id	sid	tid	token	lemma	pos
sc-2345	1	1	raspberry	raspberry	NOUN
sc-2345	1	2	pi	pi	NOUN
sc-2345	1	3	-	-	PUNCT
sc-2345	1	4	based	base	VERB
sc-2345	1	5	intelligent	intelligent	ADJ
sc-2345	1	6	cyber	cyber	NOUN
sc-2345	1	7	defense	defense	NOUN
sc-2345	1	8	systems	system	NOUN
sc-2345	1	9	for	for	ADP
sc-2345	1	10	smes	sme	NOUN
sc-2345	1	11	and	and	CCONJ
sc-2345	1	12	smart	smart	ADJ
sc-2345	1	13	-	-	PUNCT
sc-2345	1	14	homes	home	NOUN
sc-2345	1	15	:	:	PUNCT
sc-2345	1	16	an	an	DET
sc-2345	1	17	exploratory	exploratory	ADJ
sc-2345	1	18	study	study	NOUN
sc-2345	1	19	raspberry	raspberry	NOUN
sc-2345	1	20	pi	pi	NOUN
sc-2345	1	21	-	-	PUNCT
sc-2345	1	22	based	base	VERB
sc-2345	1	23	intelligent	intelligent	ADJ
sc-2345	1	24	cyber	cyber	NOUN
sc-2345	1	25	defense	defense	NOUN
sc-2345	1	26	systems	system	NOUN
sc-2345	1	27	for	for	ADP
sc-2345	1	28	smes	sme	NOUN
sc-2345	1	29	and	and	CCONJ
sc-2345	1	30	smart	smart	ADJ
sc-2345	1	31	-	-	PUNCT
sc-2345	1	32	homes	home	NOUN
sc-2345	1	33	:	:	PUNCT
sc-2345	1	34	an	an	DET
sc-2345	1	35	exploratory	exploratory	ADJ
sc-2345	1	36	study	study	NOUN
sc-2345	1	37	sreenivas	sreenivas	NOUN
sc-2345	1	38	sremath	sremath	PROPN
sc-2345	1	39	tirumalaη	tirumalaη	PROPN
sc-2345	1	40	∗	∗	NOUN
sc-2345	1	41	,	,	PUNCT
sc-2345	1	42	narayan	narayan	NOUN
sc-2345	1	43	nepalα	nepalα	NOUN
sc-2345	1	44	and	and	CCONJ
sc-2345	1	45	sayan	sayan	PROPN
sc-2345	1	46	kumar	kumar	PROPN
sc-2345	1	47	rayη	rayη	PROPN
sc-2345	1	48	ηschool	ηschool	NOUN
sc-2345	1	49	of	of	ADP
sc-2345	1	50	digital	digital	ADJ
sc-2345	1	51	technologies	technology	NOUN
sc-2345	1	52	,	,	PUNCT
sc-2345	1	53	manukua	manukua	NOUN
sc-2345	1	54	institute	institute	NOUN
sc-2345	1	55	of	of	ADP
sc-2345	1	56	technology	technology	PROPN
sc-2345	1	57	,	,	PUNCT
sc-2345	1	58	auckland	auckland	PROPN
sc-2345	1	59	,	,	PUNCT
sc-2345	1	60	new	new	PROPN
sc-2345	1	61	zealand	zealand	PROPN
sc-2345	1	62	α	α	PROPN
sc-2345	1	63	yoobee	yoobee	PROPN
sc-2345	1	64	colleges	college	NOUN
sc-2345	1	65	,	,	PUNCT
sc-2345	1	66	christchurch	christchurch	PROPN
sc-2345	1	67	,	,	PUNCT
sc-2345	1	68	new	new	PROPN
sc-2345	1	69	zealand	zealand	PROPN
sc-2345	1	70	.	.	PUNCT
sc-2345	2	1	abstract	abstract	ADJ
sc-2345	2	2	ongoing	ongoing	ADJ
sc-2345	2	3	ransomware	ransomware	NOUN
sc-2345	2	4	attacks	attack	NOUN
sc-2345	2	5	have	have	AUX
sc-2345	2	6	forced	force	VERB
sc-2345	2	7	business	business	NOUN
sc-2345	2	8	to	to	PART
sc-2345	2	9	think	think	VERB
sc-2345	2	10	about	about	ADP
sc-2345	2	11	security	security	NOUN
sc-2345	2	12	of	of	ADP
sc-2345	2	13	their	their	PRON
sc-2345	2	14	resources	resource	NOUN
sc-2345	2	15	.	.	PUNCT
sc-2345	3	1	recently	recently	ADV
sc-2345	3	2	,	,	PUNCT
sc-2345	3	3	smallto	smallto	NOUN
sc-2345	3	4	-	-	PUNCT
sc-2345	3	5	medium	medium	NOUN
sc-2345	3	6	enterprises	enterprise	NOUN
sc-2345	3	7	(	(	PUNCT
sc-2345	3	8	smes	sme	NOUN
sc-2345	3	9	)	)	PUNCT
sc-2345	3	10	and	and	CCONJ
sc-2345	3	11	smart	smart	ADJ
sc-2345	3	12	-	-	PUNCT
sc-2345	3	13	homes	home	NOUN
sc-2345	3	14	have	have	AUX
sc-2345	3	15	become	become	VERB
sc-2345	3	16	easy	easy	ADJ
sc-2345	3	17	targets	target	NOUN
sc-2345	3	18	for	for	ADP
