4	system	system	NOUN
bitcs-6265	64	5	detects	detect	VERB
bitcs-6265	64	6	crypto	crypto	NOUN
bitcs-6265	64	7	-	-	NOUN
bitcs-6265	64	8	ransomware	ransomware	NOUN
bitcs-6265	64	9	while	while	SCONJ
bitcs-6265	64	10	the	the	DET
bitcs-6265	64	11	malware	malware	NOUN
bitcs-6265	64	12	is	be	AUX
bitcs-6265	64	13	reading	read	VERB
bitcs-6265	64	14	and	and	CCONJ
bitcs-6265	64	15	writing	write	VERB
bitcs-6265	64	16	files	file	NOUN
bitcs-6265	64	17	in	in	ADP
bitcs-6265	64	18	a	a	DET
bitcs-6265	64	19	network	network	NOUN
bitcs-6265	64	20	-	-	PUNCT
bitcs-6265	64	21	shared	share	VERB
bitcs-6265	64	22	volume	volume	NOUN
bitcs-6265	64	23	with	with	ADP
bitcs-6265	64	24	a	a	DET
bitcs-6265	64	25	high	high	ADJ
bitcs-6265	64	26	false	false	ADJ
bitcs-6265	64	27	positive	positive	ADJ
bitcs-6265	64	28	.	.	PUNCT
bitcs-6265	65	1	computers	computer	NOUN
bitcs-6265	65	2	and	and	CCONJ
bitcs-6265	65	3	mobile	mobile	ADJ
bitcs-6265	65	4	operating	operating	NOUN
bitcs-6265	65	5	system	system	NOUN
bitcs-6265	65	6	were	be	AUX
bitcs-6265	65	7	not	not	PART
bitcs-6265	65	8	considered	consider	VERB
bitcs-6265	65	9	.	.	PUNCT
bitcs-6265	66	1	samah	samah	PROPN
bitcs-6265	66	2	et	et	PROPN
bitcs-6265	66	3	al	al	PROPN
bitcs-6265	66	4	.	.	PROPN
bitcs-6265	67	1	(	(	PUNCT
bitcs-6265	67	2	2019	2019	NUM
bitcs-6265	67	3	)	)	PUNCT
bitcs-6265	67	4	,	,	PUNCT
bitcs-6265	67	5	presented	present	VERB
bitcs-6265	67	6	ransomware	ransomware	NOUN
bitcs-6265	67	7	detection	detection	NOUN
bitcs-6265	67	8	system	system	NOUN
bitcs-6265	67	9	for	for	ADP
bitcs-6265	67	10	android	android	PROPN
bitcs-6265	67	11	applications	application	NOUN
bitcs-6265	67	12	.	.	PUNCT
bitcs-6265	68	1	this	this	DET
bitcs-6265	68	2	study	study	NOUN
bitcs-6265	68	3	suggested	suggest	VERB
bitcs-6265	68	4	a	a	DET
bitcs-6265	68	5	static	static	ADJ
bitcs-6265	68	6	analysis	analysis	NOUN
bitcs-6265	68	7	mechanism	mechanism	NOUN
bitcs-6265	68	8	for	for	ADP
bitcs-6265	68	9	locating	locate	VERB
bitcs-6265	68	10	android	android	PROPN
bitcs-6265	68	11	ransomware	ransomware	NOUN
bitcs-6265	68	12	programs	program	NOUN
bitcs-6265	68	13	.	.	PUNCT
bitcs-6265	69	1	based	base	VERB
bitcs-6265	69	2	on	on	ADP
bitcs-6265	69	3	the	the	DET
bitcs-6265	69	4	calls	call	NOUN
bitcs-6265	69	5	made	make	VERB
bitcs-6265	69	6	by	by	ADP
bitcs-6265	69	7	api	api	NOUN
bitcs-6265	69	8	packages	package	NOUN
bitcs-6265	69	9	as	as	ADP
bitcs-6265	69	10	a	a	DET
bitcs-6265	69	11	leading	lead	VERB
bitcs-6265	69	12	indicator	indicator	NOUN
bitcs-6265	69	13	of	of	ADP
bitcs-6265	69	14	harmful	harmful	ADJ
bitcs-6265	69	15	behavior	behavior	NOUN
bitcs-6265	69	16	,	,	PUNCT
bitcs-6265	69	17	api	api	NOUN
bitcs-6265	69	18	-	-	PUNCT
bitcs-6265	69	19	rds	rds	NOUN
bitcs-6265	69	20	focuses	focus	VERB
bitcs-6265	69	21	on	on	ADP
bitcs-6265	69	22	identifying	identify	VERB
bitcs-6265	69	23	ransomware	ransomware	NOUN
bitcs-6265	69	24	with	with	ADP
bitcs-6265	69	25	high	high	ADJ
bitcs-6265	69	26	accuracy	accuracy	NOUN
bitcs-6265	69	27	before	before	SCONJ
bitcs-6265	69	28	it	it	PRON
bitcs-6265	69	29	damages	damage	VERB
bitcs-6265	69	30	the	the	DET
bitcs-6265	69	31	user	user	NOUN
bitcs-6265	69	32	's	's	PART
bitcs-6265	69	33	device	device	NOUN
bitcs-6265	69	34	.	.	PUNCT
bitcs-6265	70	1	analyze	analyze	VERB
bitcs-6265	70	2	the	the	DET
bitcs-6265	70	3	most	most	ADV
bitcs-6265	70	4	recent	recent	ADJ
bitcs-6265	70	5	approaches	approach	NOUN
bitcs-6265	70	6	to	to	PART
bitcs-6265	70	7	ransomware	ransomware	NOUN
bitcs-6265	70	8	detection	detection	NOUN
bitcs-6265	70	9	for	for	ADP
bitcs-6265	70	10	android	android	PROPN
bitcs-6265	70	11	devices	device	NOUN
bitcs-6265	70	12	by	by	ADP
bitcs-6265	70	13	collecting	collect	VERB
bitcs-6265	70	14	information	information	NOUN
bitcs-6265	70	15	,	,	PUNCT
bitcs-6265	70	16	suggesting	suggest	VERB
bitcs-6265	70	17	an	an	DET
bitcs-6265	70	18	api	api	NOUN
bitcs-6265	70	19	-	-	PUNCT
bitcs-6265	70	20	based	base	VERB
bitcs-6265	70	21	system	system	NOUN
bitcs-6265	70	22	(	(	PUNCT
bitcs-6265	70	23	api	api	NOUN
bitcs-6265	70	24	-	-	PUNCT
bitcs-6265	70	25	rds	rds	NOUN
bitcs-6265	70	26	)	)	PUNCT
bitcs-6265	70	27	,	,	PUNCT
bitcs-6265	70	28	evaluating	evaluate	VERB
bitcs-6265	70	29	api	api	NOUN
bitcs-6265	70	30	-	-	PUNCT
bitcs-6265	70	31	rds	rds	NOUN
bitcs-6265	70	32	,	,	PUNCT
bitcs-6265	70	33	and	and	CCONJ
bitcs-6265	70	34	finally	finally	ADV
bitcs-6265	70	35	providing	provide	VERB
bitcs-6265	70	36	api	api	NOUN
bitcs-6265	70	37	-	-	PUNCT
bitcs-6265	70	38	rds	rds	NOUN
bitcs-6265	70	39	services	service	NOUN
bitcs-6265	70	40	.	.	PUNCT
bitcs-6265	71	1	this	this	DET
bitcs-6265	71	2	dataset	dataset	NOUN
bitcs-6265	71	3	includes	include	VERB
bitcs-6265	71	4	information	information	NOUN
bitcs-6265	71	5	from	from	ADP
bitcs-6265	71	6	apipackages	apipackages	NOUN
bitcs-6265	71	7	calls	call	NOUN
bitcs-6265	71	8	,	,	PUNCT
bitcs-6265	71	9	android	android	PROPN
bitcs-6265	71	10	ransomware	ransomware	NOUN
bitcs-6265	71	11	,	,	PUNCT
bitcs-6265	71	12	and	and	CCONJ
bitcs-6265	71	13	innocuous	innocuous	ADJ
bitcs-6265	71	14	android	android	PROPN
bitcs-6265	71	15	datasets	dataset	NOUN
bitcs-6265	71	16	.	.	PUNCT
bitcs-6265	72	1	for	for	ADP
bitcs-6265	72	2	the	the	DET
bitcs-6265	72	3	purpose	purpose	NOUN
bitcs-6265	72	4	of	of	ADP
bitcs-6265	72	5	identifying	identify	VERB
bitcs-6265	72	6	android	android	PROPN
bitcs-6265	72	7	ransomware	ransomware	NOUN
bitcs-6265	72	8	apps	app	NOUN
bitcs-6265	72	9	,	,	PUNCT
bitcs-6265	72	10	the	the	DET
bitcs-6265	72	11	research	research	NOUN
bitcs-6265	72	12	offers	offer	VERB
bitcs-6265	72	13	a	a	DET
bitcs-6265	72	14	static	static	ADJ
bitcs-6265	72	15	analysis	analysis	NOUN
bitcs-6265	72	16	paradigm	paradigm	NOUN
bitcs-6265	72	17	.	.	PUNCT
bitcs-6265	73	1	it	it	PRON
bitcs-6265	73	2	also	also	ADV
bitcs-6265	73	3	creates	create	VERB
bitcs-6265	73	4	a	a	DET
bitcs-6265	73	5	unique	unique	ADJ
bitcs-6265	73	6	and	and	CCONJ
bitcs-6265	73	7	current	current	ADJ
bitcs-6265	73	8	dataset	dataset	NOUN
bitcs-6265	73	9	that	that	PRON
bitcs-6265	73	10	includes	include	VERB
bitcs-6265	73	11	recent	recent	ADJ
bitcs-6265	73	12	clean	clean	ADJ
bitcs-6265	73	13	apps	app	NOUN
bitcs-6265	73	14	and	and	CCONJ
bitcs-6265	73	15	most	most	ADJ
bitcs-6265	73	16	of	of	ADP
bitcs-6265	73	17	the	the	DET
bitcs-6265	73	18	current	current	ADJ
bitcs-6265	73	19	android	android	PROPN
bitcs-6265	73	20	ransomware	ransomware	NOUN
bitcs-6265	73	21	families	family	NOUN
bitcs-6265	73	22	.	.	PUNCT
bitcs-6265	74	1	this	this	DET
bitcs-6265	74	2	labeled	label	VERB
bitcs-6265	74	3	reference	reference	NOUN
bitcs-6265	74	4	might	might	AUX
bitcs-6265	74	5	be	be	AUX
bitcs-6265	74	6	applied	apply	VERB
bitcs-6265	74	7	by	by	ADP
bitcs-6265	74	8	the	the	DET
bitcs-6265	74	9	research	research	NOUN
bitcs-6265	74	10	community	community	NOUN
bitcs-6265	74	11	.	.	PUNCT
bitcs-6265	75	1	however	however	ADV
bitcs-6265	75	2	,	,	PUNCT
bitcs-6265	75	3	the	the	DET
bitcs-6265	75	4	system	system	NOUN
bitcs-6265	75	5	only	only	ADV
bitcs-6265	75	6	focuses	focus	VERB
bitcs-6265	75	7	on	on	ADP
bitcs-6265	75	8	android	android	PROPN
bitcs-6265	75	9	application	application	NOUN
bitcs-6265	75	10	detection	detection	NOUN
bitcs-6265	75	11	which	which	PRON
bitcs-6265	75	12	may	may	AUX
bitcs-6265	75	13	not	not	PART
bitcs-6265	75	14	be	be	AUX
bitcs-6265	75	15	applicable	applicable	ADJ
bitcs-6265	75	16	to	to	ADP
bitcs-6265	75	17	other	other	ADJ
bitcs-6265	75	18	application	application	NOUN
bitcs-6265	75	19	.	.	PUNCT
bitcs-6265	76	1	sh	sh	PROPN
bitcs-6265	76	2	kok	kok	PROPN
bitcs-6265	76	3	et	et	PROPN
bitcs-6265	76	4	al	al	PROPN
bitcs-6265	76	5	.	.	PROPN
bitcs-6265	77	1	(	(	PUNCT
bitcs-6265	77	2	2019	2019	NUM
bitcs-6265	77	3	)	)	PUNCT
bitcs-6265	77	4	,	,	PUNCT
bitcs-6265	77	5	in	in	ADP
bitcs-6265	77	6	a	a	DET
bitcs-6265	77	7	study	study	NOUN
bitcs-6265	77	8	titled	title	VERB
bitcs-6265	77	9	ransomware	ransomware	NOUN
bitcs-6265	77	10	,	,	PUNCT
bitcs-6265	77	11	threat	threat	NOUN
bitcs-6265	77	12	and	and	CCONJ
bitcs-6265	77	13	detection	detection	NOUN
bitcs-6265	77	14	techniques	technique	NOUN
bitcs-6265	77	15	:	:	PUNCT
bitcs-6265	77	16	a	a	DET
bitcs-6265	77	17	review	review	NOUN
bitcs-6265	77	18	this	this	DET
bitcs-6265	77	19	essay	essay	NOUN
bitcs-6265	77	20	discusses	discuss	VERB
bitcs-6265	77	21	the	the	DET
bitcs-6265	77	22	most	most	ADV
bitcs-6265	77	23	recent	recent	ADJ
bitcs-6265	77	24	methods	method	NOUN
bitcs-6265	77	25	for	for	ADP
bitcs-6265	77	26	detection	detection	NOUN
bitcs-6265	77	27	and	and	CCONJ
bitcs-6265	77	28	offers	offer	VERB
bitcs-6265	77	29	a	a	DET
bitcs-6265	77	30	comprehensive	comprehensive	ADJ
bitcs-6265	77	31	overview	overview	NOUN
bitcs-6265	77	32	of	of	ADP
bitcs-6265	77	33	the	the	DET
bitcs-6265	77	34	threat	threat	NOUN
bitcs-6265	77	35	posed	pose	VERB
bitcs-6265	77	36	by	by	ADP
bitcs-6265	77	37	ransomware	ransomware	NOUN
bitcs-6265	77	38	.	.	PUNCT
bitcs-6265	78	1	provided	provide	VERB
bitcs-6265	78	2	a	a	DET
bitcs-6265	78	3	thorough	thorough	ADJ
bitcs-6265	78	4	description	description	NOUN
bitcs-6265	78	5	of	of	ADP
bitcs-6265	78	6	the	the	DET
bitcs-6265	78	7	steps	step	NOUN
bitcs-6265	78	8	involved	involve	VERB
bitcs-6265	78	9	in	in	ADP
bitcs-6265	78	10	a	a	DET
bitcs-6265	78	11	ransomware	ransomware	NOUN
bitcs-6265	78	12	attack	attack	NOUN
bitcs-6265	78	13	and	and	CCONJ
bitcs-6265	78	14	their	their	PRON
bitcs-6265	78	15	traits	trait	NOUN
bitcs-6265	78	16	,	,	PUNCT
bitcs-6265	78	17	which	which	PRON
bitcs-6265	78	18	can	can	AUX
bitcs-6265	78	19	be	be	AUX
bitcs-6265	78	20	used	use	VERB
bitcs-6265	78	21	as	as	ADP
bitcs-6265	78	22	a	a	DET
bitcs-6265	78	23	foundation	foundation	NOUN
bitcs-6265	78	24	for	for	ADP
bitcs-6265	78	25	further	further	ADJ
bitcs-6265	78	26	ransomware	ransomware	NOUN
bitcs-6265	78	27	study	study	NOUN
bitcs-6265	78	28	.	.	PUNCT
bitcs-6265	79	1	data	datum	NOUN
bitcs-6265	79	2	from	from	ADP
bitcs-6265	79	3	static	static	ADJ
bitcs-6265	79	4	and	and	CCONJ
bitcs-6265	79	5	dynamic	dynamic	ADJ
bitcs-6265	79	6	assessments	assessment	NOUN
bitcs-6265	79	7	were	be	AUX
bitcs-6265	79	8	combined	combine	VERB
bitcs-6265	79	9	to	to	PART
bitcs-6265	79	10	create	create	VERB
bitcs-6265	79	11	a	a	DET
bitcs-6265	79	12	hybrid	hybrid	ADJ
bitcs-6265	79	13	algorithm	algorithm	NOUN
bitcs-6265	79	14	for	for	ADP
bitcs-6265	79	15	approach	approach	NOUN
bitcs-6265	79	16	.	.	PUNCT
bitcs-6265	80	1	but	but	CCONJ
bitcs-6265	80	2	the	the	DET
bitcs-6265	80	3	it	it	PRON
bitcs-6265	80	4	is	be	AUX
bitcs-6265	80	5	a	a	DET
bitcs-6265	80	6	review	review	NOUN
bitcs-6265	80	7	work	work	NOUN
bitcs-6265	80	8	and	and	CCONJ
bitcs-6265	80	9	no	no	DET
bitcs-6265	80	10	model	model	NOUN
bitcs-6265	80	11	for	for	ADP
bitcs-6265	80	12	a	a	DET
bitcs-6265	80	13	ransomware	ransomware	NOUN
bitcs-6265	80	14	attack	attack	NOUN
bitcs-6265	80	15	has	have	AUX
bitcs-6265	80	16	been	be	AUX
bitcs-6265	80	17	developed	develop	VERB
bitcs-6265	80	18	.	.	PUNCT
bitcs-6265	81	1	the	the	DET
bitcs-6265	81	2	researcher	researcher	NOUN
bitcs-6265	81	3	has	have	AUX
bitcs-6265	81	4	suggested	suggest	VERB
bitcs-6265	81	5	that	that	SCONJ
bitcs-6265	81	6	in	in	ADP
bitcs-6265	81	7	the	the	DET
bitcs-6265	81	8	next	next	ADJ
bitcs-6265	81	9	research	research	NOUN
bitcs-6265	81	10	,	,	PUNCT
bitcs-6265	81	11	a	a	DET
bitcs-6265	81	12	model	model	NOUN
bitcs-6265	81	13	to	to	PART
bitcs-6265	81	14	identify	identify	VERB
bitcs-6265	81	15	ransomware	ransomware	NOUN
bitcs-6265	81	16	attacks	attack	NOUN
bitcs-6265	81	17	be	be	AUX
bitcs-6265	81	18	developed	develop	VERB
bitcs-6265	81	19	and	and	CCONJ
bitcs-6265	81	20	that	that	SCONJ
bitcs-6265	81	21	hybrid	hybrid	ADJ
bitcs-6265	81	22	algorithms	algorithm	NOUN
bitcs-6265	81	23	be	be	AUX
bitcs-6265	81	24	used	use	VERB
bitcs-6265	81	25	in	in	ADP
bitcs-6265	81	26	place	place	NOUN
bitcs-6265	81	27	of	of	ADP
bitcs-6265	81	28	a	a	DET
bitcs-6265	81	29	single	single	ADJ
bitcs-6265	81	30	one	one	NUM
bitcs-6265	81	31	.	.	PUNCT
bitcs-6265	82	1	subash	subash	PROPN
bitcs-6265	82	2	et	et	PROPN
bitcs-6265	82	3	al	al	PROPN
bitcs-6265	82	4	.	.	PROPN
bitcs-6265	82	5	(	(	PUNCT
bitcs-6265	82	6	2019	2019	NUM
bitcs-6265	82	7	)	)	PUNCT
bitcs-6265	82	8	,	,	PUNCT
bitcs-6265	82	9	proposed	propose	VERB
bitcs-6265	82	10	a	a	DET
bitcs-6265	82	11	multi	multi	ADJ
bitcs-6265	82	12	-	-	ADJ
bitcs-6265	82	13	level	level	ADJ