sc-2345	3	19	attackers	attacker	NOUN
sc-2345	3	20	since	since	SCONJ
sc-2345	3	21	they	they	PRON
sc-2345	3	22	do	do	AUX
sc-2345	3	23	n’t	not	PART
sc-2345	3	24	have	have	VERB
sc-2345	3	25	cyber	cyber	ADJ
sc-2345	3	26	defense	defense	NOUN
sc-2345	3	27	mechanism	mechanism	NOUN
sc-2345	3	28	in	in	ADP
sc-2345	3	29	place	place	NOUN
sc-2345	3	30	other	other	ADJ
sc-2345	3	31	than	than	ADP
sc-2345	3	32	simple	simple	ADJ
sc-2345	3	33	firewall	firewall	NOUN
sc-2345	3	34	systems	system	NOUN
sc-2345	3	35	which	which	PRON
sc-2345	3	36	are	be	AUX
sc-2345	3	37	quite	quite	ADV
sc-2345	3	38	vulnerable	vulnerable	ADJ
sc-2345	3	39	.	.	PUNCT
sc-2345	4	1	cyber	cyber	PROPN
sc-2345	4	2	defense	defense	NOUN
sc-2345	4	3	systems	system	NOUN
sc-2345	4	4	are	be	AUX
sc-2345	4	5	costly	costly	ADJ
sc-2345	4	6	and	and	CCONJ
sc-2345	4	7	often	often	ADV
sc-2345	4	8	not	not	PART
sc-2345	4	9	within	within	ADP
sc-2345	4	10	the	the	DET
sc-2345	4	11	budget	budget	NOUN
sc-2345	4	12	of	of	ADP
sc-2345	4	13	smes	sme	NOUN
sc-2345	4	14	or	or	CCONJ
sc-2345	4	15	families	family	NOUN
sc-2345	4	16	which	which	PRON
sc-2345	4	17	inspired	inspire	VERB
sc-2345	4	18	to	to	PART
sc-2345	4	19	think	think	VERB
sc-2345	4	20	about	about	ADP
sc-2345	4	21	low	low	ADJ
sc-2345	4	22	cost	cost	NOUN
sc-2345	4	23	yet	yet	ADV
sc-2345	4	24	highly	highly	ADV
sc-2345	4	25	efficient	efficient	ADJ
sc-2345	4	26	cyber	cyber	NOUN
sc-2345	4	27	defense	defense	NOUN
sc-2345	4	28	solutions	solution	NOUN
sc-2345	4	29	.	.	PUNCT
sc-2345	5	1	regular	regular	ADJ
sc-2345	5	2	individuals	individual	NOUN
sc-2345	5	3	and	and	CCONJ
sc-2345	5	4	families	family	NOUN
sc-2345	5	5	who	who	PRON
sc-2345	5	6	use	use	VERB
sc-2345	5	7	internet	internet	NOUN
sc-2345	5	8	for	for	ADP
sc-2345	5	9	day	day	NOUN
sc-2345	5	10	to	to	ADP
sc-2345	5	11	day	day	NOUN
sc-2345	5	12	use	use	NOUN
sc-2345	5	13	often	often	ADV
sc-2345	5	14	end	end	NOUN
sc-2345	5	15	-	-	PUNCT
sc-2345	5	16	up	up	NOUN
sc-2345	5	17	becoming	become	VERB
sc-2345	5	18	a	a	DET
sc-2345	5	19	possible	possible	ADJ
sc-2345	5	20	resource	resource	NOUN
sc-2345	5	21	for	for	ADP
sc-2345	5	22	using	use	VERB
sc-2345	5	23	them	they	PRON
sc-2345	5	24	as	as	ADP
sc-2345	5	25	trojan	trojan	NOUN
sc-2345	5	26	or	or	CCONJ
sc-2345	5	27	bitcoin	bitcoin	NOUN
sc-2345	5	28	nodes	node	NOUN
sc-2345	5	29	.	.	PUNCT
sc-2345	6	1	this	this	DET
sc-2345	6	2	research	research	NOUN
sc-2345	6	3	explores	explore	VERB
sc-2345	6	4	the	the	DET
sc-2345	6	5	prospects	prospect	NOUN
sc-2345	6	6	of	of	ADP
sc-2345	6	7	implementing	implement	VERB
sc-2345	6	8	a	a	DET
sc-2345	6	9	raspberry	raspberry	NOUN
sc-2345	6	10	pi	pi	NOUN
sc-2345	6	11	(	(	PUNCT
sc-2345	6	12	raspberry	raspberry	NOUN
sc-2345	6	13	pi)-based	pi)-base	VERB
sc-2345	6	14	intelligent	intelligent	ADJ
sc-2345	6	15	cyberdefense	cyberdefense	NOUN
sc-2345	6	16	system	system	NOUN
sc-2345	6	17	(	(	PUNCT
sc-2345	6	18	icds	icds	PROPN
sc-2345	6	19	)	)	PUNCT
sc-2345	6	20	for	for	ADP
sc-2345	6	21	sme	sme	NOUN
sc-2345	6	22	networks	network	NOUN
sc-2345	6	23	and	and	CCONJ
sc-2345	6	24	smart	smart	ADJ
sc-2345	6	25	-	-	PUNCT
sc-2345	6	26	homes	home	NOUN
sc-2345	6	27	to	to	PART
sc-2345	6	28	filter	filter	VERB
sc-2345	6	29	malicious	malicious	ADJ
sc-2345	6	30	contents	content	NOUN
sc-2345	6	31	from	from	ADP
sc-2345	6	32	incoming	incoming	ADJ
sc-2345	6	33	traffic	traffic	NOUN
sc-2345	6	34	and	and	CCONJ
sc-2345	6	35	detect	detect	VERB
sc-2345	6	36	malware	malware	NOUN
sc-2345	6	37	using	use	VERB
sc-2345	6	38	artificial	artificial	ADJ
sc-2345	6	39	intelligence	intelligence	NOUN
sc-2345	6	40	.	.	PUNCT
sc-2345	7	1	primarily	primarily	ADV
sc-2345	7	2	,	,	PUNCT
sc-2345	7	3	the	the	DET
sc-2345	7	4	work	work	NOUN
sc-2345	7	5	presented	present	VERB
sc-2345	7	6	in	in	ADP
sc-2345	7	7	this	this	DET
sc-2345	7	8	paper	paper	NOUN
sc-2345	7	9	tries	try	VERB
sc-2345	7	10	to	to	PART
sc-2345	7	11	evaluate	evaluate	VERB
sc-2345	7	12	the	the	DET
sc-2345	7	13	hardware	hardware	NOUN
sc-2345	7	14	capability	capability	NOUN
sc-2345	7	15	of	of	ADP
sc-2345	7	16	network	network	NOUN
sc-2345	7	17	interfaces	interface	NOUN
sc-2345	7	18	(	(	PUNCT
sc-2345	7	19	both	both	CCONJ
sc-2345	7	20	internal	internal	ADJ
sc-2345	7	21	,	,	PUNCT
sc-2345	7	22	and	and	CCONJ
sc-2345	7	23	attached	attach	VERB
sc-2345	7	24	)	)	PUNCT
sc-2345	7	25	of	of	ADP
sc-2345	7	26	raspberry	raspberry	NOUN
sc-2345	7	27	pi	pi	NOUN
sc-2345	7	28	for	for	ADP
sc-2345	7	29	handle	handle	VERB
sc-2345	7	30	high	high	ADJ
sc-2345	7	31	volumes	volume	NOUN
sc-2345	7	32	of	of	ADP
sc-2345	7	33	incoming	incoming	ADJ
sc-2345	7	34	traffic	traffic	NOUN
sc-2345	7	35	.	.	PUNCT
sc-2345	8	1	for	for	ADP
sc-2345	8	2	this	this	PRON
sc-2345	8	3	,	,	PUNCT
sc-2345	8	4	we	we	PRON
sc-2345	8	5	measure	measure	VERB
sc-2345	8	6	the	the	DET
sc-2345	8	7	network	network	NOUN
sc-2345	8	8	performance	performance	NOUN
sc-2345	8	9	of	of	ADP
sc-2345	8	10	the	the	DET
sc-2345	8	11	raspberry	raspberry	NOUN
sc-2345	8	12	pi	pi	NOUN
sc-2345	8	13	using	use	VERB
sc-2345	8	14	the	the	DET
sc-2345	8	15	speed	speed	NOUN
sc-2345	8	16	test	test	NOUN
sc-2345	8	17	software	software	NOUN
sc-2345	8	18	and	and	CCONJ
sc-2345	8	19	try	try	VERB
sc-2345	8	20	to	to	PART
sc-2345	8	21	explore	explore	VERB
sc-2345	8	22	the	the	DET
sc-2345	8	23	possibility	possibility	NOUN
sc-2345	8	24	of	of	ADP
sc-2345	8	25	a	a	DET
sc-2345	8	26	light	light	ADJ
sc-2345	8	27	weight	weight	NOUN
sc-2345	8	28	machine	machine	NOUN
sc-2345	8	29	learning	learning	NOUN
sc-2345	8	30	(	(	PUNCT
sc-2345	8	31	ml	ml	NOUN
sc-2345	8	32	)	)	PUNCT
sc-2345	8	33	based	base	VERB
sc-2345	8	34	malware	malware	NOUN
sc-2345	8	35	detection	detection	NOUN
sc-2345	8	36	.	.	PUNCT
sc-2345	9	1	the	the	DET
sc-2345	9	2	results	result	NOUN
sc-2345	9	3	show	show	VERB
sc-2345	9	4	that	that	SCONJ
sc-2345	9	5	the	the	DET
sc-2345	9	6	built	build	VERB
sc-2345	9	7	in	in	ADP
sc-2345	9	8	ethernet	ethernet	NOUN
sc-2345	9	9	interface	interface	NOUN
sc-2345	9	10	outperforms	outperform	VERB
sc-2345	9	11	the	the	DET
sc-2345	9	12	built	build	VERB
sc-2345	9	13	in	in	ADP
sc-2345	9	14	wifi	wifi	NOUN
sc-2345	9	15	and	and	CCONJ
sc-2345	9	16	external	external	ADJ
sc-2345	9	17	attached	attach	VERB
sc-2345	9	18	usb	usb	PRON
sc-2345	9	19	to	to	ADP
sc-2345	9	20	ethernet	ethernet	NOUN