bitcs-6265	82	14	ransomware	ransomware	NOUN
bitcs-6265	82	15	detection	detection	NOUN
bitcs-6265	82	16	framework	framework	NOUN
bitcs-6265	82	17	using	use	VERB
bitcs-6265	82	18	natural	natural	ADJ
bitcs-6265	82	19	language	language	NOUN
bitcs-6265	82	20	processing	processing	NOUN
bitcs-6265	82	21	and	and	CCONJ
bitcs-6265	82	22	machine	machine	NOUN
bitcs-6265	82	23	learning	learning	NOUN
bitcs-6265	82	24	.	.	PUNCT
bitcs-6265	83	1	the	the	DET
bitcs-6265	83	2	researchers	researcher	NOUN
bitcs-6265	83	3	presented	present	VERB
bitcs-6265	83	4	a	a	DET
bitcs-6265	83	5	multi	multi	ADJ
bitcs-6265	83	6	-	-	ADJ
bitcs-6265	83	7	level	level	ADJ
bitcs-6265	83	8	big	big	ADJ
bitcs-6265	83	9	data	datum	NOUN
bitcs-6265	83	10	mining	mining	NOUN
bitcs-6265	83	11	system	system	NOUN
bitcs-6265	83	12	that	that	PRON
bitcs-6265	83	13	combines	combine	VERB
bitcs-6265	83	14	methodologies	methodology	NOUN
bitcs-6265	83	15	from	from	ADP
bitcs-6265	83	16	machine	machine	NOUN
bitcs-6265	83	17	learning	learning	NOUN
bitcs-6265	83	18	,	,	PUNCT
bitcs-6265	83	19	natural	natural	ADJ
bitcs-6265	83	20	language	language	NOUN
bitcs-6265	83	21	processing	processing	NOUN
bitcs-6265	83	22	(	(	PUNCT
bitcs-6265	83	23	nlp	nlp	NOUN
bitcs-6265	83	24	)	)	PUNCT
bitcs-6265	83	25	,	,	PUNCT
bitcs-6265	83	26	and	and	CCONJ
bitcs-6265	83	27	vol	vol	NOUN
bitcs-6265	83	28	.	.	PROPN
bitcs-6265	84	1	5	5	NUM
bitcs-6265	84	2	,	,	PUNCT
bitcs-6265	84	3	no.2	no.2	PROPN
bitcs-6265	84	4	june	june	PROPN
bitcs-6265	84	5	2024	2024	NUM
bitcs-6265	84	6	|	|	ADV
bitcs-6265	84	7	77	77	NUM
bitcs-6265	84	8	reverse	reverse	ADJ
bitcs-6265	84	9	engineering	engineering	NOUN
bitcs-6265	84	10	.	.	PUNCT
bitcs-6265	85	1	detector	detector	NOUN
bitcs-6265	85	2	engine	engine	NOUN
bitcs-6265	85	3	,	,	PUNCT
bitcs-6265	85	4	action	action	NOUN
bitcs-6265	85	5	engine	engine	NOUN
bitcs-6265	85	6	,	,	PUNCT
bitcs-6265	85	7	passive	passive	ADJ
bitcs-6265	85	8	analyzer	analyzer	NOUN
bitcs-6265	85	9	,	,	PUNCT
bitcs-6265	85	10	function	function	NOUN
bitcs-6265	85	11	call	call	NOUN
bitcs-6265	85	12	tracker	tracker	PROPN
bitcs-6265	85	13	,	,	PUNCT
bitcs-6265	85	14	assembly	assembly	NOUN
bitcs-6265	85	15	instruction	instruction	NOUN
bitcs-6265	85	16	tracker	tracker	NOUN
bitcs-6265	85	17	,	,	PUNCT
bitcs-6265	85	18	dll	dll	PROPN
bitcs-6265	85	19	tracker	tracker	NOUN
bitcs-6265	85	20	,	,	PUNCT
bitcs-6265	85	21	and	and	CCONJ
bitcs-6265	85	22	six	six	NUM
bitcs-6265	85	23	other	other	ADJ
bitcs-6265	85	24	components	component	NOUN
bitcs-6265	85	25	are	be	AUX
bitcs-6265	85	26	used	use	VERB
bitcs-6265	85	27	in	in	ADP
bitcs-6265	85	28	natural	natural	ADJ
bitcs-6265	85	29	language	language	NOUN
bitcs-6265	85	30	using	use	VERB
bitcs-6265	85	31	machine	machine	NOUN
bitcs-6265	85	32	learning	learning	NOUN
bitcs-6265	85	33	.	.	PUNCT
bitcs-6265	86	1	the	the	DET
bitcs-6265	86	2	open	open	ADJ
bitcs-6265	86	3	source	source	NOUN
bitcs-6265	86	4	malware	malware	NOUN
bitcs-6265	86	5	repository	repository	NOUN
bitcs-6265	86	6	zoo	zoo	PROPN
bitcs-6265	86	7	and	and	CCONJ
bitcs-6265	86	8	virus	virus	NOUN
bitcs-6265	86	9	total	total	NOUN
bitcs-6265	86	10	were	be	AUX
bitcs-6265	86	11	two	two	NUM
bitcs-6265	86	12	of	of	ADP
bitcs-6265	86	13	the	the	DET
bitcs-6265	86	14	sources	source	NOUN
bitcs-6265	86	15	from	from	ADP
bitcs-6265	86	16	which	which	PRON
bitcs-6265	86	17	the	the	DET
bitcs-6265	86	18	dataset	dataset	NOUN
bitcs-6265	86	19	was	be	AUX
bitcs-6265	86	20	gathered	gather	VERB
bitcs-6265	86	21	.	.	PUNCT
bitcs-6265	87	1	this	this	DET
bitcs-6265	87	2	study	study	NOUN
bitcs-6265	87	3	created	create	VERB
bitcs-6265	87	4	a	a	DET
bitcs-6265	87	5	framework	framework	NOUN
bitcs-6265	87	6	for	for	ADP
bitcs-6265	87	7	multi	multi	ADJ
bitcs-6265	87	8	-	-	ADJ
bitcs-6265	87	9	level	level	NOUN
bitcs-6265	87	10	analysis	analysis	NOUN
bitcs-6265	87	11	using	use	VERB
bitcs-6265	87	12	dlls	dll	NOUN
bitcs-6265	87	13	,	,	PUNCT
bitcs-6265	87	14	function	function	NOUN
bitcs-6265	87	15	calls	call	NOUN
bitcs-6265	87	16	,	,	PUNCT
bitcs-6265	87	17	and	and	CCONJ
bitcs-6265	87	18	assembly	assembly	NOUN
bitcs-6265	87	19	instructions	instruction	NOUN
bitcs-6265	87	20	while	while	SCONJ
bitcs-6265	87	21	taking	take	VERB
bitcs-6265	87	22	advantage	advantage	NOUN
bitcs-6265	87	23	of	of	ADP
bitcs-6265	87	24	machine	machine	NOUN
bitcs-6265	87	25	learning	learn	VERB
bitcs-6265	87	26	classifiers	classifier	NOUN
bitcs-6265	87	27	and	and	CCONJ
bitcs-6265	87	28	nlp	nlp	NOUN
bitcs-6265	87	29	schemes	scheme	NOUN
bitcs-6265	87	30	.	.	PUNCT
bitcs-6265	88	1	it	it	PRON
bitcs-6265	88	2	also	also	ADV
bitcs-6265	88	3	investigated	investigate	VERB
bitcs-6265	88	4	the	the	DET
bitcs-6265	88	5	differences	difference	NOUN
bitcs-6265	88	6	in	in	ADP
bitcs-6265	88	7	n	n	CCONJ
bitcs-6265	88	8	-	-	PUNCT
bitcs-6265	88	9	gram	gram	NOUN
bitcs-6265	88	10	sequences	sequence	NOUN
bitcs-6265	88	11	for	for	ADP
bitcs-6265	88	12	ransomware	ransomware	NOUN
bitcs-6265	88	13	binary	binary	ADJ
bitcs-6265	88	14	samples	sample	NOUN
bitcs-6265	88	15	at	at	ADP
bitcs-6265	88	16	the	the	DET
bitcs-6265	88	17	multi	multi	ADJ
bitcs-6265	88	18	-	-	NOUN
bitcs-6265	88	19	level	level	NOUN
bitcs-6265	88	20	,	,	PUNCT
bitcs-6265	88	21	which	which	PRON
bitcs-6265	88	22	helped	help	VERB
bitcs-6265	88	23	to	to	PART
bitcs-6265	88	24	create	create	VERB
bitcs-6265	88	25	a	a	DET
bitcs-6265	88	26	useful	useful	ADJ
bitcs-6265	88	27	feature	feature	NOUN
bitcs-6265	88	28	database	database	NOUN
bitcs-6265	88	29	that	that	PRON
bitcs-6265	88	30	increased	increase	VERB
bitcs-6265	88	31	the	the	DET
bitcs-6265	88	32	detection	detection	NOUN
bitcs-6265	88	33	rate	rate	NOUN
bitcs-6265	88	34	at	at	ADP
bitcs-6265	88	35	various	various	ADJ
bitcs-6265	88	36	levels	level	NOUN
bitcs-6265	88	37	.	.	PUNCT
bitcs-6265	89	1	98.59	98.59	NUM
bitcs-6265	89	2	%	%	NOUN
bitcs-6265	89	3	is	be	AUX
bitcs-6265	89	4	the	the	DET
bitcs-6265	89	5	maximum	maximum	ADJ
bitcs-6265	89	6	detection	detection	NOUN
bitcs-6265	89	7	accuracy	accuracy	NOUN
bitcs-6265	89	8	for	for	ADP
bitcs-6265	89	9	n	n	X
bitcs-6265	89	10	-	-	PUNCT
bitcs-6265	89	11	gram	gram	NOUN
bitcs-6265	89	12	tf	tf	PROPN
bitcs-6265	89	13	-	-	PUNCT
bitcs-6265	89	14	idf	idf	PROPN
bitcs-6265	89	15	at	at	ADP
bitcs-6265	89	16	n=3	n=3	NOUN
bitcs-6265	89	17	,	,	PUNCT
bitcs-6265	89	18	and	and	CCONJ
bitcs-6265	89	19	97.13	97.13	NUM
bitcs-6265	89	20	%	%	NOUN
bitcs-6265	89	21	is	be	AUX
bitcs-6265	89	22	the	the	DET
bitcs-6265	89	23	second	second	ADV
bitcs-6265	89	24	-	-	PUNCT
bitcs-6265	89	25	highest	high	ADJ
bitcs-6265	89	26	at	at	ADP
bitcs-6265	89	27	n=2	n=2	PRON
bitcs-6265	89	28	.	.	PUNCT
bitcs-6265	90	1	nevertheless	nevertheless	ADV
bitcs-6265	90	2	,	,	PUNCT
bitcs-6265	90	3	the	the	DET
bitcs-6265	90	4	researcher	researcher	NOUN
bitcs-6265	90	5	admitted	admit	VERB
bitcs-6265	90	6	that	that	SCONJ
bitcs-6265	90	7	performance	performance	NOUN
bitcs-6265	90	8	testing	testing	NOUN
bitcs-6265	90	9	between	between	ADP
bitcs-6265	90	10	the	the	DET
bitcs-6265	90	11	research	research	NOUN
bitcs-6265	90	12	framework	framework	NOUN
bitcs-6265	90	13	and	and	CCONJ
bitcs-6265	90	14	nlp	nlp	NOUN
bitcs-6265	90	15	schemes	scheme	NOUN
bitcs-6265	90	16	and	and	CCONJ
bitcs-6265	90	17	machine	machine	NOUN
bitcs-6265	90	18	learning	learn	VERB
bitcs-6265	90	19	classifiers	classifier	NOUN
bitcs-6265	90	20	was	be	AUX
bitcs-6265	90	21	not	not	PART
bitcs-6265	90	22	done	do	VERB
bitcs-6265	90	23	.	.	PUNCT
bitcs-6265	91	1	instead	instead	ADV
bitcs-6265	91	2	,	,	PUNCT
bitcs-6265	91	3	a	a	DET
bitcs-6265	91	4	framework	framework	NOUN
bitcs-6265	91	5	of	of	ADP
bitcs-6265	91	6	multi	multi	ADJ
bitcs-6265	91	7	-	-	ADJ
bitcs-6265	91	8	level	level	NOUN
bitcs-6265	91	9	analysis	analysis	NOUN
bitcs-6265	91	10	was	be	AUX
bitcs-6265	91	11	built	build	VERB
bitcs-6265	91	12	using	use	VERB
bitcs-6265	91	13	dll	dll	NOUN
bitcs-6265	91	14	function	function	NOUN
bitcs-6265	91	15	calls	call	NOUN
bitcs-6265	91	16	and	and	CCONJ
bitcs-6265	91	17	assemble	assemble	VERB
bitcs-6265	91	18	instructions	instruction	NOUN
bitcs-6265	91	19	.	.	PUNCT
bitcs-6265	92	1	iii	iii	X
bitcs-6265	92	2	.	.	PROPN
bitcs-6265	92	3	method	method	NOUN
bitcs-6265	92	4	in	in	ADP
bitcs-6265	92	5	order	order	NOUN
bitcs-6265	92	6	to	to	PART
bitcs-6265	92	7	improve	improve	VERB
bitcs-6265	92	8	the	the	DET
bitcs-6265	92	9	detecting	detect	VERB
bitcs-6265	92	10	performance	performance	NOUN
bitcs-6265	92	11	of	of	ADP
bitcs-6265	92	12	ransomware	ransomware	NOUN
bitcs-6265	92	13	,	,	PUNCT
bitcs-6265	92	14	the	the	DET
bitcs-6265	92	15	architecture	architecture	NOUN
bitcs-6265	92	16	of	of	ADP
bitcs-6265	92	17	the	the	DET
bitcs-6265	92	18	suggested	suggest	VERB
bitcs-6265	92	19	ransomware	ransomware	NOUN
bitcs-6265	92	20	detection	detection	NOUN
bitcs-6265	92	21	system	system	NOUN
bitcs-6265	92	22	was	be	AUX
bitcs-6265	92	23	designed	design	VERB
bitcs-6265	92	24	to	to	PART
bitcs-6265	92	25	improve	improve	VERB
bitcs-6265	92	26	detecting	detect	VERB
bitcs-6265	92	27	capabilities	capability	NOUN
bitcs-6265	92	28	,	,	PUNCT
bitcs-6265	92	29	the	the	DET
bitcs-6265	92	30	system	system	NOUN
bitcs-6265	92	31	incorporates	incorporate	VERB
bitcs-6265	92	32	machine	machine	NOUN
bitcs-6265	92	33	learning	learning	NOUN
bitcs-6265	92	34	techniques	technique	NOUN
bitcs-6265	92	35	.	.	PUNCT
bitcs-6265	93	1	the	the	DET
bitcs-6265	93	2	goal	goal	NOUN
bitcs-6265	93	3	of	of	ADP
bitcs-6265	93	4	this	this	DET
bitcs-6265	93	5	all	all	ADV
bitcs-6265	93	6	-	-	PUNCT
bitcs-6265	93	7	encompassing	encompass	VERB
bitcs-6265	93	8	approach	approach	NOUN
bitcs-6265	93	9	is	be	AUX
bitcs-6265	93	10	to	to	PART
bitcs-6265	93	11	give	give	VERB
bitcs-6265	93	12	enterprises	enterprise	NOUN
bitcs-6265	93	13	a	a	DET
bitcs-6265	93	14	strong	strong	ADJ
bitcs-6265	93	15	and	and	CCONJ
bitcs-6265	93	16	flexible	flexible	ADJ
bitcs-6265	93	17	defense	defense	NOUN
bitcs-6265	93	18	against	against	ADP
bitcs-6265	93	19	the	the	DET
bitcs-6265	93	20	constantly	constantly	ADV
bitcs-6265	93	21	changing	change	VERB
bitcs-6265	93	22	threat	threat	NOUN
bitcs-6265	93	23	landscape	landscape	NOUN
bitcs-6265	93	24	that	that	PRON
bitcs-6265	93	25	ransomware	ransomware	NOUN
bitcs-6265	93	26	attacks	attack	NOUN
bitcs-6265	93	27	is	be	AUX
bitcs-6265	93	28	present	present	ADJ
bitcs-6265	93	29	.	.	PUNCT
bitcs-6265	94	1	fig	fig	NOUN
bitcs-6265	94	2	3	3	NUM
bitcs-6265	94	3	.	.	PUNCT
bitcs-6265	94	4	system	system	NOUN
bitcs-6265	94	5	architecture	architecture	NOUN
bitcs-6265	94	6	a.	a.	NOUN
bitcs-6265	94	7	data	data	PROPN
bitcs-6265	94	8	collection	collection	NOUN
bitcs-6265	94	9	the	the	DET
bitcs-6265	94	10	dataset	dataset	NOUN
bitcs-6265	94	11	of	of	ADP
bitcs-6265	94	12	ransomware	ransomware	NOUN
bitcs-6265	94	13	attack	attack	NOUN
bitcs-6265	94	14	instances	instance	NOUN
bitcs-6265	94	15	was	be	AUX
bitcs-6265	94	16	obtained	obtain	VERB
bitcs-6265	94	17	from	from	ADP
bitcs-6265	94	18	kaggle.com	kaggle.com	X
bitcs-6265	94	19	in	in	ADP
bitcs-6265	94	20	excel	excel	NOUN
bitcs-6265	94	21	format	format	NOUN
bitcs-6265	94	22	.	.	PUNCT
bitcs-6265	95	1	this	this	DET
bitcs-6265	95	2	dataset	dataset	NOUN
bitcs-6265	95	3	includes	include	VERB
bitcs-6265	95	4	both	both	CCONJ
bitcs-6265	95	5	benign	benign	ADJ
bitcs-6265	95	6	and	and	CCONJ
bitcs-6265	95	7	malicious	malicious	ADJ
bitcs-6265	95	8	samples	sample	NOUN
bitcs-6265	95	9	,	,	PUNCT
bitcs-6265	95	10	covering	cover	VERB
bitcs-6265	95	11	various	various	ADJ
bitcs-6265	95	12	types	type	NOUN
bitcs-6265	95	13	of	of	ADP
bitcs-6265	95	14	ransomware	ransomware	NOUN
bitcs-6265	95	15	.	.	PUNCT
bitcs-6265	96	1	initializing	initialize	VERB
bitcs-6265	96	2	threshold	threshold	NOUN
bitcs-6265	96	3	settings	setting	NOUN
bitcs-6265	96	4	,	,	PUNCT
bitcs-6265	96	5	outliers	outlier	NOUN
bitcs-6265	96	6	will	will	AUX
bitcs-6265	96	7	be	be	AUX
bitcs-6265	96	8	checked	check	VERB
bitcs-6265	96	9	by	by	ADP
bitcs-6265	96	10	comparing	compare	VERB
bitcs-6265	96	11	the	the	DET
bitcs-6265	96	12	distance	distance	NOUN
bitcs-6265	96	13	of	of	ADP
bitcs-6265	96	14	the	the	DET
bitcs-6265	96	15	closest	close	ADJ
bitcs-6265	96	16	data	datum	NOUN
bitcs-6265	96	17	point	point	NOUN
bitcs-6265	96	18	to	to	ADP
bitcs-6265	96	19	the	the	DET
bitcs-6265	96	20	nearest	near	ADJ
bitcs-6265	96	21	cluster	cluster	NOUN
bitcs-6265	96	22	identification	identification	NOUN