sc-2345	9	21	adapter	adapter	NOUN
sc-2345	9	22	in	in	ADP
sc-2345	9	23	terms	term	NOUN
sc-2345	9	24	of	of	ADP
sc-2345	9	25	latency	latency	NOUN
sc-2345	9	26	,	,	PUNCT
sc-2345	9	27	download	download	NOUN
sc-2345	9	28	and	and	CCONJ
sc-2345	9	29	upload	upload	VERB
sc-2345	9	30	throughput	throughput	NOUN
sc-2345	9	31	.	.	PUNCT
sc-2345	10	1	also	also	ADV
sc-2345	10	2	,	,	PUNCT
sc-2345	10	3	a	a	DET
sc-2345	10	4	new	new	ADJ
sc-2345	10	5	dna	dna	NOUN
sc-2345	10	6	based	base	VERB
sc-2345	10	7	ml	ml	VERB
sc-2345	10	8	approach	approach	NOUN
sc-2345	10	9	was	be	AUX
sc-2345	10	10	successfully	successfully	ADV
sc-2345	10	11	able	able	ADJ
sc-2345	10	12	to	to	PART
sc-2345	10	13	produce	produce	VERB
sc-2345	10	14	over	over	ADP
sc-2345	10	15	19.5	19.5	NUM
sc-2345	10	16	%	%	NOUN
sc-2345	10	17	better	well	ADJ
sc-2345	10	18	accuracy	accuracy	NOUN
sc-2345	10	19	rates	rate	NOUN
sc-2345	10	20	of	of	ADP
sc-2345	10	21	over	over	ADP
sc-2345	10	22	classifier	classifier	NOUN
sc-2345	10	23	trained	train	VERB
sc-2345	10	24	with	with	ADP
sc-2345	10	25	hash	hash	NOUN
sc-2345	10	26	-	-	PUNCT
sc-2345	10	27	sequence	sequence	NOUN
sc-2345	10	28	.	.	PUNCT
sc-2345	11	1	the	the	DET
sc-2345	11	2	experiment	experiment	NOUN
sc-2345	11	3	results	result	VERB
sc-2345	11	4	further	far	ADV
sc-2345	11	5	emphasise	emphasise	VERB
sc-2345	11	6	on	on	ADP
sc-2345	11	7	the	the	DET
sc-2345	11	8	importance	importance	NOUN
sc-2345	11	9	of	of	ADP
sc-2345	11	10	generating	generate	VERB
sc-2345	11	11	complex	complex	ADJ
sc-2345	11	12	malware	malware	NOUN
sc-2345	11	13	signatures	signature	NOUN
sc-2345	11	14	with	with	ADP
sc-2345	11	15	variety	variety	NOUN
sc-2345	11	16	to	to	PART
sc-2345	11	17	face	face	VERB
sc-2345	11	18	existing	exist	VERB
sc-2345	11	19	threats	threat	NOUN
sc-2345	11	20	which	which	PRON
sc-2345	11	21	has	have	AUX
sc-2345	11	22	taken	take	VERB
sc-2345	11	23	a	a	DET
sc-2345	11	24	new	new	ADJ
sc-2345	11	25	form	form	NOUN
sc-2345	11	26	due	due	ADJ
sc-2345	11	27	to	to	PART
sc-2345	11	28	increase	increase	VERB
sc-2345	11	29	in	in	ADP
sc-2345	11	30	malware	malware	NOUN
sc-2345	11	31	based	base	VERB
sc-2345	11	32	attacks	attack	NOUN
sc-2345	11	33	,	,	PUNCT
sc-2345	11	34	particularly	particularly	ADV
sc-2345	11	35	for	for	ADP
sc-2345	11	36	ransomware	ransomware	NOUN
sc-2345	11	37	.	.	PUNCT
sc-2345	12	1	the	the	DET
sc-2345	12	2	complexity	complexity	NOUN
sc-2345	12	3	of	of	ADP
sc-2345	12	4	the	the	DET
sc-2345	12	5	generated	generate	VERB
sc-2345	12	6	malware	malware	NOUN
sc-2345	12	7	is	be	AUX
sc-2345	12	8	based	base	VERB
sc-2345	12	9	on	on	ADP
sc-2345	12	10	generic	generic	ADJ
sc-2345	12	11	yet	yet	CCONJ
sc-2345	12	12	strong	strong	ADJ
sc-2345	12	13	encryption	encryption	NOUN
sc-2345	12	14	principles	principle	NOUN
sc-2345	12	15	which	which	PRON
sc-2345	12	16	produced	produce	VERB
sc-2345	12	17	good	good	ADJ
sc-2345	12	18	results	result	NOUN
sc-2345	12	19	which	which	PRON
sc-2345	12	20	is	be	AUX
sc-2345	12	21	quite	quite	ADV
sc-2345	12	22	encouraging	encouraging	ADJ
sc-2345	12	23	at	at	ADP
sc-2345	12	24	this	this	DET
sc-2345	12	25	stage	stage	NOUN