bitcs-6265	96	23	and	and	CCONJ
bitcs-6265	96	24	identifying	identify	VERB
bitcs-6265	96	25	those	those	PRON
bitcs-6265	96	26	that	that	PRON
bitcs-6265	96	27	are	be	AUX
bitcs-6265	96	28	outliers	outlier	NOUN
bitcs-6265	96	29	in	in	ADP
bitcs-6265	96	30	our	our	PRON
bitcs-6265	96	31	dataset	dataset	NOUN
bitcs-6265	96	32	.	.	PUNCT
bitcs-6265	97	1	the	the	DET
bitcs-6265	97	2	dataset	dataset	NOUN
bitcs-6265	97	3	represents	represent	VERB
bitcs-6265	97	4	real	real	ADJ
bitcs-6265	97	5	-	-	PUNCT
bitcs-6265	97	6	world	world	NOUN
bitcs-6265	97	7	scenarios	scenario	NOUN
bitcs-6265	97	8	and	and	CCONJ
bitcs-6265	97	9	contains	contain	VERB
bitcs-6265	97	10	features	feature	NOUN
bitcs-6265	97	11	relevant	relevant	ADJ
bitcs-6265	97	12	to	to	PART
bitcs-6265	97	13	ransomware	ransomware	NOUN
bitcs-6265	97	14	detection	detection	NOUN
bitcs-6265	97	15	,	,	PUNCT
bitcs-6265	97	16	such	such	ADJ
bitcs-6265	97	17	as	as	ADP
bitcs-6265	97	18	file	file	NOUN
bitcs-6265	97	19	characteristics	characteristic	NOUN
bitcs-6265	97	20	,	,	PUNCT
bitcs-6265	97	21	network	network	NOUN
bitcs-6265	97	22	traffic	traffic	NOUN
bitcs-6265	97	23	patterns	pattern	NOUN
bitcs-6265	97	24	,	,	PUNCT
bitcs-6265	97	25	and	and	CCONJ
bitcs-6265	97	26	behavioral	behavioral	ADJ
bitcs-6265	97	27	indicators	indicator	NOUN
bitcs-6265	97	28	.	.	PUNCT
bitcs-6265	98	1	the	the	DET
bitcs-6265	98	2	dataset	dataset	NOUN
bitcs-6265	98	3	contains	contain	VERB
bitcs-6265	98	4	143573	143573	NUM
bitcs-6265	98	5	rows	row	NOUN
bitcs-6265	98	6	and	and	CCONJ
bitcs-6265	98	7	84	84	NUM
bitcs-6265	98	8	columns	column	NOUN
bitcs-6265	98	9	.	.	PUNCT
bitcs-6265	99	1	vol	vol	NOUN
bitcs-6265	99	2	.	.	PROPN
bitcs-6265	100	1	5	5	NUM
bitcs-6265	100	2	,	,	PUNCT
bitcs-6265	100	3	no.2	no.2	PROPN
bitcs-6265	100	4	june	june	PROPN
bitcs-6265	100	5	2024	2024	NUM
bitcs-6265	101	1	|	|	ADV
bitcs-6265	101	2	78	78	NUM
bitcs-6265	101	3	fig	fig	NOUN
bitcs-6265	101	4	4	4	NUM
bitcs-6265	101	5	.	.	PUNCT
bitcs-6265	101	6	sample	sample	NOUN
bitcs-6265	101	7	of	of	ADP
bitcs-6265	101	8	ransomware	ransomware	NOUN
bitcs-6265	101	9	dataset	dataset	PROPN
bitcs-6265	101	10	b.	b.	PROPN
bitcs-6265	101	11	data	data	PROPN
bitcs-6265	101	12	preprocessing	preprocesse	VERB
bitcs-6265	101	13	the	the	DET
bitcs-6265	101	14	data	datum	NOUN
bitcs-6265	101	15	were	be	AUX
bitcs-6265	101	16	cleaned	clean	VERB
bitcs-6265	101	17	and	and	CCONJ
bitcs-6265	101	18	preprocess	preprocess	VERB
bitcs-6265	101	19	the	the	DET
bitcs-6265	101	20	collected	collect	VERB
bitcs-6265	101	21	data	datum	NOUN
bitcs-6265	101	22	to	to	PART
bitcs-6265	101	23	remove	remove	VERB
bitcs-6265	101	24	any	any	DET
bitcs-6265	101	25	noise	noise	NOUN
bitcs-6265	101	26	or	or	CCONJ
bitcs-6265	101	27	inconsistencies	inconsistency	NOUN
bitcs-6265	101	28	handling	handle	VERB
bitcs-6265	101	29	missing	miss	VERB
bitcs-6265	101	30	data	datum	NOUN
bitcs-6265	101	31	and	and	CCONJ
bitcs-6265	101	32	identify	identify	VERB
bitcs-6265	101	33	and	and	CCONJ
bitcs-6265	101	34	handle	handle	VERB
bitcs-6265	101	35	the	the	DET
bitcs-6265	101	36	missing	miss	VERB
bitcs-6265	101	37	values	value	NOUN
bitcs-6265	101	38	or	or	CCONJ
bitcs-6265	101	39	data	datum	NOUN
bitcs-6265	101	40	.	.	PUNCT
bitcs-6265	102	1	by	by	ADP
bitcs-6265	102	2	removing	remove	VERB
bitcs-6265	102	3	rows	row	NOUN
bitcs-6265	102	4	or	or	CCONJ
bitcs-6265	102	5	columns	column	NOUN
bitcs-6265	102	6	with	with	ADP
bitcs-6265	102	7	missing	miss	VERB
bitcs-6265	102	8	values	value	NOUN
bitcs-6265	102	9	or	or	CCONJ
bitcs-6265	102	10	data	datum	NOUN
bitcs-6265	102	11	and	and	CCONJ
bitcs-6265	102	12	imputing	impute	VERB
bitcs-6265	102	13	the	the	DET
bitcs-6265	102	14	missing	miss	VERB
bitcs-6265	102	15	values	value	NOUN
bitcs-6265	102	16	.	.	PUNCT
bitcs-6265	103	1	outliers	outlier	NOUN
bitcs-6265	103	2	were	be	AUX
bitcs-6265	103	3	identified	identify	VERB
bitcs-6265	103	4	and	and	CCONJ
bitcs-6265	103	5	handled	handle	VERB
bitcs-6265	103	6	by	by	ADP
bitcs-6265	103	7	removing	remove	VERB
bitcs-6265	103	8	them	they	PRON
bitcs-6265	103	9	with	with	ADP
bitcs-6265	103	10	the	the	DET
bitcs-6265	103	11	use	use	NOUN
bitcs-6265	103	12	of	of	ADP
bitcs-6265	103	13	a	a	DET
bitcs-6265	103	14	robust	robust	ADJ
bitcs-6265	103	15	statistical	statistical	ADJ
bitcs-6265	103	16	method	method	NOUN
bitcs-6265	103	17	.	.	PUNCT
bitcs-6265	104	1	perform	perform	VERB
bitcs-6265	104	2	feature	feature	NOUN
bitcs-6265	104	3	selection	selection	NOUN
bitcs-6265	104	4	to	to	PART
bitcs-6265	104	5	extract	extract	VERB
bitcs-6265	104	6	meaningful	meaningful	ADJ
bitcs-6265	104	7	features	feature	NOUN
bitcs-6265	104	8	from	from	ADP
bitcs-6265	104	9	the	the	DET
bitcs-6265	104	10	raw	raw	ADJ
bitcs-6265	104	11	data	datum	NOUN
bitcs-6265	104	12	.	.	PUNCT
bitcs-6265	105	1	this	this	PRON
bitcs-6265	105	2	may	may	AUX
bitcs-6265	105	3	involve	involve	VERB
bitcs-6265	105	4	techniques	technique	NOUN
bitcs-6265	105	5	like	like	ADP
bitcs-6265	105	6	dimensionality	dimensionality	NOUN
bitcs-6265	105	7	reduction	reduction	NOUN
bitcs-6265	105	8	,	,	PUNCT
bitcs-6265	105	9	feature	feature	NOUN
bitcs-6265	105	10	selection	selection	NOUN
bitcs-6265	105	11	,	,	PUNCT
bitcs-6265	105	12	or	or	CCONJ
bitcs-6265	105	13	transformation	transformation	NOUN
bitcs-6265	105	14	.	.	PUNCT
bitcs-6265	106	1	the	the	DET
bitcs-6265	106	2	data	datum	NOUN
bitcs-6265	106	3	was	be	AUX
bitcs-6265	106	4	cleaned	clean	VERB
bitcs-6265	106	5	appropriately	appropriately	ADV
bitcs-6265	106	6	,	,	PUNCT
bitcs-6265	106	7	after	after	ADP
bitcs-6265	106	8	which	which	PRON
bitcs-6265	106	9	particular	particular	ADJ
bitcs-6265	106	10	features	feature	NOUN
bitcs-6265	106	11	were	be	AUX
bitcs-6265	106	12	selected	select	VERB
bitcs-6265	106	13	.	.	PUNCT
bitcs-6265	107	1	c.	c.	NOUN
bitcs-6265	107	2	feature	feature	PROPN
bitcs-6265	107	3	selection	selection	NOUN
bitcs-6265	107	4	feature	feature	NOUN
bitcs-6265	107	5	selection	selection	NOUN
bitcs-6265	107	6	was	be	AUX
bitcs-6265	107	7	carried	carry	VERB
bitcs-6265	107	8	out	out	ADP
bitcs-6265	107	9	for	for	ADP
bitcs-6265	107	10	ease	ease	NOUN
bitcs-6265	107	11	of	of	ADP
bitcs-6265	107	12	modeling	modeling	NOUN
bitcs-6265	107	13	.	.	PUNCT
bitcs-6265	108	1	the	the	DET
bitcs-6265	108	2	data	datum	NOUN
bitcs-6265	108	3	was	be	AUX
bitcs-6265	108	4	truncated	truncate	VERB
bitcs-6265	108	5	for	for	ADP
bitcs-6265	108	6	ease	ease	NOUN
bitcs-6265	108	7	and	and	CCONJ
bitcs-6265	108	8	speed	speed	NOUN
bitcs-6265	108	9	of	of	ADP
bitcs-6265	108	10	modeling	modeling	NOUN
bitcs-6265	108	11	.	.	PUNCT
bitcs-6265	109	1	perform	perform	VERB
bitcs-6265	109	2	required	require	VERB
bitcs-6265	109	3	feature	feature	NOUN
bitcs-6265	109	4	selection	selection	NOUN
bitcs-6265	109	5	and	and	CCONJ
bitcs-6265	109	6	dimensionality	dimensionality	NOUN
bitcs-6265	109	7	reduction	reduction	NOUN
bitcs-6265	109	8	.	.	PUNCT
bitcs-6265	110	1	perform	perform	VERB
bitcs-6265	110	2	model	model	NOUN
bitcs-6265	110	3	selection	selection	NOUN
bitcs-6265	110	4	based	base	VERB
bitcs-6265	110	5	on	on	ADP
bitcs-6265	110	6	the	the	DET
bitcs-6265	110	7	algorithm	algorithm	NOUN
bitcs-6265	110	8	choices	choice	NOUN
bitcs-6265	110	9	outline	outline	NOUN
bitcs-6265	110	10	(	(	PUNCT
bitcs-6265	110	11	i.e.	i.e.	X
bitcs-6265	110	12	,	,	PUNCT
bitcs-6265	110	13	random	random	ADJ
bitcs-6265	110	14	forest	forest	NOUN
bitcs-6265	110	15	,	,	PUNCT
bitcs-6265	110	16	svm	svm	NOUN
bitcs-6265	110	17	and	and	CCONJ
bitcs-6265	110	18	gradient	gradient	ADJ
bitcs-6265	110	19	boosting	boosting	NOUN
bitcs-6265	110	20	)	)	PUNCT
bitcs-6265	110	21	.	.	PUNCT
bitcs-6265	111	1	feature	feature	NOUN
bitcs-6265	111	2	selection	selection	NOUN
bitcs-6265	111	3	is	be	AUX
bitcs-6265	111	4	a	a	DET
bitcs-6265	111	5	crucial	crucial	ADJ
bitcs-6265	111	6	step	step	NOUN
bitcs-6265	111	7	in	in	ADP
bitcs-6265	111	8	machine	machine	NOUN
bitcs-6265	111	9	learning	learning	NOUN
bitcs-6265	111	10	where	where	SCONJ
bitcs-6265	111	11	the	the	DET
bitcs-6265	111	12	goal	goal	NOUN
bitcs-6265	111	13	is	be	AUX
bitcs-6265	111	14	to	to	PART
bitcs-6265	111	15	choose	choose	VERB
bitcs-6265	111	16	the	the	DET
bitcs-6265	111	17	most	most	ADV
bitcs-6265	111	18	relevant	relevant	ADJ
bitcs-6265	111	19	and	and	CCONJ
bitcs-6265	111	20	significant	significant	ADJ
bitcs-6265	111	21	features	feature	NOUN
bitcs-6265	111	22	from	from	ADP
bitcs-6265	111	23	a	a	DET
bitcs-6265	111	24	dataset	dataset	NOUN
bitcs-6265	111	25	to	to	PART
bitcs-6265	111	26	build	build	VERB
bitcs-6265	111	27	a	a	DET
bitcs-6265	111	28	model	model	NOUN
bitcs-6265	111	29	.	.	PUNCT
bitcs-6265	112	1	the	the	DET
bitcs-6265	112	2	process	process	NOUN
bitcs-6265	112	3	involves	involve	VERB
bitcs-6265	112	4	identifying	identify	VERB
bitcs-6265	112	5	and	and	CCONJ
bitcs-6265	112	6	selecting	select	VERB
bitcs-6265	112	7	a	a	DET
bitcs-6265	112	8	subset	subset	NOUN
bitcs-6265	112	9	of	of	ADP
bitcs-6265	112	10	features	feature	NOUN
bitcs-6265	112	11	that	that	PRON
bitcs-6265	112	12	contribute	contribute	VERB
bitcs-6265	112	13	the	the	DET
bitcs-6265	112	14	most	most	ADJ
bitcs-6265	112	15	to	to	ADP
bitcs-6265	112	16	the	the	DET
bitcs-6265	112	17	model	model	NOUN
bitcs-6265	112	18	's	's	PART
bitcs-6265	112	19	predictive	predictive	ADJ
bitcs-6265	112	20	power	power	NOUN
bitcs-6265	112	21	while	while	SCONJ
bitcs-6265	112	22	disregarding	disregard	VERB
bitcs-6265	112	23	irrelevant	irrelevant	ADJ
bitcs-6265	112	24	or	or	CCONJ
bitcs-6265	112	25	redundant	redundant	ADJ
bitcs-6265	112	26	ones	one	NOUN
bitcs-6265	112	27	.	.	PUNCT
bitcs-6265	113	1	this	this	PRON
bitcs-6265	113	2	is	be	AUX
bitcs-6265	113	3	done	do	VERB
bitcs-6265	113	4	to	to	PART
bitcs-6265	113	5	improve	improve	VERB
bitcs-6265	113	6	model	model	NOUN
bitcs-6265	113	7	efficiency	efficiency	NOUN
bitcs-6265	113	8	,	,	PUNCT
bitcs-6265	113	9	reduce	reduce	VERB
bitcs-6265	113	10	overfitting	overfitting	NOUN
bitcs-6265	113	11	,	,	PUNCT
bitcs-6265	113	12	and	and	CCONJ
bitcs-6265	113	13	enhance	enhance	VERB
bitcs-6265	113	14	generalization	generalization	NOUN
bitcs-6265	113	15	to	to	ADP
bitcs-6265	113	16	new	new	PROPN
bitcs-6265	113	17	.	.	PUNCT
bitcs-6265	114	1	a.	a.	PROPN
bitcs-6265	114	2	random	random	PROPN
bitcs-6265	114	3	forest	forest	NOUN
bitcs-6265	114	4	an	an	DET
bitcs-6265	114	5	ensemble	ensemble	ADJ
bitcs-6265	114	6	learning	learning	NOUN
bitcs-6265	114	7	method	method	NOUN
bitcs-6265	114	8	for	for	ADP
bitcs-6265	114	9	applications	application	NOUN
bitcs-6265	114	10	like	like	ADP
bitcs-6265	114	11	categorization	categorization	NOUN
bitcs-6265	114	12	and	and	CCONJ
bitcs-6265	114	13	regression	regression	NOUN
bitcs-6265	114	14	is	be	AUX
bitcs-6265	114	15	called	call	VERB
bitcs-6265	114	16	random	random	ADJ
bitcs-6265	114	17	forest	forest	NOUN
bitcs-6265	114	18	.	.	PUNCT
bitcs-6265	115	1	additionally	additionally	ADV
bitcs-6265	115	2	,	,	PUNCT
bitcs-6265	115	3	during	during	ADP
bitcs-6265	115	4	the	the	DET
bitcs-6265	115	5	phase	phase	NOUN
bitcs-6265	115	6	,	,	PUNCT
bitcs-6265	115	7	random	random	ADJ
bitcs-6265	115	8	forest	forest	NOUN
bitcs-6265	115	9	constructs	construct	VERB
bitcs-6265	115	10	a	a	DET
bitcs-6265	115	11	large	large	ADJ
bitcs-6265	115	12	number	number	NOUN
bitcs-6265	115	13	of	of	ADP
bitcs-6265	115	14	decision	decision	NOUN
bitcs-6265	115	15	trees	tree	NOUN
bitcs-6265	115	16	and	and	CCONJ
bitcs-6265	115	17	produces	produce	VERB
bitcs-6265	115	18	a	a	DET
bitcs-6265	115	19	class	class	NOUN
bitcs-6265	115	20	that	that	PRON
bitcs-6265	115	21	represents	represent	VERB
bitcs-6265	115	22	the	the	DET
bitcs-6265	115	23	mean	mean	NOUN
bitcs-6265	115	24	of	of	ADP
bitcs-6265	115	25	the	the	DET
bitcs-6265	115	26	classes	class	NOUN
bitcs-6265	115	27	,	,	PUNCT
bitcs-6265	115	28	also	also	ADV
bitcs-6265	115	29	known	know	VERB
bitcs-6265	115	30	as	as	ADP
bitcs-6265	115	31	classification	classification	NOUN
bitcs-6265	115	32	,	,	PUNCT
bitcs-6265	115	33	or	or	CCONJ
bitcs-6265	115	34	mean	mean	ADJ
bitcs-6265	115	35	prediction	prediction	NOUN
bitcs-6265	115	36	,	,	PUNCT
bitcs-6265	115	37	also	also	ADV
bitcs-6265	115	38	known	know	VERB
bitcs-6265	115	39	as	as	ADP
bitcs-6265	115	40	regression	regression	NOUN
bitcs-6265	115	41	of	of	ADP
bitcs-6265	115	42	each	each	PRON
bitcs-6265	115	43	of	of	ADP
bitcs-6265	115	44	the	the	DET
bitcs-6265	115	45	trees	tree	NOUN