sc-2345	12	26	.	.	PUNCT
sc-2345	13	1	received	receive	VERB
sc-2345	13	2	on	on	ADP
sc-2345	13	3	15	15	NUM
sc-2345	13	4	march	march	NOUN
sc-2345	13	5	2022	2022	NUM
sc-2345	13	6	;	;	PUNCT
sc-2345	13	7	accepted	accept	VERB
sc-2345	13	8	on	on	ADP
sc-2345	13	9	25	25	NUM
sc-2345	13	10	july	july	PROPN
sc-2345	13	11	2022	2022	NUM
sc-2345	13	12	;	;	PUNCT
sc-2345	13	13	published	publish	VERB
sc-2345	13	14	on	on	ADP
sc-2345	13	15	03	03	NUM
sc-2345	13	16	august	august	PROPN
sc-2345	13	17	2022	2022	NUM
sc-2345	13	18	keywords	keyword	NOUN
sc-2345	13	19	:	:	PUNCT
sc-2345	13	20	cyber	cyber	NOUN
sc-2345	13	21	defense	defense	NOUN
sc-2345	13	22	,	,	PUNCT
sc-2345	13	23	raspberry	raspberry	NOUN
sc-2345	13	24	-	-	PUNCT
sc-2345	13	25	pi	pi	NOUN
sc-2345	13	26	,	,	PUNCT
sc-2345	13	27	intelligent	intelligent	ADJ
sc-2345	13	28	cyber	cyber	ADJ
sc-2345	13	29	-	-	PUNCT
sc-2345	13	30	defense	defense	NOUN
sc-2345	13	31	system	system	NOUN
sc-2345	13	32	copyright	copyright	NOUN
sc-2345	13	33	©	©	ADP
sc-2345	13	34	2022	2022	NUM
sc-2345	13	35	s	s	NOUN
sc-2345	13	36	s	s	NOUN
sc-2345	13	37	tirumala	tirumala	NOUN
sc-2345	13	38	et	et	PROPN
sc-2345	13	39	al	al	PROPN
sc-2345	13	40	.	.	PROPN
sc-2345	13	41	,	,	PUNCT
sc-2345	13	42	licensed	license	VERB
sc-2345	13	43	to	to	ADP
sc-2345	13	44	eai	eai	PROPN
sc-2345	13	45	.	.	PUNCT
sc-2345	14	1	this	this	PRON
sc-2345	14	2	is	be	AUX
sc-2345	14	3	an	an	DET
sc-2345	14	4	open	open	ADJ
sc-2345	14	5	access	access	NOUN
sc-2345	14	6	article	article	NOUN
sc-2345	14	7	distributed	distribute	VERB
sc-2345	14	8	under	under	ADP
sc-2345	14	9	the	the	DET
sc-2345	14	10	terms	term	NOUN
sc-2345	14	11	of	of	ADP
sc-2345	14	12	the	the	DET
sc-2345	14	13	creative	creative	ADJ
sc-2345	14	14	commons	common	NOUN
sc-2345	14	15	attribution	attribution	NOUN
sc-2345	14	16	license	license	NOUN
sc-2345	14	17	(	(	PUNCT
sc-2345	14	18	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-2345	14	19	)	)	PUNCT
sc-2345	14	20	,	,	PUNCT
sc-2345	14	21	which	which	PRON
sc-2345	14	22	permits	permit	VERB
sc-2345	14	23	unlimited	unlimited	ADJ
sc-2345	14	24	use	use	NOUN
sc-2345	14	25	,	,	PUNCT
sc-2345	14	26	distribution	distribution	NOUN
sc-2345	14	27	and	and	CCONJ
sc-2345	14	28	reproduction	reproduction	NOUN
sc-2345	14	29	in	in	ADP
sc-2345	14	30	any	any	DET
sc-2345	14	31	medium	medium	NOUN
sc-2345	14	32	so	so	ADV
sc-2345	14	33	long	long	ADV
sc-2345	14	34	as	as	SCONJ
sc-2345	14	35	the	the	DET
sc-2345	14	36	original	original	ADJ
sc-2345	14	37	work	work	NOUN
sc-2345	14	38	is	be	AUX
sc-2345	14	39	properly	properly	ADV
sc-2345	14	40	cited	cite	VERB
sc-2345	14	41	.	.	PUNCT
sc-2345	15	1	doi:10.4108	doi:10.4108	VERB
sc-2345	15	2	/	/	SYM
sc-2345	15	3	eetsc.v6i18.2345	eetsc.v6i18.2345	PROPN
sc-2345	16	1	1	1	NUM
sc-2345	16	2	.	.	PUNCT
sc-2345	16	3	introduction	introduction	NOUN
sc-2345	16	4	cybersecurity	cybersecurity	NOUN
sc-2345	16	5	is	be	AUX
sc-2345	16	6	the	the	DET
sc-2345	16	7	point	point	NOUN
sc-2345	16	8	of	of	ADP
sc-2345	16	9	interest	interest	NOUN
sc-2345	16	10	in	in	ADP
sc-2345	16	11	this	this	DET
sc-2345	16	12	internet	internet	NOUN
sc-2345	16	13	reliant	reliant	ADJ