bitcs-6265	115	46	.	.	PUNCT
bitcs-6265	116	1	it	it	PRON
bitcs-6265	116	2	is	be	AUX
bitcs-6265	116	3	common	common	ADJ
bitcs-6265	116	4	for	for	ADP
bitcs-6265	116	5	random	random	ADJ
bitcs-6265	116	6	forests	forest	NOUN
bitcs-6265	116	7	to	to	PART
bitcs-6265	116	8	correctly	correctly	ADV
bitcs-6265	116	9	predict	predict	VERB
bitcs-6265	116	10	their	their	PRON
bitcs-6265	116	11	training	training	NOUN
bitcs-6265	116	12	set	set	NOUN
bitcs-6265	116	13	.	.	PUNCT
bitcs-6265	117	1	random	random	ADJ
bitcs-6265	117	2	forest	forest	NOUN
bitcs-6265	117	3	is	be	AUX
bitcs-6265	117	4	the	the	DET
bitcs-6265	117	5	go	go	VERB
bitcs-6265	117	6	-	-	PUNCT
bitcs-6265	117	7	to	to	ADP
bitcs-6265	117	8	machine	machine	NOUN
bitcs-6265	117	9	learning	learn	VERB
bitcs-6265	117	10	algorithm	algorithm	NOUN
bitcs-6265	117	11	that	that	PRON
bitcs-6265	117	12	uses	use	VERB
bitcs-6265	117	13	a	a	DET
bitcs-6265	117	14	bagging	bagging	NOUN
bitcs-6265	117	15	approach	approach	NOUN
bitcs-6265	117	16	to	to	PART
bitcs-6265	117	17	create	create	VERB
bitcs-6265	117	18	a	a	DET
bitcs-6265	117	19	bunch	bunch	NOUN
bitcs-6265	117	20	of	of	ADP
bitcs-6265	117	21	decision	decision	NOUN
bitcs-6265	117	22	trees	tree	NOUN
bitcs-6265	117	23	with	with	ADP
bitcs-6265	117	24	a	a	DET
bitcs-6265	117	25	random	random	ADJ
bitcs-6265	117	26	subset	subset	NOUN
bitcs-6265	117	27	of	of	ADP
bitcs-6265	117	28	the	the	DET
bitcs-6265	117	29	data	datum	NOUN
bitcs-6265	117	30	.	.	PUNCT
bitcs-6265	118	1	a	a	DET
bitcs-6265	118	2	model	model	NOUN
bitcs-6265	118	3	is	be	AUX
bitcs-6265	118	4	trained	train	VERB
bitcs-6265	118	5	several	several	ADJ
bitcs-6265	118	6	times	time	NOUN
bitcs-6265	118	7	on	on	ADP
bitcs-6265	118	8	a	a	DET
bitcs-6265	118	9	random	random	ADJ
bitcs-6265	118	10	sample	sample	NOUN
bitcs-6265	118	11	of	of	ADP
bitcs-6265	118	12	the	the	DET
bitcs-6265	118	13	dataset	dataset	NOUN
bitcs-6265	118	14	to	to	PART
bitcs-6265	118	15	achieve	achieve	VERB
bitcs-6265	118	16	good	good	ADJ
bitcs-6265	118	17	prediction	prediction	NOUN
bitcs-6265	118	18	performance	performance	NOUN
bitcs-6265	118	19	from	from	ADP
bitcs-6265	118	20	the	the	DET
bitcs-6265	118	21	random	random	ADJ
bitcs-6265	118	22	forest	forest	NOUN
bitcs-6265	118	23	algorithm	algorithm	NOUN
bitcs-6265	118	24	.	.	PUNCT
bitcs-6265	119	1	the	the	DET
bitcs-6265	119	2	output	output	NOUN
bitcs-6265	119	3	of	of	ADP
bitcs-6265	119	4	every	every	DET
bitcs-6265	119	5	decision	decision	NOUN
bitcs-6265	119	6	tree	tree	NOUN
bitcs-6265	119	7	in	in	ADP
bitcs-6265	119	8	the	the	DET
bitcs-6265	119	9	random	random	ADJ
bitcs-6265	119	10	forest	forest	NOUN
bitcs-6265	119	11	is	be	AUX
bitcs-6265	119	12	pooled	pool	VERB
bitcs-6265	119	13	to	to	PART
bitcs-6265	119	14	provide	provide	VERB
bitcs-6265	119	15	the	the	DET
bitcs-6265	119	16	final	final	ADJ
bitcs-6265	119	17	prediction	prediction	NOUN
bitcs-6265	119	18	in	in	ADP
bitcs-6265	119	19	this	this	DET
bitcs-6265	119	20	ensemble	ensemble	ADJ
bitcs-6265	119	21	learning	learning	NOUN
bitcs-6265	119	22	technique	technique	NOUN
bitcs-6265	119	23	.	.	PUNCT
bitcs-6265	120	1	by	by	ADP
bitcs-6265	120	2	analyzing	analyze	VERB
bitcs-6265	120	3	the	the	DET
bitcs-6265	120	4	outcomes	outcome	NOUN
bitcs-6265	120	5	of	of	ADP
bitcs-6265	120	6	each	each	DET
bitcs-6265	120	7	decision	decision	NOUN
bitcs-6265	120	8	tree	tree	NOUN
bitcs-6265	120	9	,	,	PUNCT
bitcs-6265	120	10	the	the	DET
bitcs-6265	120	11	random	random	ADJ
bitcs-6265	120	12	forest	forest	NOUN
bitcs-6265	120	13	method	method	NOUN
bitcs-6265	120	14	's	's	PART
bitcs-6265	120	15	final	final	ADJ
bitcs-6265	120	16	prediction	prediction	NOUN
bitcs-6265	120	17	is	be	AUX
bitcs-6265	120	18	discovered	discover	VERB
bitcs-6265	120	19	or	or	CCONJ
bitcs-6265	120	20	by	by	ADP
bitcs-6265	120	21	selecting	select	VERB
bitcs-6265	120	22	the	the	DET
bitcs-6265	120	23	forecast	forecast	NOUN
bitcs-6265	120	24	that	that	PRON
bitcs-6265	120	25	emerges	emerge	VERB
bitcs-6265	120	26	most	most	ADV
bitcs-6265	120	27	frequently	frequently	ADV
bitcs-6265	120	28	from	from	ADP
bitcs-6265	120	29	the	the	DET
bitcs-6265	120	30	decision	decision	NOUN
bitcs-6265	120	31	trees	tree	NOUN
bitcs-6265	120	32	.	.	PUNCT
bitcs-6265	121	1	the	the	DET
bitcs-6265	121	2	training	training	NOUN
bitcs-6265	121	3	set	set	NOUN
bitcs-6265	121	4	,	,	PUNCT
bitcs-6265	121	5	the	the	DET
bitcs-6265	121	6	test	test	NOUN
bitcs-6265	121	7	set	set	NOUN
bitcs-6265	121	8	and	and	CCONJ
bitcs-6265	121	9	validation	validation	NOUN
bitcs-6265	121	10	are	be	AUX
bitcs-6265	121	11	the	the	DET
bitcs-6265	121	12	three	three	NUM
bitcs-6265	121	13	subsets	subset	NOUN
bitcs-6265	121	14	that	that	PRON
bitcs-6265	121	15	make	make	VERB
bitcs-6265	121	16	up	up	ADP
bitcs-6265	121	17	the	the	DET
bitcs-6265	121	18	random	random	ADJ
bitcs-6265	121	19	forest	forest	NOUN
bitcs-6265	121	20	,	,	PUNCT
bitcs-6265	121	21	and	and	CCONJ
bitcs-6265	121	22	it	it	PRON
bitcs-6265	121	23	selects	select	VERB
bitcs-6265	121	24	some	some	DET
bitcs-6265	121	25	samples	sample	NOUN
bitcs-6265	121	26	from	from	ADP
bitcs-6265	121	27	the	the	DET
bitcs-6265	121	28	practice	practice	NOUN
bitcs-6265	121	29	set	set	VERB
bitcs-6265	121	30	[	[	X
bitcs-6265	121	31	5	5	NUM
bitcs-6265	121	32	]	]	PUNCT
bitcs-6265	121	33	.	.	PUNCT
bitcs-6265	122	1	random	random	ADJ
bitcs-6265	122	2	forest	forest	NOUN
bitcs-6265	122	3	aims	aim	VERB
bitcs-6265	122	4	at	at	ADP
bitcs-6265	122	5	lowering	lower	VERB
bitcs-6265	122	6	the	the	DET
bitcs-6265	122	7	amount	amount	NOUN
bitcs-6265	122	8	of	of	ADP
bitcs-6265	122	9	time	time	NOUN
bitcs-6265	122	10	needed	need	VERB
bitcs-6265	122	11	for	for	ADP
bitcs-6265	122	12	learning	learning	NOUN
bitcs-6265	122	13	and	and	CCONJ
bitcs-6265	122	14	classification	classification	NOUN
bitcs-6265	122	15	either	either	ADV
bitcs-6265	122	16	to	to	PART
bitcs-6265	122	17	seek	seek	VERB
bitcs-6265	122	18	to	to	PART
bitcs-6265	122	19	increase	increase	VERB
bitcs-6265	122	20	accuracy	accuracy	NOUN
bitcs-6265	122	21	,	,	PUNCT
bitcs-6265	122	22	performance	performance	NOUN
bitcs-6265	122	23	or	or	CCONJ
bitcs-6265	122	24	both	both	PRON
bitcs-6265	122	25	.	.	PUNCT
bitcs-6265	123	1	the	the	DET
bitcs-6265	123	2	random	random	ADJ
bitcs-6265	123	3	first	first	ADJ
bitcs-6265	123	4	extracts	extract	NOUN
bitcs-6265	123	5	subsamples	subsample	NOUN
bitcs-6265	123	6	from	from	ADP
bitcs-6265	123	7	the	the	DET
bitcs-6265	123	8	original	original	ADJ
bitcs-6265	123	9	samples	sample	NOUN
bitcs-6265	123	10	with	with	ADP
bitcs-6265	123	11	the	the	DET
bitcs-6265	123	12	aid	aid	NOUN
bitcs-6265	123	13	of	of	ADP
bitcs-6265	123	14	the	the	DET
bitcs-6265	123	15	bootstrap	bootstrap	NOUN
bitcs-6265	123	16	resampling	resample	VERB
bitcs-6265	123	17	technique	technique	NOUN
bitcs-6265	123	18	,	,	PUNCT
bitcs-6265	123	19	then	then	ADV
bitcs-6265	123	20	the	the	DET
bitcs-6265	123	21	algorithm	algorithm	NOUN
bitcs-6265	123	22	categorizes	categorize	VERB
bitcs-6265	123	23	the	the	DET
bitcs-6265	123	24	decision	decision	NOUN
bitcs-6265	123	25	trees	tree	NOUN
bitcs-6265	123	26	and	and	CCONJ
bitcs-6265	123	27	implements	implement	VERB
bitcs-6265	123	28	a	a	DET
bitcs-6265	123	29	simple	simple	ADJ
bitcs-6265	123	30	vote	vote	NOUN
bitcs-6265	123	31	with	with	ADP
bitcs-6265	123	32	the	the	DET
bitcs-6265	123	33	classification	classification	NOUN
bitcs-6265	123	34	’s	’s	PART
bitcs-6265	123	35	largest	large	ADJ
bitcs-6265	123	36	vote	vote	NOUN
bitcs-6265	123	37	serving	serve	VERB
bitcs-6265	123	38	as	as	ADP
bitcs-6265	123	39	the	the	DET
bitcs-6265	123	40	prediction	prediction	NOUN
bitcs-6265	123	41	’s	’s	PART
bitcs-6265	123	42	outcome	outcome	NOUN
bitcs-6265	123	43	.	.	PUNCT
bitcs-6265	124	1	there	there	PRON
bitcs-6265	124	2	are	be	VERB
bitcs-6265	124	3	three	three	NUM
bitcs-6265	124	4	steps	step	NOUN
bitcs-6265	124	5	in	in	ADP
bitcs-6265	124	6	the	the	DET
bitcs-6265	124	7	random	random	ADJ
bitcs-6265	124	8	forest	forest	NOUN
bitcs-6265	124	9	algorithm	algorithm	NOUN
bitcs-6265	124	10	which	which	PRON
bitcs-6265	124	11	are	be	AUX
bitcs-6265	124	12	:	:	PUNCT
bitcs-6265	124	13	vol	vol	NOUN
bitcs-6265	124	14	.	.	PROPN
bitcs-6265	124	15	5	5	NUM
bitcs-6265	124	16	,	,	PUNCT
bitcs-6265	124	17	no.2	no.2	PROPN
bitcs-6265	124	18	june	june	PROPN
bitcs-6265	124	19	2024	2024	NUM
bitcs-6265	124	20	|	|	ADV
bitcs-6265	124	21	79	79	NUM
bitcs-6265	124	22	1	1	NUM
bitcs-6265	124	23	.	.	PUNCT
bitcs-6265	125	1	choose	choose	VERB
bitcs-6265	125	2	the	the	DET
bitcs-6265	125	3	training	training	NOUN
bitcs-6265	125	4	set	set	VERB
bitcs-6265	125	5	by	by	ADP
bitcs-6265	125	6	retrieving	retrieve	VERB
bitcs-6265	125	7	training	training	NOUN
bitcs-6265	125	8	sets	set	NOUN
bitcs-6265	125	9	from	from	ADP
bitcs-6265	125	10	the	the	DET
bitcs-6265	125	11	original	original	ADJ
bitcs-6265	125	12	dataset	dataset	NOUN
bitcs-6265	125	13	employing	employ	VERB
bitcs-6265	125	14	the	the	DET
bitcs-6265	125	15	bootstrap	bootstrap	NOUN
bitcs-6265	125	16	random	random	ADJ
bitcs-6265	125	17	sampling	sampling	NOUN
bitcs-6265	125	18	technique	technique	NOUN
bitcs-6265	125	19	,	,	PUNCT
bitcs-6265	125	20	making	make	VERB
bitcs-6265	125	21	sure	sure	ADJ
bitcs-6265	125	22	that	that	SCONJ
bitcs-6265	125	23	each	each	DET
bitcs-6265	125	24	training	training	NOUN
bitcs-6265	125	25	set	set	NOUN
bitcs-6265	125	26	has	have	VERB
bitcs-6265	125	27	the	the	DET
bitcs-6265	125	28	same	same	ADJ
bitcs-6265	125	29	size	size	NOUN
bitcs-6265	125	30	as	as	ADP
bitcs-6265	125	31	the	the	DET
bitcs-6265	125	32	first	first	ADJ
bitcs-6265	125	33	training	training	NOUN
bitcs-6265	125	34	set	set	NOUN
bitcs-6265	125	35	.	.	PUNCT
bitcs-6265	126	1	2	2	X
bitcs-6265	126	2	.	.	X
bitcs-6265	126	3	develop	develop	VERB
bitcs-6265	126	4	the	the	DET
bitcs-6265	126	5	random	random	ADJ
bitcs-6265	126	6	forest	forest	NOUN
bitcs-6265	126	7	model	model	NOUN
bitcs-6265	126	8	by	by	ADP
bitcs-6265	126	9	making	make	VERB
bitcs-6265	126	10	a	a	DET
bitcs-6265	126	11	classification	classification	NOUN
bitcs-6265	126	12	regression	regression	NOUN
bitcs-6265	126	13	tree	tree	NOUN
bitcs-6265	126	14	for	for	ADP
bitcs-6265	126	15	every	every	DET
bitcs-6265	126	16	bootstrap	bootstrap	NOUN
bitcs-6265	126	17	training	training	NOUN
bitcs-6265	126	18	set	set	NOUN
bitcs-6265	126	19	.	.	PUNCT
bitcs-6265	127	1	these	these	DET
bitcs-6265	127	2	trees	tree	NOUN
bitcs-6265	127	3	are	be	AUX
bitcs-6265	127	4	left	leave	VERB
bitcs-6265	127	5	untrimmed	untrimmed	ADJ
bitcs-6265	127	6	to	to	PART
bitcs-6265	127	7	generate	generate	VERB
bitcs-6265	127	8	decision	decision	NOUN
bitcs-6265	127	9	trees	tree	NOUN
bitcs-6265	127	10	that	that	PRON
bitcs-6265	127	11	make	make	VERB
bitcs-6265	127	12	up	up	ADP
bitcs-6265	127	13	the	the	DET
bitcs-6265	127	14	forest	forest	NOUN
bitcs-6265	127	15	.	.	PUNCT
bitcs-6265	128	1	3	3	X
bitcs-6265	128	2	.	.	X
bitcs-6265	128	3	create	create	VERB
bitcs-6265	128	4	simple	simple	ADJ
bitcs-6265	128	5	voting	voting	NOUN
bitcs-6265	128	6	:	:	PUNCT
bitcs-6265	128	7	decision	decision	NOUN
bitcs-6265	128	8	trees	tree	NOUN
bitcs-6265	128	9	that	that	PRON
bitcs-6265	128	10	have	have	AUX
bitcs-6265	128	11	been	be	AUX
bitcs-6265	128	12	trained	train	VERB
bitcs-6265	128	13	in	in	ADP
bitcs-6265	128	14	the	the	DET
bitcs-6265	128	15	same	same	ADJ
bitcs-6265	128	16	manner	manner	NOUN
bitcs-6265	128	17	can	can	AUX
bitcs-6265	128	18	be	be	AUX
bitcs-6265	128	19	combined	combine	VERB
bitcs-6265	128	20	to	to	PART
bitcs-6265	128	21	generate	generate	VERB
bitcs-6265	128	22	the	the	DET
bitcs-6265	128	23	random	random	ADJ
bitcs-6265	128	24	forest	forest	NOUN
bitcs-6265	128	25	.	.	PUNCT
bitcs-6265	129	1	because	because	SCONJ
bitcs-6265	129	2	each	each	DET
bitcs-6265	129	3	decision	decision	NOUN
bitcs-6265	129	4	tree	tree	NOUN
bitcs-6265	129	5	's	's	PART
bitcs-6265	129	6	training	training	NOUN
bitcs-6265	129	7	procedure	procedure	NOUN
bitcs-6265	129	8	is	be	AUX
bitcs-6265	129	9	autonomous	autonomous	ADJ
bitcs-6265	129	10	,	,	PUNCT
bitcs-6265	129	11	training	training	NOUN
bitcs-6265	129	12	for	for	ADP
bitcs-6265	129	13	random	random	ADJ
bitcs-6265	129	14	forests	forest	NOUN
bitcs-6265	129	15	can	can	AUX
bitcs-6265	129	16	proceed	proceed	VERB
bitcs-6265	129	17	simultaneously	simultaneously	ADV
bitcs-6265	129	18	,	,	PUNCT
bitcs-6265	129	19	greatly	greatly	ADV
bitcs-6265	129	20	enhancing	enhance	VERB
bitcs-6265	129	21	efficiency	efficiency	NOUN
bitcs-6265	129	22	xiang	xiang	PROPN
bitcs-6265	129	23	et	et	PROPN
bitcs-6265	129	24	al	al	PROPN
bitcs-6265	129	25	.	.	PROPN
bitcs-6265	130	1	(	(	PUNCT
bitcs-6265	130	2	2019	2019	NUM
bitcs-6265	130	3	)	)	PUNCT
bitcs-6265	130	4	.	.	PUNCT
bitcs-6265	131	1	b.	b.	PROPN
bitcs-6265	131	2	support	support	PROPN
bitcs-6265	131	3	vector	vector	NOUN
bitcs-6265	131	4	machine	machine	NOUN
bitcs-6265	131	5	(	(	PUNCT
bitcs-6265	131	6	svm	svm	PROPN
bitcs-6265	131	7	)	)	PUNCT
bitcs-6265	131	8	it	it	PRON
bitcs-6265	131	9	permits	permit	VERB
bitcs-6265	131	10	the	the	DET
bitcs-6265	131	11	search	search	NOUN
bitcs-6265	131	12	for	for	ADP
bitcs-6265	131	13	nonlinear	nonlinear	ADJ
bitcs-6265	131	14	decision	decision	NOUN
bitcs-6265	131	15	boundaries	boundary	NOUN
bitcs-6265	131	16	using	use	VERB
bitcs-6265	131	17	a	a	DET
bitcs-6265	131	18	variety	variety	NOUN
bitcs-6265	131	19	of	of	ADP
bitcs-6265	131	20	various	various	ADJ
bitcs-6265	131	21	kernels	kernel	NOUN
bitcs-6265	131	22	,	,	PUNCT
bitcs-6265	131	23	support	support	NOUN
bitcs-6265	131	24	vector	vector	NOUN
bitcs-6265	131	25	machine	machine	NOUN
bitcs-6265	131	26	can	can	AUX
bitcs-6265	131	27	be	be	AUX
bitcs-6265	131	28	used	use	VERB
bitcs-6265	131	29	to	to	PART
bitcs-6265	131	30	categorize	categorize	VERB
bitcs-6265	131	31	points	point	NOUN
bitcs-6265	131	32	from	from	ADP
bitcs-6265	131	33	a	a	DET
bitcs-6265	131	34	data	datum	NOUN
bitcs-6265	131	35	set	set	VERB
bitcs-6265	131	36	in	in	ADP
bitcs-6265	131	37	nonlinear	nonlinear	ADJ
bitcs-6265	131	38	decision	decision	NOUN
bitcs-6265	131	39	boundary	boundary	NOUN
bitcs-6265	131	40	.	.	PUNCT
bitcs-6265	132	1	support	support	NOUN
bitcs-6265	132	2	vector	vector	NOUN
bitcs-6265	132	3	machine	machine	NOUN
bitcs-6265	132	4	basis	basis	NOUN
bitcs-6265	132	5	has	have	VERB
bitcs-6265	132	6	four	four	NUM
bitcs-6265	132	7	possible	possible	ADJ
bitcs-6265	132	8	values	value	NOUN
bitcs-6265	132	9	which	which	PRON
bitcs-6265	132	10	are	be	AUX
bitcs-6265	132	11	sigmoid	sigmoid	NOUN
bitcs-6265	132	12	,	,	PUNCT
bitcs-6265	132	13	linear	linear	ADJ
bitcs-6265	132	14	,	,	PUNCT
bitcs-6265	132	15	polynomial	polynomial	ADJ
bitcs-6265	132	16	and	and	CCONJ
bitcs-6265	132	17	radial	radial	ADJ
bitcs-6265	132	18	which	which	PRON
bitcs-6265	132	19	is	be	AUX
bitcs-6265	132	20	called	call	VERB
bitcs-6265	132	21	kernel	kernel	PROPN
bitcs-6265	132	22	parameter	parameter	NOUN
bitcs-6265	132	23	[	[	X
bitcs-6265	132	24	3	3	NUM
bitcs-6265	132	25	]	]	PUNCT
bitcs-6265	132	26	.	.	PUNCT
bitcs-6265	133	1	c.	c.	PROPN
bitcs-6265	133	2	gradient	gradient	PROPN
bitcs-6265	133	3	boosting	boost	VERB
bitcs-6265	133	4	algorithm	algorithm	NOUN
bitcs-6265	133	5	gradient	gradient	NOUN
bitcs-6265	133	6	boosting	boost	VERB
bitcs-6265	133	7	is	be	AUX
bitcs-6265	133	8	the	the	DET
bitcs-6265	133	9	method	method	NOUN
bitcs-6265	133	10	that	that	PRON
bitcs-6265	133	11	enables	enable	VERB
bitcs-6265	133	12	gradual	gradual	ADJ
bitcs-6265	133	13	construction	construction	NOUN
bitcs-6265	133	14	of	of	ADP
bitcs-6265	133	15	an	an	DET
bitcs-6265	133	16	ensemble	ensemble	ADJ
bitcs-6265	133	17	trees	tree	NOUN
bitcs-6265	133	18	with	with	ADP
bitcs-6265	133	19	the	the	DET
bitcs-6265	133	20	aim	aim	NOUN
bitcs-6265	133	21	of	of	ADP
bitcs-6265	133	22	reducing	reduce	VERB
bitcs-6265	133	23	a	a	DET
bitcs-6265	133	24	target	target	NOUN
bitcs-6265	133	25	loss	loss	NOUN
bitcs-6265	133	26	function	function	NOUN
bitcs-6265	133	27	.	.	PUNCT
bitcs-6265	134	1	boosting	boost	VERB
bitcs-6265	134	2	keeps	keep	VERB
bitcs-6265	134	3	the	the	DET
bitcs-6265	134	4	leaf	leaf	NOUN
bitcs-6265	134	5	node	node	NOUN
bitcs-6265	134	6	labels	label	NOUN
bitcs-6265	134	7	and	and	CCONJ
bitcs-6265	134	8	the	the	DET
bitcs-6265	134	9	weights	weight	NOUN
bitcs-6265	134	10	in	in	ADP
bitcs-6265	134	11	a	a	DET
bitcs-6265	134	12	way	way	NOUN
bitcs-6265	134	13	that	that	PRON
bitcs-6265	134	14	makes	make	VERB
bitcs-6265	134	15	handling	handle	VERB
bitcs-6265	134	16	prediction	prediction	NOUN
bitcs-6265	134	17	interpretations	interpretation	NOUN
bitcs-6265	134	18	simple	simple	ADJ
bitcs-6265	134	19	.	.	PUNCT
bitcs-6265	135	1	xgboost	xgboost	PROPN
bitcs-6265	135	2	is	be	AUX
bitcs-6265	135	3	one	one	NUM
bitcs-6265	135	4	of	of	ADP
bitcs-6265	135	5	the	the	DET
bitcs-6265	135	6	classification	classification	NOUN
bitcs-6265	135	7	methods	method	NOUN
bitcs-6265	135	8	.	.	PUNCT
bitcs-6265	136	1	the	the	DET
bitcs-6265	136	2	two	two	NUM
bitcs-6265	136	3	improvements	improvement	NOUN
bitcs-6265	136	4	in	in	ADP
bitcs-6265	136	5	xgboosting	xgbooste	VERB
bitcs-6265	136	6	over	over	ADP
bitcs-6265	136	7	gradient	gradient	ADJ
bitcs-6265	136	8	descent	descent	NOUN
bitcs-6265	136	9	are	be	AUX
bitcs-6265	136	10	its	its	PRON
bitcs-6265	136	11	improved	improved	ADJ
bitcs-6265	136	12	periodicity	periodicity	NOUN
bitcs-6265	136	13	technique	technique	NOUN
bitcs-6265	136	14	and	and	CCONJ
bitcs-6265	136	15	its	its	PRON
bitcs-6265	136	16	increased	increase	VERB
bitcs-6265	136	17	level	level	NOUN
bitcs-6265	136	18	of	of	ADP
bitcs-6265	136	19	sophistication	sophistication	NOUN
bitcs-6265	136	20	.	.	PUNCT
bitcs-6265	137	1	gradient	gradient	ADJ
bitcs-6265	137	2	boosting	boost	VERB
bitcs-6265	137	3	retrieves	retrieve	VERB
bitcs-6265	137	4	the	the	DET
bitcs-6265	137	5	relative	relative	ADJ
bitcs-6265	137	6	value	value	NOUN
bitcs-6265	137	7	scores	score	NOUN
bitcs-6265	137	8	of	of	ADP
bitcs-6265	137	9	each	each	DET
bitcs-6265	137	10	attribute	attribute	NOUN
bitcs-6265	137	11	following	follow	VERB
bitcs-6265	137	12	that	that	SCONJ
bitcs-6265	137	13	the	the	DET
bitcs-6265	137	14	boosted	boosted	ADJ
bitcs-6265	137	15	tree	tree	NOUN
bitcs-6265	137	16	is	be	AUX
bitcs-6265	137	17	built	build	VERB
bitcs-6265	137	18	using	use	VERB
bitcs-6265	137	19	an	an	DET
bitcs-6265	137	20	effective	effective	ADJ
bitcs-6265	137	21	metric	metric	NOUN
bitcs-6265	137	22	known	know	VERB
bitcs-6265	137	23	as	as	ADP
bitcs-6265	137	24	feature	feature	NOUN
bitcs-6265	137	25	/	/	SYM
bitcs-6265	137	26	importance	importance	NOUN
bitcs-6265	138	1	[	[	X
bitcs-6265	138	2	2	2	NUM
bitcs-6265	138	3	]	]	PUNCT
bitcs-6265	138	4	.	.	PUNCT
bitcs-6265	139	1	d.	d.	PROPN
bitcs-6265	139	2	model	model	PROPN
bitcs-6265	139	3	training	training	NOUN
bitcs-6265	139	4	and	and	CCONJ
bitcs-6265	139	5	evaluation	evaluation	NOUN
bitcs-6265	139	6	in	in	ADP
bitcs-6265	139	7	this	this	DET
bitcs-6265	139	8	research	research	NOUN
bitcs-6265	139	9	,	,	PUNCT
bitcs-6265	139	10	the	the	DET
bitcs-6265	139	11	model	model	NOUN
bitcs-6265	139	12	will	will	AUX
bitcs-6265	139	13	be	be	AUX
bitcs-6265	139	14	trained	train	VERB
bitcs-6265	139	15	using	use	VERB
bitcs-6265	139	16	75	75	NUM
bitcs-6265	139	17	%	%	NOUN
bitcs-6265	139	18	of	of	ADP
bitcs-6265	139	19	the	the	DET
bitcs-6265	139	20	data	datum	NOUN
bitcs-6265	139	21	,	,	PUNCT
bitcs-6265	139	22	15	15	NUM
bitcs-6265	139	23	for	for	ADP
bitcs-6265	139	24	testing	testing	NOUN
bitcs-6265	139	25	and	and	CCONJ
bitcs-6265	139	26	the	the	DET
bitcs-6265	139	27	remaining	remain	VERB
bitcs-6265	139	28	10	10	NUM
bitcs-6265	139	29	%	%	NOUN
bitcs-6265	139	30	will	will	AUX
bitcs-6265	139	31	be	be	AUX
bitcs-6265	139	32	used	use	VERB
bitcs-6265	139	33	for	for	ADP
bitcs-6265	139	34	validation	validation	NOUN
bitcs-6265	139	35	.	.	PUNCT
bitcs-6265	140	1	four	four	NUM
bitcs-6265	140	2	criteria	criterion	NOUN
bitcs-6265	140	3	will	will	AUX
bitcs-6265	140	4	be	be	AUX
bitcs-6265	140	5	used	use	VERB
bitcs-6265	140	6	to	to	PART
bitcs-6265	140	7	evaluate	evaluate	VERB
bitcs-6265	140	8	the	the	DET
bitcs-6265	140	9	trained	train	VERB
bitcs-6265	140	10	model	model	NOUN
bitcs-6265	140	11	’s	’s	PART
bitcs-6265	140	12	performance	performance	NOUN
bitcs-6265	140	13	on	on	ADP
bitcs-6265	140	14	the	the	DET
bitcs-6265	140	15	testing	testing	NOUN
bitcs-6265	140	16	set	set	NOUN
bitcs-6265	140	17	,	,	PUNCT
bitcs-6265	140	18	considering	consider	VERB
bitcs-6265	140	19	metrics	metric	NOUN
bitcs-6265	140	20	like	like	ADP
bitcs-6265	140	21	precision	precision	NOUN
bitcs-6265	140	22	,	,	PUNCT
bitcs-6265	140	23	recall	recall	NOUN
bitcs-6265	140	24	,	,	PUNCT
bitcs-6265	140	25	f	f	NOUN
bitcs-6265	140	26	-	-	PUNCT
bitcs-6265	140	27	score	score	NOUN
bitcs-6265	140	28	and	and	CCONJ
bitcs-6265	140	29	accuracy	accuracy	NOUN
bitcs-6265	140	30	.	.	PUNCT
bitcs-6265	141	1	precision	precision	NOUN
bitcs-6265	141	2	=	=	SYM
bitcs-6265	141	3	𝑇𝑃	𝑇𝑃	PROPN
bitcs-6265	141	4	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NUM
bitcs-6265	141	5	(	(	PUNCT
bitcs-6265	141	6	1	1	X
bitcs-6265	141	7	)	)	PUNCT
bitcs-6265	141	8	recall	recall	NOUN
bitcs-6265	141	9	=	=	SYM
bitcs-6265	141	10	𝑇𝑃	𝑇𝑃	NOUN
bitcs-6265	141	11	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
bitcs-6265	141	12	(	(	PUNCT
bitcs-6265	141	13	2	2	NUM
bitcs-6265	141	14	)	)	PUNCT
bitcs-6265	141	15	f	f	NOUN
bitcs-6265	141	16	-	-	PUNCT
bitcs-6265	141	17	score	score	NOUN
bitcs-6265	141	18	=	=	NOUN
bitcs-6265	141	19	2	2	X
bitcs-6265	141	20	.	.	PUNCT
bitcs-6265	141	21	(	(	PUNCT
bitcs-6265	141	22	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
bitcs-6265	141	23	)	)	PUNCT
bitcs-6265	141	24	(	(	PUNCT
bitcs-6265	141	25	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
bitcs-6265	141	26	)	)	PUNCT
bitcs-6265	141	27	(	(	PUNCT
bitcs-6265	141	28	3	3	X
bitcs-6265	141	29	)	)	PUNCT
bitcs-6265	141	30	accuracy	accuracy	NOUN
bitcs-6265	141	31	=	=	SYM
bitcs-6265	141	32	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	X
bitcs-6265	141	33	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
bitcs-6265	141	34	(	(	PUNCT
bitcs-6265	141	35	4	4	NUM
bitcs-6265	141	36	)	)	PUNCT
bitcs-6265	141	37	where	where	SCONJ
bitcs-6265	141	38	:	:	PUNCT
bitcs-6265	141	39	tp	tp	NOUN
bitcs-6265	141	40	=	=	PUNCT
bitcs-6265	141	41	true	true	ADJ
bitcs-6265	141	42	positive	positive	ADJ
bitcs-6265	141	43	values	value	NOUN
bitcs-6265	141	44	which	which	PRON
bitcs-6265	141	45	stand	stand	VERB
bitcs-6265	141	46	for	for	ADP
bitcs-6265	141	47	values	value	NOUN
bitcs-6265	141	48	that	that	PRON
bitcs-6265	141	49	are	be	AUX
bitcs-6265	141	50	correctly	correctly	ADV
bitcs-6265	141	51	anticipated	anticipate	VERB
bitcs-6265	141	52	to	to	PART
bitcs-6265	141	53	be	be	AUX
bitcs-6265	141	54	positive	positive	ADJ
bitcs-6265	141	55	.	.	PUNCT
bitcs-6265	142	1	fp	fp	X
bitcs-6265	142	2	=	=	ADJ
bitcs-6265	142	3	false	false	ADJ
bitcs-6265	142	4	positive	positive	ADJ
bitcs-6265	142	5	values	value	NOUN
bitcs-6265	142	6	which	which	PRON
bitcs-6265	142	7	stand	stand	VERB
bitcs-6265	142	8	for	for	ADP
bitcs-6265	142	9	values	value	NOUN
bitcs-6265	142	10	that	that	PRON
bitcs-6265	142	11	are	be	AUX
bitcs-6265	142	12	incorrectly	incorrectly	ADV
bitcs-6265	142	13	expected	expect	VERB
bitcs-6265	142	14	to	to	PART
bitcs-6265	142	15	be	be	AUX
bitcs-6265	142	16	positive	positive	ADJ
bitcs-6265	142	17	.	.	PUNCT
bitcs-6265	143	1	fn	fn	NOUN
bitcs-6265	144	1	=	=	NOUN
bitcs-6265	144	2	false	false	ADJ
bitcs-6265	144	3	negative	negative	ADJ
bitcs-6265	144	4	values	value	NOUN
bitcs-6265	144	5	which	which	PRON
bitcs-6265	144	6	stand	stand	VERB
bitcs-6265	144	7	for	for	ADP
bitcs-6265	144	8	values	value	NOUN
bitcs-6265	144	9	that	that	PRON
bitcs-6265	144	10	are	be	AUX
bitcs-6265	144	11	incorrectly	incorrectly	ADV
bitcs-6265	144	12	predicted	predict	VERB
bitcs-6265	144	13	to	to	PART
bitcs-6265	144	14	be	be	AUX
bitcs-6265	144	15	negative	negative	ADJ
bitcs-6265	144	16	.	.	PUNCT
bitcs-6265	145	1	tn	tn	NOUN
bitcs-6265	146	1	=	=	PUNCT
bitcs-6265	146	2	true	true	ADJ
bitcs-6265	146	3	negative	negative	ADJ
bitcs-6265	146	4	values	value	NOUN
bitcs-6265	146	5	which	which	PRON
bitcs-6265	146	6	stand	stand	VERB
bitcs-6265	146	7	for	for	ADP
bitcs-6265	146	8	values	value	NOUN
bitcs-6265	146	9	that	that	PRON
bitcs-6265	146	10	are	be	AUX
bitcs-6265	146	11	correctly	correctly	ADV
bitcs-6265	146	12	predicted	predict	VERB
bitcs-6265	146	13	to	to	PART
bitcs-6265	146	14	be	be	AUX
bitcs-6265	146	15	negative	negative	ADJ
bitcs-6265	146	16	.	.	PUNCT
bitcs-6265	147	1	e.	e.	PROPN
bitcs-6265	147	2	mode	mode	PROPN
bitcs-6265	147	3	training	training	NOUN
bitcs-6265	147	4	hyperparameters	hyperparameter	NOUN
bitcs-6265	147	5	such	such	ADJ
bitcs-6265	147	6	as	as	ADP
bitcs-6265	147	7	`	`	PUNCT