sc-2345	16	14	age	age	NOUN
sc-2345	16	15	of	of	ADP
sc-2345	16	16	e	e	NOUN
sc-2345	16	17	-	-	NOUN
sc-2345	16	18	connectivity	connectivity	NOUN
sc-2345	16	19	,	,	PUNCT
sc-2345	16	20	e	e	NOUN
sc-2345	16	21	-	-	NOUN
sc-2345	16	22	appliances	appliance	NOUN
sc-2345	16	23	and	and	CCONJ
sc-2345	16	24	smart	smart	ADJ
sc-2345	16	25	homes	home	NOUN
sc-2345	16	26	.	.	PUNCT
sc-2345	17	1	privacy	privacy	NOUN
sc-2345	17	2	,	,	PUNCT
sc-2345	17	3	security	security	NOUN
sc-2345	17	4	and	and	CCONJ
sc-2345	17	5	trust	trust	NOUN
sc-2345	17	6	are	be	AUX
sc-2345	17	7	the	the	DET
sc-2345	17	8	three	three	NUM
sc-2345	17	9	pillars	pillar	NOUN
sc-2345	17	10	of	of	ADP
sc-2345	17	11	cybersecurity	cybersecurity	NOUN
sc-2345	17	12	[	[	X
sc-2345	17	13	1	1	NUM
sc-2345	17	14	,	,	PUNCT
sc-2345	17	15	2	2	NUM
sc-2345	17	16	]	]	PUNCT
sc-2345	17	17	.	.	PUNCT
sc-2345	18	1	the	the	DET
sc-2345	18	2	importance	importance	NOUN
sc-2345	18	3	of	of	ADP
sc-2345	18	4	privacy	privacy	NOUN
sc-2345	18	5	and	and	CCONJ
sc-2345	18	6	trust	trust	NOUN
sc-2345	18	7	are	be	AUX
sc-2345	18	8	more	more	ADV
sc-2345	18	9	related	related	ADJ
sc-2345	18	10	to	to	ADP
sc-2345	18	11	data	data	NOUN
sc-2345	18	12	security	security	NOUN
sc-2345	18	13	and	and	CCONJ
sc-2345	18	14	∗sreenivas	∗sreenivas	NUM
sc-2345	18	15	sremath	sremath	NOUN
sc-2345	18	16	tirumala	tirumala	PROPN
sc-2345	18	17	.	.	PUNCT
sc-2345	19	1	email	email	NOUN
sc-2345	19	2	:	:	PUNCT
sc-2345	19	3	sreenivas.tirumala@manukua.ac.nz	sreenivas.tirumala@manukua.ac.nz	NUM
sc-2345	19	4	are	be	AUX
sc-2345	19	5	protected	protect	VERB
sc-2345	19	6	through	through	ADP
sc-2345	19	7	the	the	DET
sc-2345	19	8	implementation	implementation	NOUN
sc-2345	19	9	of	of	ADP
sc-2345	19	10	security	security	NOUN
sc-2345	19	11	services	service	NOUN
sc-2345	19	12	,	,	PUNCT
sc-2345	19	13	framework	framework	NOUN
sc-2345	19	14	and	and	CCONJ
sc-2345	19	15	standards	standard	NOUN
sc-2345	19	16	[	[	X
sc-2345	19	17	3	3	NUM
sc-2345	19	18	]	]	PUNCT
sc-2345	19	19	.	.	PUNCT
sc-2345	20	1	the	the	DET
sc-2345	20	2	security	security	NOUN
sc-2345	20	3	relies	rely	VERB
sc-2345	20	4	on	on	ADP
sc-2345	20	5	technology	technology	NOUN
sc-2345	20	6	,	,	PUNCT
sc-2345	20	7	software	software	NOUN
sc-2345	20	8	as	as	ADV
sc-2345	20	9	well	well	ADV
sc-2345	20	10	as	as	ADP
sc-2345	20	11	principles	principle	NOUN
sc-2345	20	12	of	of	ADP
sc-2345	20	13	application	application	NOUN
sc-2345	20	14	.	.	PUNCT
sc-2345	21	1	though	though	SCONJ
sc-2345	21	2	majority	majority	NOUN
sc-2345	21	3	of	of	ADP
sc-2345	21	4	security	security	NOUN
sc-2345	21	5	systems	system	NOUN
sc-2345	21	6	are	be	AUX
sc-2345	21	7	based	base	VERB
sc-2345	21	8	on	on	ADP
sc-2345	21	9	standards	standard	NOUN
sc-2345	21	10	the	the	DET
sc-2345	21	11	reliability	reliability	NOUN
sc-2345	21	12	of	of	ADP
sc-2345	21	13	these	these	DET
sc-2345	21	14	software	software	NOUN
sc-2345	21	15	became	become	VERB
sc-2345	21	16	questionable	questionable	ADJ
sc-2345	21	17	with	with	ADP
sc-2345	21	18	the	the	DET
sc-2345	21	19	recent	recent	ADJ
sc-2345	21	20	incidents	incident	NOUN
sc-2345	21	21	of	of	ADP
sc-2345	21	22	ransomware	ransomware	NOUN