bitcs-6265	147	8	n_estimators	n_estimator	NOUN
bitcs-6265	147	9	`	`	PUNCT
bitcs-6265	147	10	,	,	PUNCT
bitcs-6265	147	11	`	`	PUNCT
bitcs-6265	147	12	max_depth	max_depth	X
bitcs-6265	147	13	`	`	PUNCT
bitcs-6265	147	14	,	,	PUNCT
bitcs-6265	147	15	and	and	CCONJ
bitcs-6265	147	16	grid	grid	NOUN
bitcs-6265	147	17	search	search	NOUN
bitcs-6265	147	18	to	to	PART
bitcs-6265	147	19	optimize	optimize	VERB
bitcs-6265	147	20	model	model	NOUN
bitcs-6265	147	21	performance	performance	NOUN
bitcs-6265	147	22	were	be	AUX
bitcs-6265	147	23	used	use	VERB
bitcs-6265	147	24	for	for	ADP
bitcs-6265	147	25	training	train	VERB
bitcs-6265	147	26	the	the	DET
bitcs-6265	147	27	model	model	NOUN
bitcs-6265	147	28	,	,	PUNCT
bitcs-6265	147	29	numpy	numpy	X
bitcs-6265	147	30	(	(	PUNCT
bitcs-6265	147	31	python	python	PROPN
bitcs-6265	147	32	library	library	NOUN
bitcs-6265	147	33	used	use	VERB
bitcs-6265	147	34	for	for	ADP
bitcs-6265	147	35	working	work	VERB
bitcs-6265	147	36	with	with	ADP
bitcs-6265	147	37	arrays	array	NOUN
bitcs-6265	147	38	)	)	PUNCT
bitcs-6265	147	39	.	.	PUNCT
bitcs-6265	148	1	imports	import	NOUN
bitcs-6265	148	2	sklearn	sklearn	VERB
bitcs-6265	148	3	,	,	PUNCT
bitcs-6265	148	4	numpy	numpy	NOUN
bitcs-6265	148	5	,	,	PUNCT
bitcs-6265	148	6	pandas	panda	NOUN
bitcs-6265	148	7	,	,	PUNCT
bitcs-6265	148	8	imbalanced	imbalance	VERB
bitcs-6265	148	9	-	-	PUNCT
bitcs-6265	148	10	learn	learn	NOUN
bitcs-6265	148	11	,	,	PUNCT
bitcs-6265	148	12	cuml	cuml	PROPN
bitcs-6265	148	13	,	,	PUNCT
bitcs-6265	148	14	matplotlib	matplotlib	PROPN
bitcs-6265	148	15	.	.	PUNCT
bitcs-6265	149	1	sets	set	VERB
bitcs-6265	149	2	up	up	ADP
bitcs-6265	149	3	rapids	rapids	PROPN
bitcs-6265	149	4	python	python	PROPN
bitcs-6265	149	5	env	env	PROPN
bitcs-6265	149	6	with	with	ADP
bitcs-6265	149	7	cuda	cuda	NOUN
bitcs-6265	149	8	libraries	library	NOUN
bitcs-6265	149	9	for	for	ADP
bitcs-6265	149	10	gpu	gpu	NOUN
bitcs-6265	149	11	acceleration	acceleration	NOUN
bitcs-6265	149	12	.	.	PUNCT
bitcs-6265	150	1	vol	vol	NOUN
bitcs-6265	150	2	.	.	PROPN
bitcs-6265	151	1	5	5	NUM
bitcs-6265	151	2	,	,	PUNCT
bitcs-6265	151	3	no.2	no.2	PROPN
bitcs-6265	151	4	june	june	PROPN
bitcs-6265	151	5	2024	2024	NUM
bitcs-6265	151	6	|	|	ADV
bitcs-6265	151	7	80	80	NUM
bitcs-6265	151	8	iv	iv	NOUN
bitcs-6265	151	9	.	.	PUNCT
bitcs-6265	151	10	experiment	experiment	NOUN
bitcs-6265	151	11	result	result	VERB
bitcs-6265	151	12	the	the	DET
bitcs-6265	151	13	experiment	experiment	NOUN
bitcs-6265	151	14	was	be	AUX
bitcs-6265	151	15	on	on	ADP
bitcs-6265	151	16	the	the	DET
bitcs-6265	151	17	three	three	NUM
bitcs-6265	151	18	-	-	PUNCT
bitcs-6265	151	19	model	model	NOUN
bitcs-6265	151	20	used	use	VERB
bitcs-6265	151	21	which	which	PRON
bitcs-6265	151	22	are	be	AUX
bitcs-6265	151	23	:	:	PUNCT
bitcs-6265	151	24	random	random	ADJ
bitcs-6265	151	25	forest	forest	NOUN
bitcs-6265	151	26	,	,	PUNCT
bitcs-6265	151	27	support	support	VERB
bitcs-6265	151	28	vector	vector	NOUN
bitcs-6265	151	29	machine	machine	NOUN
bitcs-6265	151	30	on	on	ADP
bitcs-6265	151	31	the	the	DET
bitcs-6265	151	32	dataset	dataset	NOUN
bitcs-6265	151	33	and	and	CCONJ
bitcs-6265	151	34	are	be	AUX
bitcs-6265	151	35	compare	compare	ADJ
bitcs-6265	151	36	.	.	PUNCT
bitcs-6265	152	1	the	the	DET
bitcs-6265	152	2	gradient	gradient	ADJ
bitcs-6265	152	3	boosting	boost	VERB
bitcs-6265	152	4	model	model	NOUN
bitcs-6265	152	5	looks	look	VERB
bitcs-6265	152	6	most	most	ADV
bitcs-6265	152	7	robust	robust	ADJ
bitcs-6265	152	8	,	,	PUNCT
bitcs-6265	152	9	maintaining	maintain	VERB
bitcs-6265	152	10	high	high	ADJ
bitcs-6265	152	11	scores	score	NOUN
bitcs-6265	152	12	on	on	ADP
bitcs-6265	152	13	the	the	DET
bitcs-6265	152	14	test	test	NOUN
bitcs-6265	152	15	set	set	NOUN
bitcs-6265	152	16	.	.	PUNCT
bitcs-6265	153	1	the	the	DET
bitcs-6265	153	2	others	other	NOUN
bitcs-6265	153	3	overfit	overfit	VERB
bitcs-6265	153	4	slightly	slightly	ADV
bitcs-6265	153	5	more	more	ADV
bitcs-6265	153	6	.	.	PUNCT
bitcs-6265	154	1	the	the	DET
bitcs-6265	154	2	overall	overall	ADJ
bitcs-6265	154	3	accuracy	accuracy	NOUN
bitcs-6265	154	4	scores	score	NOUN
bitcs-6265	154	5	look	look	VERB
bitcs-6265	154	6	quite	quite	ADV
bitcs-6265	154	7	good	good	ADJ
bitcs-6265	154	8	,	,	PUNCT
bitcs-6265	154	9	all	all	PRON
bitcs-6265	154	10	above	above	ADP
bitcs-6265	154	11	98	98	NUM
bitcs-6265	154	12	-	-	SYM
bitcs-6265	154	13	99	99	NUM
bitcs-6265	154	14	%	%	NOUN
bitcs-6265	154	15	for	for	ADP
bitcs-6265	154	16	train	train	NOUN
bitcs-6265	154	17	and	and	CCONJ
bitcs-6265	154	18	validation	validation	NOUN
bitcs-6265	154	19	.	.	PUNCT
bitcs-6265	155	1	this	this	PRON
bitcs-6265	155	2	suggests	suggest	VERB
bitcs-6265	155	3	the	the	DET
bitcs-6265	155	4	models	model	NOUN
bitcs-6265	155	5	are	be	AUX
bitcs-6265	155	6	fitting	fit	VERB
bitcs-6265	155	7	the	the	DET
bitcs-6265	155	8	training	training	NOUN
bitcs-6265	155	9	data	datum	NOUN
bitcs-6265	155	10	very	very	ADV
bitcs-6265	155	11	well	well	ADV
bitcs-6265	155	12	.	.	PUNCT
bitcs-6265	156	1	however	however	ADV
bitcs-6265	156	2	,	,	PUNCT
bitcs-6265	156	3	the	the	DET
bitcs-6265	156	4	test	test	NOUN
bitcs-6265	156	5	accuracy	accuracy	NOUN
bitcs-6265	156	6	is	be	AUX
bitcs-6265	156	7	a	a	DET
bitcs-6265	156	8	better	well	ADJ
bitcs-6265	156	9	evaluation	evaluation	NOUN
bitcs-6265	156	10	of	of	ADP
bitcs-6265	156	11	real	real	ADJ
bitcs-6265	156	12	-	-	PUNCT
bitcs-6265	156	13	world	world	NOUN
bitcs-6265	156	14	performance	performance	NOUN
bitcs-6265	156	15	.	.	PUNCT
bitcs-6265	157	1	here	here	ADV
bitcs-6265	157	2	the	the	DET
bitcs-6265	157	3	scores	score	NOUN
bitcs-6265	157	4	drop	drop	VERB
bitcs-6265	157	5	slightly	slightly	ADV
bitcs-6265	157	6	but	but	CCONJ
bitcs-6265	157	7	are	be	AUX
bitcs-6265	157	8	still	still	ADV
bitcs-6265	157	9	strong	strong	ADJ
bitcs-6265	157	10	at	at	ADP
bitcs-6265	157	11	98	98	NUM
bitcs-6265	157	12	-	-	SYM
bitcs-6265	157	13	100	100	NUM
bitcs-6265	157	14	%	%	NOUN
bitcs-6265	157	15	.	.	PUNCT
bitcs-6265	158	1	precision	precision	NOUN
bitcs-6265	158	2	and	and	CCONJ
bitcs-6265	158	3	recall	recall	NOUN
bitcs-6265	158	4	scores	score	NOUN
bitcs-6265	158	5	are	be	AUX
bitcs-6265	158	6	also	also	ADV
bitcs-6265	158	7	generally	generally	ADV
bitcs-6265	158	8	high	high	ADJ
bitcs-6265	158	9	,	,	PUNCT
bitcs-6265	158	10	indicating	indicate	VERB
bitcs-6265	158	11	the	the	DET
bitcs-6265	158	12	models	model	NOUN
bitcs-6265	158	13	are	be	AUX
bitcs-6265	158	14	successfully	successfully	ADV
bitcs-6265	158	15	learning	learn	VERB
bitcs-6265	158	16	the	the	DET
bitcs-6265	158	17	patterns	pattern	NOUN
bitcs-6265	158	18	in	in	ADP
bitcs-6265	158	19	the	the	DET
bitcs-6265	158	20	data	datum	NOUN
bitcs-6265	158	21	.	.	PUNCT
bitcs-6265	159	1	the	the	DET
bitcs-6265	159	2	f1	f1	PROPN
bitcs-6265	159	3	scores	score	NOUN
bitcs-6265	159	4	are	be	AUX
bitcs-6265	159	5	balanced	balanced	ADJ
bitcs-6265	159	6	,	,	PUNCT
bitcs-6265	159	7	not	not	PART
bitcs-6265	159	8	favoring	favor	VERB
bitcs-6265	159	9	precision	precision	NOUN
bitcs-6265	159	10	or	or	CCONJ
bitcs-6265	159	11	recall	recall	VERB
bitcs-6265	159	12	heavily	heavily	ADV
bitcs-6265	159	13	.	.	PUNCT
bitcs-6265	160	1	the	the	DET
bitcs-6265	160	2	macro	macro	ADJ
bitcs-6265	160	3	averages	average	NOUN
bitcs-6265	160	4	show	show	VERB
bitcs-6265	160	5	there	there	PRON
bitcs-6265	160	6	is	be	VERB
bitcs-6265	160	7	n't	not	PART
bitcs-6265	160	8	a	a	DET
bitcs-6265	160	9	huge	huge	ADJ
bitcs-6265	160	10	skew	skew	NOUN
bitcs-6265	160	11	towards	towards	ADP
bitcs-6265	160	12	any	any	DET
bitcs-6265	160	13	particular	particular	ADJ
bitcs-6265	160	14	class	class	NOUN
bitcs-6265	160	15	.	.	PUNCT
bitcs-6265	161	1	the	the	DET
bitcs-6265	161	2	high	high	ADJ
bitcs-6265	161	3	accuracies	accuracy	NOUN
bitcs-6265	161	4	and	and	CCONJ
bitcs-6265	161	5	f1	f1	NOUN
bitcs-6265	161	6	scores	score	NOUN
bitcs-6265	161	7	indicate	indicate	VERB
bitcs-6265	161	8	the	the	DET
bitcs-6265	161	9	models	model	NOUN
bitcs-6265	161	10	are	be	AUX
bitcs-6265	161	11	learning	learn	VERB
bitcs-6265	161	12	the	the	DET
bitcs-6265	161	13	patterns	pattern	NOUN
bitcs-6265	161	14	and	and	CCONJ
bitcs-6265	161	15	generalizing	generalize	VERB
bitcs-6265	161	16	fairly	fairly	ADV
bitcs-6265	161	17	well	well	ADV
bitcs-6265	161	18	.	.	PUNCT
bitcs-6265	162	1	some	some	DET
bitcs-6265	162	2	overfitting	overfitting	NOUN
bitcs-6265	162	3	is	be	AUX
bitcs-6265	162	4	present	present	ADJ
bitcs-6265	162	5	but	but	CCONJ
bitcs-6265	162	6	performance	performance	NOUN
bitcs-6265	162	7	remains	remain	VERB
bitcs-6265	162	8	strong	strong	ADJ
bitcs-6265	162	9	.	.	PUNCT
bitcs-6265	163	1	below	below	ADV
bitcs-6265	163	2	is	be	AUX
bitcs-6265	163	3	the	the	DET
bitcs-6265	163	4	comparison	comparison	NOUN
bitcs-6265	163	5	result	result	NOUN
bitcs-6265	163	6	for	for	ADP
bitcs-6265	163	7	the	the	DET
bitcs-6265	163	8	models	model	NOUN
bitcs-6265	163	9	on	on	ADP
bitcs-6265	163	10	training	training	NOUN
bitcs-6265	163	11	,	,	PUNCT
bitcs-6265	163	12	testing	testing	NOUN
bitcs-6265	163	13	and	and	CCONJ
bitcs-6265	163	14	validation	validation	NOUN
bitcs-6265	163	15	.	.	PUNCT
bitcs-6265	164	1	table	table	NOUN
bitcs-6265	164	2	1	1	NUM
bitcs-6265	164	3	.	.	X
bitcs-6265	164	4	showing	show	VERB
bitcs-6265	164	5	training	training	NOUN
bitcs-6265	164	6	classification	classification	NOUN
bitcs-6265	164	7	model	model	NOUN
bitcs-6265	164	8	accuracy	accuracy	NOUN
bitcs-6265	164	9	recall	recall	PROPN
bitcs-6265	164	10	precision	precision	PROPN
bitcs-6265	164	11	f1	f1	PROPN
bitcs-6265	164	12	random	random	ADJ
bitcs-6265	164	13	forest	forest	NOUN
bitcs-6265	164	14	svm	svm	PROPN
bitcs-6265	164	15	gradient	gradient	NOUN
bitcs-6265	164	16	boosting	boost	VERB
bitcs-6265	164	17	0.98	0.98	NUM
bitcs-6265	164	18	1.0	1.0	NUM
bitcs-6265	164	19	1.0	1.0	NUM
bitcs-6265	164	20	0.99	0.99	NUM
bitcs-6265	164	21	0.97	0.97	NUM
bitcs-6265	164	22	0.99	0.99	NUM
bitcs-6265	164	23	0.97	0.97	NUM
bitcs-6265	164	24	0.97	0.97	NUM
bitcs-6265	164	25	0.99	0.99	NUM
bitcs-6265	164	26	0.98	0.98	NUM
bitcs-6265	164	27	0.97	0.97	NUM
bitcs-6265	164	28	0.99	0.99	NUM
bitcs-6265	164	29	table	table	NOUN
bitcs-6265	164	30	2	2	NUM
bitcs-6265	164	31	.	.	X
bitcs-6265	164	32	showing	show	VERB
bitcs-6265	164	33	testing	test	VERB
bitcs-6265	164	34	classification	classification	NOUN
bitcs-6265	164	35	table	table	NOUN
bitcs-6265	164	36	3	3	NUM
bitcs-6265	164	37	.	.	PUNCT
bitcs-6265	164	38	showing	show	VERB
bitcs-6265	164	39	validation	validation	NOUN
bitcs-6265	164	40	classification	classification	NOUN
bitcs-6265	164	41	model	model	NOUN
bitcs-6265	164	42	accuracy	accuracy	NOUN
bitcs-6265	164	43	recall	recall	PROPN
bitcs-6265	164	44	precision	precision	PROPN
bitcs-6265	164	45	f1	f1	PROPN
bitcs-6265	164	46	random	random	ADJ
bitcs-6265	164	47	forest	forest	NOUN
bitcs-6265	164	48	svm	svm	PROPN
bitcs-6265	164	49	gradient	gradient	NOUN
bitcs-6265	164	50	boosting	boost	VERB
bitcs-6265	164	51	0.98	0.98	NUM
bitcs-6265	164	52	0.99	0.99	NUM
bitcs-6265	164	53	1.0	1.0	NUM
bitcs-6265	164	54	0.99	0.99	NUM
bitcs-6265	164	55	1.0	1.0	NUM
bitcs-6265	164	56	1.0	1.0	NUM
bitcs-6265	164	57	0.97	0.97	NUM
bitcs-6265	164	58	0.99	0.99	NUM
bitcs-6265	164	59	1.0	1.0	NUM
bitcs-6265	164	60	0.98	0.98	NUM
bitcs-6265	164	61	0.99	0.99	NUM
bitcs-6265	164	62	1.0	1.0	NUM
bitcs-6265	164	63	model	model	NOUN
bitcs-6265	164	64	accuracy	accuracy	NOUN
bitcs-6265	164	65	recall	recall	PROPN
bitcs-6265	164	66	precision	precision	PROPN
bitcs-6265	164	67	f1	f1	PROPN
bitcs-6265	164	68	random	random	ADJ
bitcs-6265	164	69	forest	forest	NOUN
bitcs-6265	164	70	svm	svm	PROPN
bitcs-6265	164	71	gradient	gradient	NOUN
bitcs-6265	164	72	boosting	boost	VERB
bitcs-6265	164	73	0.98	0.98	NUM
bitcs-6265	164	74	1.0	1.0	NUM
bitcs-6265	164	75	1.0	1.0	NUM
bitcs-6265	164	76	0.99	0.99	NUM
bitcs-6265	164	77	1.0	1.0	NUM
bitcs-6265	164	78	1.0	1.0	NUM
bitcs-6265	164	79	0.97	0.97	NUM
bitcs-6265	164	80	0.99	0.99	NUM
bitcs-6265	164	81	1.0	1.0	NUM
bitcs-6265	164	82	0.98	0.98	NUM
bitcs-6265	164	83	0.99	0.99	NUM
bitcs-6265	164	84	1.0	1.0	NUM
bitcs-6265	164	85	vol	vol	NOUN
bitcs-6265	164	86	.	.	PROPN
bitcs-6265	165	1	5	5	NUM
bitcs-6265	165	2	,	,	PUNCT
bitcs-6265	165	3	no.2	no.2	PROPN
bitcs-6265	165	4	june	june	PROPN
bitcs-6265	165	5	2024	2024	NUM
bitcs-6265	165	6	|	|	ADV
bitcs-6265	165	7	81	81	NUM
bitcs-6265	165	8	fig	fig	NOUN
bitcs-6265	165	9	5	5	NUM
bitcs-6265	165	10	.	.	PUNCT
bitcs-6265	165	11	graphical	graphical	ADJ
bitcs-6265	165	12	illustration	illustration	NOUN
bitcs-6265	165	13	of	of	ADP
bitcs-6265	165	14	training	train	VERB
bitcs-6265	165	15	classification	classification	NOUN
bitcs-6265	165	16	fig	fig	NOUN
bitcs-6265	165	17	6	6	NUM
bitcs-6265	165	18	.	.	PUNCT
bitcs-6265	165	19	graphical	graphical	ADJ
bitcs-6265	165	20	illustration	illustration	NOUN
bitcs-6265	165	21	of	of	ADP
bitcs-6265	165	22	testing	test	VERB
bitcs-6265	165	23	classification	classification	NOUN
bitcs-6265	165	24	fig7	fig7	NOUN
bitcs-6265	165	25	.	.	PUNCT
bitcs-6265	166	1	graphical	graphical	ADJ
bitcs-6265	166	2	illustration	illustration	NOUN
bitcs-6265	166	3	of	of	ADP
bitcs-6265	166	4	validation	validation	NOUN
bitcs-6265	166	5	classification	classification	NOUN
bitcs-6265	166	6	vol	vol	NOUN
bitcs-6265	166	7	.	.	PROPN
bitcs-6265	167	1	5	5	NUM
bitcs-6265	167	2	,	,	PUNCT
bitcs-6265	167	3	no.2	no.2	PROPN
bitcs-6265	167	4	june	june	PROPN
bitcs-6265	167	5	2024	2024	NUM
bitcs-6265	167	6	|	|	ADV
bitcs-6265	167	7	82	82	NUM
bitcs-6265	167	8	a.	a.	NOUN
bitcs-6265	167	9	confusion	confusion	NOUN
bitcs-6265	167	10	matrix	matrix	NOUN
bitcs-6265	167	11	the	the	DET
bitcs-6265	167	12	selection	selection	NOUN
bitcs-6265	167	13	of	of	ADP
bitcs-6265	167	14	which	which	DET
bitcs-6265	167	15	metrics	metric	NOUN
bitcs-6265	167	16	to	to	PART
bitcs-6265	167	17	prioritize	prioritize	VERB
bitcs-6265	167	18	is	be	AUX
bitcs-6265	167	19	contingent	contingent	ADJ
bitcs-6265	167	20	upon	upon	SCONJ
bitcs-6265	167	21	the	the	DET
bitcs-6265	167	22	particular	particular	ADJ
bitcs-6265	167	23	objectives	objective	NOUN
bitcs-6265	167	24	and	and	CCONJ
bitcs-6265	167	25	demands	demand	NOUN
bitcs-6265	167	26	of	of	ADP
bitcs-6265	167	27	the	the	DET
bitcs-6265	167	28	task	task	NOUN
bitcs-6265	167	29	at	at	ADP
bitcs-6265	167	30	hand	hand	NOUN
bitcs-6265	167	31	.	.	PUNCT
bitcs-6265	168	1	these	these	DET
bitcs-6265	168	2	metrics	metric	NOUN
bitcs-6265	168	3	offer	offer	VERB
bitcs-6265	168	4	distinct	distinct	ADJ
bitcs-6265	168	5	viewpoints	viewpoint	NOUN
bitcs-6265	168	6	on	on	ADP
bitcs-6265	168	7	the	the	DET
bitcs-6265	168	8	model	model	NOUN
bitcs-6265	168	9	's	's	PART
bitcs-6265	168	10	performance	performance	NOUN
bitcs-6265	168	11	.	.	PUNCT
bitcs-6265	169	1	fig	fig	NOUN
bitcs-6265	169	2	8	8	NUM
bitcs-6265	169	3	.	.	PUNCT
bitcs-6265	170	1	confusion	confusion	NOUN
bitcs-6265	170	2	matrix	matrix	NOUN
bitcs-6265	170	3	for	for	ADP
bitcs-6265	170	4	random	random	ADJ
bitcs-6265	170	5	forest	forest	NOUN
bitcs-6265	170	6	fig	fig	NOUN
bitcs-6265	170	7	9	9	NUM
bitcs-6265	170	8	.	.	PUNCT
bitcs-6265	170	9	confusion	confusion	NOUN
bitcs-6265	170	10	matrix	matrix	NOUN
bitcs-6265	170	11	for	for	ADP
bitcs-6265	170	12	svm	svm	PROPN
bitcs-6265	170	13	fig10	fig10	PROPN
bitcs-6265	170	14	.	.	PUNCT
bitcs-6265	171	1	confusion	confusion	NOUN
bitcs-6265	171	2	matrix	matrix	NOUN
bitcs-6265	171	3	for	for	ADP
bitcs-6265	171	4	gradient	gradient	ADJ
bitcs-6265	171	5	boosting	boost	VERB
bitcs-6265	171	6	validation	validation	NOUN
bitcs-6265	171	7	b.	b.	PROPN
bitcs-6265	171	8	comparison	comparison	NOUN
bitcs-6265	171	9	on	on	ADP
bitcs-6265	171	10	final	final	ADJ
bitcs-6265	171	11	performance	performance	NOUN
bitcs-6265	171	12	on	on	ADP
bitcs-6265	171	13	the	the	DET
bitcs-6265	171	14	model	model	NOUN
bitcs-6265	171	15	the	the	DET
bitcs-6265	171	16	final	final	ADJ
bitcs-6265	171	17	performances	performance	NOUN
bitcs-6265	171	18	of	of	ADP
bitcs-6265	171	19	the	the	DET
bitcs-6265	171	20	models	model	NOUN
bitcs-6265	171	21	were	be	AUX
bitcs-6265	171	22	compared	compare	VERB
bitcs-6265	171	23	over	over	ADP
bitcs-6265	171	24	the	the	DET
bitcs-6265	171	25	roc	roc	PROPN
bitcs-6265	171	26	auc	auc	NOUN
bitcs-6265	171	27	score	score	NOUN
bitcs-6265	171	28	.	.	PUNCT
bitcs-6265	172	1	an	an	DET
bitcs-6265	172	2	evaluation	evaluation	NOUN
bitcs-6265	172	3	was	be	AUX
bitcs-6265	172	4	carried	carry	VERB
bitcs-6265	172	5	out	out	ADP
bitcs-6265	172	6	via	via	ADP
bitcs-6265	172	7	the	the	DET
bitcs-6265	172	8	roc	roc	PROPN
bitcs-6265	172	9	auc	auc	NOUN
bitcs-6265	172	10	metric	metric	ADJ
bitcs-6265	172	11	which	which	PRON
bitcs-6265	172	12	is	be	AUX
bitcs-6265	172	13	a	a	DET
bitcs-6265	172	14	tool	tool	NOUN
bitcs-6265	172	15	for	for	ADP
bitcs-6265	172	16	assessing	assess	VERB
bitcs-6265	172	17	and	and	CCONJ
bitcs-6265	172	18	comparing	compare	VERB
bitcs-6265	172	19	the	the	DET
bitcs-6265	172	20	performance	performance	NOUN
bitcs-6265	172	21	of	of	ADP
bitcs-6265	172	22	classification	classification	NOUN
bitcs-6265	172	23	models	model	NOUN
bitcs-6265	172	24	,	,	PUNCT
bitcs-6265	172	25	particularly	particularly	ADV
bitcs-6265	172	26	in	in	ADP
bitcs-6265	172	27	situations	situation	NOUN
bitcs-6265	172	28	where	where	SCONJ
bitcs-6265	172	29	the	the	DET
bitcs-6265	172	30	balance	balance	NOUN
bitcs-6265	172	31	between	between	ADP
bitcs-6265	172	32	false	false	ADJ
bitcs-6265	172	33	positives	positive	NOUN
bitcs-6265	172	34	and	and	CCONJ
bitcs-6265	172	35	false	false	ADJ
bitcs-6265	172	36	negatives	negative	NOUN
bitcs-6265	172	37	is	be	AUX
bitcs-6265	172	38	important	important	ADJ
bitcs-6265	172	39	.	.	PUNCT
bitcs-6265	173	1	these	these	PRON
bitcs-6265	173	2	are	be	AUX
bitcs-6265	173	3	tabulated	tabulate	VERB
bitcs-6265	173	4	as	as	SCONJ
bitcs-6265	173	5	follows	follow	VERB
bitcs-6265	173	6	for	for	ADP
bitcs-6265	173	7	the	the	DET
bitcs-6265	173	8	datasets	dataset	NOUN
bitcs-6265	173	9	.	.	PUNCT
bitcs-6265	174	1	vol	vol	NOUN
bitcs-6265	174	2	.	.	PROPN
bitcs-6265	175	1	5	5	NUM
bitcs-6265	175	2	,	,	PUNCT
bitcs-6265	175	3	no.2	no.2	PROPN
bitcs-6265	175	4	june	june	PROPN
bitcs-6265	175	5	2024	2024	NUM
bitcs-6265	175	6	|	|	ADV
bitcs-6265	175	7	83	83	NUM
bitcs-6265	175	8	table	table	NOUN
bitcs-6265	175	9	4	4	NUM
bitcs-6265	175	10	.	.	PUNCT
bitcs-6265	175	11	showing	show	VERB
bitcs-6265	175	12	final	final	ADJ
bitcs-6265	175	13	performance	performance	NOUN
bitcs-6265	175	14	for	for	ADP
bitcs-6265	175	15	the	the	DET
bitcs-6265	175	16	models	model	NOUN
bitcs-6265	175	17	of	of	ADP
bitcs-6265	175	18	the	the	DET
bitcs-6265	175	19	dataset	dataset	NOUN
bitcs-6265	175	20	model	model	NOUN
bitcs-6265	175	21	train	train	NOUN
bitcs-6265	175	22	auc	auc	NOUN
bitcs-6265	175	23	75	75	NUM
bitcs-6265	175	24	%	%	NOUN
bitcs-6265	175	25	test	test	NOUN
bitcs-6265	175	26	auc	auc	NOUN
bitcs-6265	175	27	15	15	NUM
bitcs-6265	175	28	%	%	NOUN
bitcs-6265	175	29	valid	valid	ADJ
bitcs-6265	175	30	auc	auc	NOUN
bitcs-6265	175	31	10	10	NUM
bitcs-6265	175	32	%	%	NOUN
bitcs-6265	175	33	generalization	generalization	NOUN
bitcs-6265	175	34	error	error	NOUN
bitcs-6265	175	35	(	(	PUNCT
bitcs-6265	175	36	%	%	INTJ
bitcs-6265	175	37	)	)	PUNCT
bitcs-6265	175	38	random	random	ADJ
bitcs-6265	175	39	forest	forest	NOUN
bitcs-6265	175	40	svm	svm	PROPN
bitcs-6265	175	41	gradient	gradient	NOUN
bitcs-6265	175	42	boosting	boost	VERB
bitcs-6265	175	43	0.962	0.962	NUM
bitcs-6265	175	44	0.923	0.923	NUM
bitcs-6265	175	45	0.9998	0.9998	NUM
bitcs-6265	175	46	0.899	0.899	NUM
bitcs-6265	175	47	0.767	0.767	NUM
bitcs-6265	175	48	0.9939	0.9939	NUM
bitcs-6265	175	49	0.98	0.98	NUM
bitcs-6265	175	50	0.99	0.99	NUM
bitcs-6265	175	51	1.00	1.00	NUM
bitcs-6265	175	52	6.3	6.3	NUM
bitcs-6265	175	53	15.6	15.6	NUM
bitcs-6265	175	54	0.59	0.59	NUM
bitcs-6265	175	55	figu11	figu11	NOUN
bitcs-6265	175	56	.	.	PUNCT
bitcs-6265	176	1	graphical	graphical	ADJ
bitcs-6265	176	2	illustration	illustration	NOUN
bitcs-6265	176	3	of	of	ADP
bitcs-6265	176	4	the	the	DET
bitcs-6265	176	5	final	final	ADJ
bitcs-6265	176	6	performance	performance	NOUN
bitcs-6265	176	7	fig	fig	NOUN
bitcs-6265	176	8	12	12	NUM
bitcs-6265	176	9	.	.	PUNCT
bitcs-6265	177	1	auc	auc	VERB
bitcs-6265	177	2	comparative	comparative	ADJ
bitcs-6265	177	3	analysis	analysis	NOUN
bitcs-6265	177	4	v.	v.	ADP
bitcs-6265	177	5	conclusion	conclusion	NOUN
bitcs-6265	177	6	ransomware	ransomware	NOUN
bitcs-6265	177	7	detection	detection	NOUN
bitcs-6265	177	8	is	be	AUX
bitcs-6265	177	9	an	an	DET
bitcs-6265	177	10	ongoing	ongoing	ADJ
bitcs-6265	177	11	and	and	CCONJ
bitcs-6265	177	12	multifaceted	multifaceted	ADJ
bitcs-6265	177	13	challenge	challenge	NOUN
bitcs-6265	177	14	that	that	PRON
bitcs-6265	177	15	requires	require	VERB
bitcs-6265	177	16	a	a	DET
bitcs-6265	177	17	combination	combination	NOUN
bitcs-6265	177	18	of	of	ADP
bitcs-6265	177	19	advanced	advanced	ADJ
bitcs-6265	177	20	technology	technology	NOUN
bitcs-6265	177	21	,	,	PUNCT
bitcs-6265	177	22	user	user	NOUN
bitcs-6265	177	23	awareness	awareness	NOUN
bitcs-6265	177	24	,	,	PUNCT
bitcs-6265	177	25	and	and	CCONJ
bitcs-6265	177	26	a	a	DET
bitcs-6265	177	27	proactive	proactive	ADJ
bitcs-6265	177	28	cybersecurity	cybersecurity	NOUN
bitcs-6265	177	29	posture	posture	NOUN
bitcs-6265	177	30	.	.	PUNCT
bitcs-6265	178	1	private	private	ADJ
bitcs-6265	178	2	users	user	NOUN
bitcs-6265	178	3	,	,	PUNCT
bitcs-6265	178	4	commercial	commercial	ADJ
bitcs-6265	178	5	enterprises	enterprise	NOUN
bitcs-6265	178	6	,	,	PUNCT
bitcs-6265	178	7	and	and	CCONJ
bitcs-6265	178	8	government	government	NOUN
bitcs-6265	178	9	networks	network	NOUN
bitcs-6265	178	10	must	must	AUX
bitcs-6265	178	11	invest	invest	VERB
bitcs-6265	178	12	in	in	ADP
bitcs-6265	178	13	modern	modern	ADJ
bitcs-6265	178	14	detection	detection	NOUN
bitcs-6265	178	15	techniques	technique	NOUN
bitcs-6265	178	16	.	.	PUNCT
bitcs-6265	179	1	the	the	DET
bitcs-6265	179	2	use	use	NOUN
bitcs-6265	179	3	of	of	ADP
bitcs-6265	179	4	machine	machine	NOUN
bitcs-6265	179	5	learning	learning	NOUN
bitcs-6265	179	6	in	in	ADP
bitcs-6265	179	7	ransomware	ransomware	NOUN
bitcs-6265	179	8	detection	detection	NOUN
bitcs-6265	179	9	has	have	VERB
bitcs-6265	179	10	great	great	ADJ
bitcs-6265	179	11	potential	potential	NOUN
bitcs-6265	179	12	to	to	PART
bitcs-6265	179	13	improve	improve	VERB
bitcs-6265	179	14	cybersecurity	cybersecurity	NOUN
bitcs-6265	179	15	defenses	defense	NOUN
bitcs-6265	179	16	.	.	PUNCT
bitcs-6265	180	1	nevertheless	nevertheless	ADV
bitcs-6265	180	2	,	,	PUNCT
bitcs-6265	180	3	by	by	ADP
bitcs-6265	180	4	applying	apply	VERB
bitcs-6265	180	5	machine	machine	NOUN
bitcs-6265	180	6	learning	learning	NOUN
bitcs-6265	180	7	algorithms	algorithm	NOUN
bitcs-6265	180	8	like	like	ADP
bitcs-6265	180	9	gradient	gradient	NOUN
bitcs-6265	180	10	boosting	boosting	NOUN
bitcs-6265	180	11	,	,	PUNCT
bitcs-6265	180	12	random	random	ADJ
bitcs-6265	180	13	forest	forest	NOUN
bitcs-6265	180	14	,	,	PUNCT
bitcs-6265	180	15	and	and	CCONJ
bitcs-6265	180	16	support	support	VERB
bitcs-6265	180	17	vector	vector	NOUN
bitcs-6265	180	18	machines	machine	NOUN
bitcs-6265	180	19	,	,	PUNCT
bitcs-6265	180	20	this	this	DET
bitcs-6265	180	21	study	study	NOUN
bitcs-6265	180	22	has	have	AUX
bitcs-6265	180	23	been	be	AUX
bitcs-6265	180	24	able	able	ADJ
bitcs-6265	180	25	to	to	PART
bitcs-6265	180	26	offer	offer	VERB
bitcs-6265	180	27	advice	advice	NOUN
bitcs-6265	180	28	on	on	ADP
bitcs-6265	180	29	how	how	SCONJ
bitcs-6265	180	30	to	to	PART
bitcs-6265	180	31	cope	cope	VERB
bitcs-6265	180	32	with	with	ADP
bitcs-6265	180	33	both	both	CCONJ
bitcs-6265	180	34	locker	locker	NOUN
bitcs-6265	180	35	and	and	CCONJ
bitcs-6265	180	36	crypto	crypto	NOUN
bitcs-6265	180	37	-	-	NOUN
bitcs-6265	180	38	ransomware	ransomware	NOUN
bitcs-6265	180	39	.	.	PUNCT
bitcs-6265	181	1	users	user	NOUN
bitcs-6265	181	2	of	of	ADP
bitcs-6265	181	3	computers	computer	NOUN
bitcs-6265	181	4	can	can	AUX
bitcs-6265	181	5	be	be	AUX
bitcs-6265	181	6	more	more	ADJ
bitcs-6265	181	7	than	than	ADP
bitcs-6265	181	8	90	90	NUM
bitcs-6265	181	9	%	%	NOUN
bitcs-6265	181	10	confident	confident	ADJ
bitcs-6265	181	11	that	that	SCONJ
bitcs-6265	181	12	their	their	PRON
bitcs-6265	181	13	system	system	NOUN
bitcs-6265	181	14	is	be	AUX
bitcs-6265	181	15	clear	clear	ADJ
bitcs-6265	181	16	of	of	ADP
bitcs-6265	181	17	ransomware	ransomware	NOUN
bitcs-6265	181	18	.	.	PUNCT
bitcs-6265	182	1	after	after	SCONJ
bitcs-6265	182	2	the	the	DET
bitcs-6265	182	3	models	model	NOUN
bitcs-6265	182	4	were	be	AUX
bitcs-6265	182	5	vol	vol	NOUN
bitcs-6265	182	6	.	.	PUNCT
bitcs-6265	183	1	5	5	NUM
bitcs-6265	183	2	,	,	PUNCT
bitcs-6265	183	3	no.2	no.2	PROPN
bitcs-6265	183	4	june	june	PROPN
bitcs-6265	183	5	2024	2024	NUM
bitcs-6265	183	6	|	|	ADV