sc-2345	21	23	attacks	attack	NOUN
sc-2345	21	24	.	.	PUNCT
sc-2345	22	1	it	it	PRON
sc-2345	22	2	can	can	AUX
sc-2345	22	3	be	be	AUX
sc-2345	22	4	noticed	notice	VERB
sc-2345	22	5	that	that	SCONJ
sc-2345	22	6	the	the	DET
sc-2345	22	7	aspect	aspect	NOUN
sc-2345	22	8	of	of	ADP
sc-2345	22	9	reliability	reliability	NOUN
sc-2345	22	10	is	be	AUX
sc-2345	22	11	not	not	PART
sc-2345	22	12	just	just	ADV
sc-2345	22	13	confined	confine	VERB
sc-2345	22	14	to	to	ADP
sc-2345	22	15	standards	standard	NOUN
sc-2345	22	16	or	or	CCONJ
sc-2345	22	17	rules	rule	NOUN
sc-2345	22	18	or	or	CCONJ
sc-2345	22	19	even	even	ADV
sc-2345	22	20	type	type	NOUN
sc-2345	22	21	of	of	ADP
sc-2345	22	22	software	software	NOUN
sc-2345	22	23	.	.	PUNCT
sc-2345	23	1	the	the	DET
sc-2345	23	2	reliability	reliability	NOUN
sc-2345	23	3	is	be	AUX
sc-2345	23	4	based	base	VERB
sc-2345	23	5	on	on	ADP
sc-2345	23	6	1	1	NUM
sc-2345	23	7	eai	eai	NOUN
sc-2345	23	8	endorsed	endorse	VERB
sc-2345	23	9	transactions	transaction	NOUN
sc-2345	23	10	on	on	ADP
sc-2345	23	11	smart	smart	ADJ
sc-2345	23	12	cities	city	NOUN
sc-2345	23	13	research	research	NOUN
sc-2345	23	14	article	article	NOUN
sc-2345	23	15	eai	eai	PROPN
sc-2345	23	16	endorsed	endorse	VERB
sc-2345	23	17	transactions	transaction	NOUN
sc-2345	23	18	on	on	ADP
sc-2345	23	19	smart	smart	ADJ
sc-2345	23	20	cities	city	NOUN
sc-2345	23	21	03	03	NUM
sc-2345	23	22	2022	2022	NUM
sc-2345	23	23	09	09	NUM
sc-2345	23	24	2022	2022	NUM
sc-2345	23	25	|	|	ADV
sc-2345	23	26	volume	volume	NOUN
sc-2345	23	27	6	6	NUM
sc-2345	23	28	|	|	NOUN
sc-2345	23	29	issue	issue	NOUN
sc-2345	23	30	18	18	NUM
sc-2345	23	31	|	|	NOUN
sc-2345	23	32	e4	e4	PROPN
sc-2345	23	33	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-2345	23	34	mailto:<sreenivas.tirumala@manukua.ac.nz	mailto:<sreenivas.tirumala@manukua.ac.nz	NOUN
sc-2345	23	35	>	>	X
sc-2345	23	36	mailto:<sreenivas.tirumala@manukua.ac.nz	mailto:<sreenivas.tirumala@manukua.ac.nz	NOUN
sc-2345	23	37	>	>	X
sc-2345	23	38	efficiency	efficiency	NOUN
sc-2345	23	39	of	of	ADP
sc-2345	23	40	the	the	DET
sc-2345	23	41	system	system	NOUN
sc-2345	23	42	to	to	PART
sc-2345	23	43	stop	stop	VERB
sc-2345	23	44	unknown	unknown	ADJ
sc-2345	23	45	variants	variant	NOUN
sc-2345	23	46	or	or	CCONJ
sc-2345	23	47	malware	malware	NOUN
sc-2345	23	48	.	.	PUNCT
sc-2345	24	1	the	the	DET
sc-2345	24	2	internet	internet	NOUN
sc-2345	24	3	revolution	revolution	NOUN
sc-2345	24	4	had	have	VERB
sc-2345	24	5	notable	notable	ADJ
sc-2345	24	6	impact	impact	NOUN
sc-2345	24	7	on	on	ADP
sc-2345	24	8	dayto	dayto	PROPN
sc-2345	24	9	-	-	PUNCT
sc-2345	24	10	day	day	NOUN
sc-2345	24	11	activities	activity	NOUN
sc-2345	24	12	of	of	ADP
sc-2345	24	13	both	both	DET
sc-2345	24	14	individuals	individual	NOUN
sc-2345	24	15	and	and	CCONJ
sc-2345	24	16	businesses	business	NOUN
sc-2345	24	17	.	.	PUNCT
sc-2345	25	1	smart	smart	ADJ
sc-2345	25	2	-	-	PUNCT
sc-2345	25	3	devices	device	NOUN
sc-2345	25	4	became	become	VERB
sc-2345	25	5	part	part	NOUN
sc-2345	25	6	and	and	CCONJ
sc-2345	25	7	parcel	parcel	NOUN
sc-2345	25	8	of	of	ADP
sc-2345	25	9	daily	daily	ADJ