bitcs-6265	183	7	84	84	NUM
bitcs-6265	183	8	compared	compare	VERB
bitcs-6265	183	9	,	,	PUNCT
bitcs-6265	183	10	it	it	PRON
bitcs-6265	183	11	was	be	AUX
bitcs-6265	183	12	found	find	VERB
bitcs-6265	183	13	that	that	SCONJ
bitcs-6265	183	14	the	the	DET
bitcs-6265	183	15	gradient	gradient	NOUN
bitcs-6265	183	16	boosting	boost	VERB
bitcs-6265	183	17	model	model	NOUN
bitcs-6265	183	18	(	(	PUNCT
bitcs-6265	183	19	99	99	NUM
bitcs-6265	183	20	%	%	NOUN
bitcs-6265	183	21	,	,	PUNCT
bitcs-6265	183	22	99	99	NUM
bitcs-6265	183	23	%	%	NOUN
bitcs-6265	183	24	,	,	PUNCT
bitcs-6265	183	25	and	and	CCONJ
bitcs-6265	183	26	100	100	NUM
bitcs-6265	183	27	%	%	NOUN
bitcs-6265	183	28	auc	auc	NOUN
bitcs-6265	183	29	train	train	NOUN
bitcs-6265	183	30	,	,	PUNCT
bitcs-6265	183	31	test	test	NOUN
bitcs-6265	183	32	,	,	PUNCT
bitcs-6265	183	33	and	and	CCONJ
bitcs-6265	183	34	validation	validation	NOUN
bitcs-6265	183	35	,	,	PUNCT
bitcs-6265	183	36	respectively	respectively	ADV
bitcs-6265	183	37	)	)	PUNCT
bitcs-6265	183	38	had	have	VERB
bitcs-6265	183	39	the	the	DET
bitcs-6265	183	40	lowest	low	ADJ
bitcs-6265	183	41	generalization	generalization	NOUN
bitcs-6265	183	42	error	error	NOUN
bitcs-6265	183	43	,	,	PUNCT
bitcs-6265	183	44	while	while	SCONJ
bitcs-6265	183	45	the	the	DET
bitcs-6265	183	46	svm	svm	ADJ
bitcs-6265	183	47	model	model	NOUN
bitcs-6265	183	48	(	(	PUNCT
bitcs-6265	183	49	92	92	NUM
bitcs-6265	183	50	%	%	NOUN
bitcs-6265	183	51	,	,	PUNCT
bitcs-6265	183	52	76	76	NUM
bitcs-6265	183	53	%	%	NOUN
bitcs-6265	183	54	,	,	PUNCT
bitcs-6265	183	55	and	and	CCONJ
bitcs-6265	183	56	99	99	NUM
bitcs-6265	183	57	%	%	NOUN
bitcs-6265	183	58	auc	auc	NOUN
bitcs-6265	183	59	train	train	NOUN
bitcs-6265	183	60	,	,	PUNCT
bitcs-6265	183	61	test	test	NOUN
bitcs-6265	183	62	,	,	PUNCT
bitcs-6265	183	63	and	and	CCONJ
bitcs-6265	183	64	validation	validation	NOUN
bitcs-6265	183	65	)	)	PUNCT
bitcs-6265	183	66	performed	perform	VERB
bitcs-6265	183	67	the	the	DET
bitcs-6265	183	68	poorest	poor	ADJ
bitcs-6265	183	69	.	.	PUNCT
bitcs-6265	184	1	despite	despite	SCONJ
bitcs-6265	184	2	this	this	PRON
bitcs-6265	184	3	,	,	PUNCT
bitcs-6265	184	4	the	the	DET
bitcs-6265	184	5	models	model	NOUN
bitcs-6265	184	6	were	be	AUX
bitcs-6265	184	7	still	still	ADV
bitcs-6265	184	8	overfit	overfit	ADJ
bitcs-6265	184	9	.	.	PUNCT
bitcs-6265	185	1	in	in	ADP
bitcs-6265	185	2	the	the	DET
bitcs-6265	185	3	middle	middle	NOUN
bitcs-6265	185	4	of	of	ADP
bitcs-6265	185	5	the	the	DET
bitcs-6265	185	6	pack	pack	NOUN
bitcs-6265	185	7	(	(	PUNCT
bitcs-6265	185	8	96	96	NUM
bitcs-6265	185	9	%	%	NOUN
bitcs-6265	185	10	,	,	PUNCT
bitcs-6265	185	11	89	89	NUM
bitcs-6265	185	12	%	%	NOUN
bitcs-6265	185	13	,	,	PUNCT
bitcs-6265	185	14	and	and	CCONJ
bitcs-6265	185	15	98	98	NUM
bitcs-6265	185	16	%	%	NOUN
bitcs-6265	185	17	auc	auc	NOUN
bitcs-6265	185	18	)	)	PUNCT
bitcs-6265	185	19	was	be	AUX
bitcs-6265	185	20	the	the	DET
bitcs-6265	185	21	random	random	ADJ
bitcs-6265	185	22	forest	forest	NOUN
bitcs-6265	185	23	model	model	NOUN
bitcs-6265	185	24	.	.	PUNCT
bitcs-6265	186	1	hyperparametric	hyperparametric	ADJ
bitcs-6265	186	2	optimization	optimization	NOUN
bitcs-6265	186	3	can	can	AUX
bitcs-6265	186	4	be	be	AUX
bitcs-6265	186	5	used	use	VERB
bitcs-6265	186	6	to	to	PART
bitcs-6265	186	7	reduce	reduce	VERB
bitcs-6265	186	8	the	the	DET
bitcs-6265	186	9	generalization	generalization	NOUN
bitcs-6265	186	10	error	error	NOUN
bitcs-6265	186	11	.	.	PUNCT
bitcs-6265	187	1	the	the	DET
bitcs-6265	187	2	results	result	NOUN
bitcs-6265	187	3	,	,	PUNCT
bitcs-6265	187	4	however	however	ADV
bitcs-6265	187	5	,	,	PUNCT
bitcs-6265	187	6	show	show	VERB
bitcs-6265	187	7	that	that	SCONJ
bitcs-6265	187	8	machine	machine	NOUN
bitcs-6265	187	9	learning	learn	VERB
bitcs-6265	187	10	techniques	technique	NOUN
bitcs-6265	187	11	have	have	VERB
bitcs-6265	187	12	a	a	DET
bitcs-6265	187	13	lot	lot	NOUN
bitcs-6265	187	14	of	of	ADP
bitcs-6265	187	15	potential	potential	NOUN
bitcs-6265	187	16	for	for	ADP
bitcs-6265	187	17	use	use	NOUN
bitcs-6265	187	18	in	in	ADP
bitcs-6265	187	19	cybersecurity	cybersecurity	NOUN
bitcs-6265	187	20	and	and	CCONJ
bitcs-6265	187	21	ransomware	ransomware	NOUN
bitcs-6265	187	22	detection	detection	NOUN
bitcs-6265	187	23	.	.	PUNCT
bitcs-6265	188	1	references	reference	NOUN
bitcs-6265	188	2	[	[	X
bitcs-6265	188	3	1	1	NUM
bitcs-6265	188	4	]	]	PUNCT
bitcs-6265	188	5	.	.	PUNCT
bitcs-6265	189	1	abdullahi	abdullahi	PROPN
bitcs-6265	189	2	arabo	arabo	PROPN
bitcs-6265	189	3	,	,	PUNCT
bitcs-6265	189	4	remi	remi	PROPN
bitcs-6265	189	5	dijoux	dijoux	PROPN
bitcs-6265	189	6	,	,	PUNCT
bitcs-6265	189	7	timothee	timothee	NOUN
bitcs-6265	189	8	poulain	poulain	NOUN
bitcs-6265	189	9	,	,	PUNCT
bitcs-6265	189	10	gregoire	gregoire	PROPN
bitcs-6265	189	11	chevailer	chevailer	NOUN
bitcs-6265	189	12	,	,	PUNCT
bitcs-6265	189	13	(	(	PUNCT
bitcs-6265	189	14	2020	2020	NUM
bitcs-6265	189	15	)	)	PUNCT
bitcs-6265	189	16	,	,	PUNCT
bitcs-6265	189	17	detecting	detect	VERB
bitcs-6265	189	18	ransomware	ransomware	NOUN
bitcs-6265	189	19	using	use	VERB
bitcs-6265	189	20	process	process	NOUN
bitcs-6265	189	21	behavior	behavior	NOUN
bitcs-6265	189	22	analysis	analysis	NOUN
bitcs-6265	189	23	.	.	PUNCT
bitcs-6265	190	1	pp	pp	ADV
bitcs-6265	190	2	.	.	PUNCT
bitcs-6265	191	1	289	289	NUM
bitcs-6265	191	2	and	and	CCONJ
bitcs-6265	191	3	295	295	NUM
bitcs-6265	192	1	[	[	X
bitcs-6265	192	2	2	2	NUM
bitcs-6265	192	3	]	]	PUNCT
bitcs-6265	192	4	.	.	PUNCT
bitcs-6265	193	1	darshana	darshana	PROPN
bitcs-6265	193	2	u.	u.	PROPN
bitcs-6265	193	3	,	,	PUNCT
bitcs-6265	193	4	jaume	jaume	PROPN
bitcs-6265	193	5	m.	m.	PROPN
bitcs-6265	193	6	,	,	PUNCT
bitcs-6265	193	7	marzia	marzia	PROPN
bitcs-6265	193	8	z.	z.	PROPN
bitcs-6265	193	9	,	,	PUNCT
bitcs-6265	193	10	and	and	CCONJ
bitcs-6265	193	11	srinivas	srinivas	PROPN
bitcs-6265	193	12	s.	s.	PROPN
bitcs-6265	193	13	(	(	PUNCT
bitcs-6265	193	14	2019	2019	NUM
bitcs-6265	193	15	)	)	PUNCT
bitcs-6265	193	16	.	.	PUNCT
bitcs-6265	194	1	gradient	gradient	ADJ
bitcs-6265	194	2	boosting	boost	VERB
bitcs-6265	194	3	feature	feature	NOUN
bitcs-6265	194	4	selection	selection	NOUN
bitcs-6265	194	5	with	with	ADP
bitcs-6265	194	6	machine	machine	NOUN
bitcs-6265	194	7	learning	learn	VERB
bitcs-6265	194	8	classifiers	classifier	NOUN
bitcs-6265	194	9	for	for	ADP
bitcs-6265	194	10	intrusion	intrusion	NOUN
bitcs-6265	194	11	detection	detection	NOUN
bitcs-6265	194	12	on	on	ADP
bitcs-6265	194	13	power	power	NOUN
bitcs-6265	194	14	grids	grid	NOUN
bitcs-6265	194	15	.	.	PUNCT
bitcs-6265	195	1	ieee	ieee	NOUN
bitcs-6265	195	2	transactions	transaction	NOUN
bitcs-6265	195	3	on	on	ADP
bitcs-6265	195	4	network	network	NOUN
bitcs-6265	195	5	and	and	CCONJ
bitcs-6265	195	6	service	service	NOUN
bitcs-6265	195	7	management	management	NOUN
bitcs-6265	195	8	.	.	PUNCT
bitcs-6265	196	1	pp	pp	X
bitcs-6265	196	2	.	.	PUNCT
bitcs-6265	197	1	3	3	NUM
bitcs-6265	197	2	-	-	SYM
bitcs-6265	197	3	5	5	NUM
bitcs-6265	197	4	.	.	PUNCT
bitcs-6265	198	1	[	[	X
bitcs-6265	198	2	3	3	NUM
bitcs-6265	198	3	]	]	PUNCT
bitcs-6265	198	4	.	.	PUNCT
bitcs-6265	199	1	drew	draw	VERB
bitcs-6265	199	2	conway	conway	PROPN
bitcs-6265	199	3	and	and	CCONJ
bitcs-6265	199	4	john	john	PROPN
bitcs-6265	199	5	myles	myles	PROPN
bitcs-6265	199	6	white	white	PROPN
bitcs-6265	199	7	(	(	PUNCT
bitcs-6265	199	8	2012	2012	NUM
bitcs-6265	199	9	)	)	PUNCT
bitcs-6265	199	10	machine	machine	NOUN
bitcs-6265	199	11	learning	learn	VERB
bitcs-6265	199	12	for	for	ADP
bitcs-6265	199	13	hackers	hacker	NOUN
bitcs-6265	199	14	.	.	PUNCT
bitcs-6265	200	1	first	first	PROPN
bitcs-6265	200	2	edition	edition	NOUN
bitcs-6265	200	3	http://oreilly.com/catalog/errata.csp?isbn=9781449303716	http://oreilly.com/catalog/errata.csp?isbn=9781449303716	VERB
bitcs-6265	200	4	o’reilly	o’reilly	ADV
bitcs-6265	200	5	media	medium	NOUN
bitcs-6265	200	6	,	,	PUNCT
bitcs-6265	200	7	inc	inc	PROPN
bitcs-6265	200	8	.	.	PROPN
bitcs-6265	201	1	pp	pp	PROPN
bitcs-6265	201	2	.	.	PUNCT
bitcs-6265	202	1	275	275	NUM
bitcs-6265	202	2	-	-	SYM
bitcs-6265	202	3	278	278	NUM
bitcs-6265	202	4	.	.	PUNCT
bitcs-6265	203	1	[	[	X
bitcs-6265	203	2	4	4	NUM
bitcs-6265	203	3	]	]	PUNCT
bitcs-6265	203	4	.	.	PUNCT
bitcs-6265	204	1	eduardo	eduardo	PROPN
bitcs-6265	204	2	berrueta	berrueta	PROPN
bitcs-6265	204	3	,	,	PUNCT
bitcs-6265	204	4	daniel	daniel	PROPN
bitcs-6265	204	5	morato	morato	PROPN
bitcs-6265	204	6	,	,	PUNCT
bitcs-6265	204	7	eduardo	eduardo	PROPN
bitcs-6265	204	8	magana	magana	PROPN
bitcs-6265	204	9	,	,	PUNCT
bitcs-6265	204	10	mikel	mikel	PROPN
bitcs-6265	204	11	izal	izal	PROPN
bitcs-6265	204	12	(	(	PUNCT
bitcs-6265	204	13	2022	2022	NUM
bitcs-6265	204	14	)	)	PUNCT
bitcs-6265	204	15	,	,	PUNCT
bitcs-6265	204	16	crypto	crypto	ADJ
bitcs-6265	204	17	-	-	ADJ
bitcs-6265	204	18	ransomware	ransomware	NOUN
bitcs-6265	204	19	detection	detection	NOUN
bitcs-6265	204	20	using	use	VERB
bitcs-6265	204	21	machine	machine	NOUN
bitcs-6265	204	22	learning	learning	NOUN
bitcs-6265	204	23	models	model	NOUN
bitcs-6265	204	24	in	in	ADP
bitcs-6265	204	25	file	file	NOUN
bitcs-6265	204	26	-	-	PUNCT
bitcs-6265	204	27	sharing	share	VERB
bitcs-6265	204	28	network	network	NOUN
bitcs-6265	204	29	scenarios	scenario	NOUN
bitcs-6265	204	30	with	with	ADP
bitcs-6265	204	31	encrypted	encrypt	VERB
bitcs-6265	204	32	traffic	traffic	NOUN
bitcs-6265	204	33	.	.	PUNCT
bitcs-6265	205	1	pp	pp	ADJ
bitcs-6265	205	2	.	.	PUNCT
bitcs-6265	206	1	1	1	NUM
bitcs-6265	206	2	-	-	SYM
bitcs-6265	206	3	3	3	NUM
bitcs-6265	207	1	[	[	X
bitcs-6265	207	2	5	5	NUM
bitcs-6265	207	3	]	]	PUNCT
bitcs-6265	207	4	.	.	PUNCT
bitcs-6265	208	1	fayez	fayez	VERB
bitcs-6265	208	2	tarsha	tarsha	PROPN
bitcs-6265	208	3	kurdi	kurdi	PROPN
bitcs-6265	208	4	(	(	PUNCT
bitcs-6265	208	5	2021	2021	NUM
bitcs-6265	208	6	)	)	PUNCT
bitcs-6265	208	7	,	,	PUNCT
bitcs-6265	208	8	random	random	ADJ
bitcs-6265	208	9	forest	forest	NOUN
bitcs-6265	208	10	machine	machine	NOUN
bitcs-6265	208	11	learning	learning	NOUN
bitcs-6265	208	12	technique	technique	NOUN
bitcs-6265	208	13	for	for	ADP
bitcs-6265	208	14	automatic	automatic	ADJ
bitcs-6265	208	15	vegetation	vegetation	NOUN
bitcs-6265	208	16	detection	detection	NOUN
bitcs-6265	208	17	and	and	CCONJ
bitcs-6265	208	18	modelling	modelling	NOUN
bitcs-6265	208	19	in	in	ADP
bitcs-6265	208	20	lidar	lidar	NOUN
bitcs-6265	208	21	data	data	NOUN
bitcs-6265	208	22	.	.	PUNCT
bitcs-6265	209	1	international	international	ADJ
bitcs-6265	209	2	journal	journal	PROPN
bitcs-6265	209	3	of	of	ADP
bitcs-6265	209	4	environmental	environmental	PROPN
bitcs-6265	209	5	sciences	sciences	PROPN
bitcs-6265	209	6	&	&	CCONJ
bitcs-6265	209	7	natural	natural	ADJ
bitcs-6265	209	8	resources	resource	NOUN
bitcs-6265	209	9	.	.	PUNCT
bitcs-6265	210	1	pp	pp	X
bitcs-6265	210	2	.	.	PUNCT
bitcs-6265	210	3	001	001	NUM
bitcs-6265	210	4	.	.	PUNCT
bitcs-6265	211	1	(	(	PUNCT
bitcs-6265	211	2	fayez	fayez	VERB
bitcs-6265	211	3	tarsha	tarsha	PROPN
bitcs-6265	211	4	[	[	X
bitcs-6265	211	5	6	6	NUM
bitcs-6265	211	6	]	]	PUNCT
bitcs-6265	211	7	.	.	PUNCT
bitcs-6265	212	1	juan	juan	PROPN
bitcs-6265	212	2	a.	a.	PROPN
bitcs-6265	212	3	herrera	herrera	PROPN
bitcs-6265	212	4	-	-	PUNCT
bitcs-6265	212	5	silva	silva	PROPN
bitcs-6265	212	6	and	and	CCONJ
bitcs-6265	212	7	myriam	myriam	PROPN
bitcs-6265	212	8	hernández	hernández	PROPN
bitcs-6265	212	9	-	-	PUNCT
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bitcs-6265	212	11	(	(	PUNCT
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bitcs-6265	218	2	-	-	SYM
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bitcs-6265	224	3	]	]	PUNCT
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bitcs-6265	229	12	)	)	PUNCT
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bitcs-6265	230	2	.	.	PUNCT
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bitcs-6265	233	8	)	)	PUNCT
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bitcs-6265	240	2	-	-	SYM
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bitcs-6265	241	4	.	.	PUNCT
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bitcs-6265	242	12	.	.	PUNCT
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bitcs-6265	246	3	]	]	PUNCT
bitcs-6265	246	4	.	.	PUNCT
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bitcs-6265	249	2	-	-	SYM
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