sc-2345	25	10	life	life	NOUN
sc-2345	25	11	.	.	PUNCT
sc-2345	26	1	with	with	ADP
sc-2345	26	2	the	the	DET
sc-2345	26	3	development	development	NOUN
sc-2345	26	4	of	of	ADP
sc-2345	26	5	smart	smart	ADJ
sc-2345	26	6	-	-	PUNCT
sc-2345	26	7	homes	home	NOUN
sc-2345	26	8	the	the	DET
sc-2345	26	9	reach	reach	NOUN
sc-2345	26	10	of	of	ADP
sc-2345	26	11	internet	internet	NOUN
sc-2345	26	12	had	have	VERB
sc-2345	26	13	a	a	DET
sc-2345	26	14	new	new	ADJ
sc-2345	26	15	horizon	horizon	NOUN
sc-2345	26	16	.	.	PUNCT
sc-2345	27	1	also	also	ADV
sc-2345	27	2	,	,	PUNCT
sc-2345	27	3	recent	recent	ADJ
sc-2345	27	4	cyberrevolution	cyberrevolution	NOUN
sc-2345	27	5	impacted	impact	VERB
sc-2345	27	6	the	the	DET
sc-2345	27	7	growth	growth	NOUN
sc-2345	27	8	of	of	ADP
sc-2345	27	9	small	small	ADJ
sc-2345	27	10	-	-	PUNCT
sc-2345	27	11	to	to	ADP
sc-2345	27	12	-	-	PUNCT
sc-2345	27	13	medium	medium	NOUN
sc-2345	27	14	enterprises	enterprise	NOUN
sc-2345	27	15	(	(	PUNCT
sc-2345	27	16	smes	sme	NOUN
sc-2345	27	17	)	)	PUNCT
sc-2345	27	18	due	due	ADP
sc-2345	27	19	to	to	ADP
sc-2345	27	20	reduction	reduction	NOUN
sc-2345	27	21	of	of	ADP
sc-2345	27	22	cost	cost	NOUN
sc-2345	27	23	and	and	CCONJ
sc-2345	27	24	availability	availability	NOUN
sc-2345	27	25	of	of	ADP
sc-2345	27	26	resources	resource	NOUN
sc-2345	27	27	.	.	PUNCT
sc-2345	28	1	the	the	DET
sc-2345	28	2	cloudification	cloudification	NOUN
sc-2345	28	3	(	(	PUNCT
sc-2345	28	4	moving	move	VERB
sc-2345	28	5	the	the	DET
sc-2345	28	6	software	software	NOUN
sc-2345	28	7	and	and	CCONJ
sc-2345	28	8	other	other	ADJ
sc-2345	28	9	operations	operation	NOUN
sc-2345	28	10	services	service	NOUN
sc-2345	28	11	to	to	PART
sc-2345	28	12	cloud	cloud	VERB
sc-2345	28	13	)	)	PUNCT
sc-2345	28	14	of	of	ADP
sc-2345	28	15	smes	sme	NOUN
sc-2345	28	16	partially	partially	ADV
sc-2345	28	17	impacted	impact	VERB
sc-2345	28	18	the	the	DET
sc-2345	28	19	dependence	dependence	NOUN
sc-2345	28	20	on	on	ADP
sc-2345	28	21	local	local	ADJ
sc-2345	28	22	hardware	hardware	NOUN
sc-2345	28	23	and	and	CCONJ
sc-2345	28	24	networking	network	VERB
sc-2345	28	25	configurations	configuration	NOUN
sc-2345	28	26	.	.	PUNCT
sc-2345	29	1	this	this	DET
sc-2345	29	2	reliance	reliance	NOUN
sc-2345	29	3	on	on	ADP
sc-2345	29	4	internet	internet	NOUN
sc-2345	29	5	made	make	VERB
sc-2345	29	6	smes	sme	NOUN
sc-2345	29	7	and	and	CCONJ
sc-2345	29	8	smart	smart	ADJ
sc-2345	29	9	homes	home	NOUN
sc-2345	29	10	exposed	expose	VERB
sc-2345	29	11	to	to	ADP
sc-2345	29	12	the	the	DET
sc-2345	29	13	rest	rest	NOUN
sc-2345	29	14	of	of	ADP
sc-2345	29	15	the	the	DET
sc-2345	29	16	world	world	NOUN
sc-2345	29	17	,	,	PUNCT
sc-2345	29	18	particularly	particularly	ADV
sc-2345	29	19	for	for	ADP
sc-2345	29	20	hackers	hacker	NOUN
sc-2345	29	21	as	as	ADP
sc-2345	29	22	soft	soft	ADJ
sc-2345	29	23	targets	target	NOUN
sc-2345	29	24	for	for	ADP
sc-2345	29	25	exploitation	exploitation	NOUN
sc-2345	29	26	particularly	particularly	ADV
sc-2345	29	27	through	through	ADP
sc-2345	29	28	ransomware	ransomware	NOUN
sc-2345	29	29	attacks	attack	NOUN
sc-2345	29	30	.	.	PUNCT
sc-2345	30	1	the	the	DET
sc-2345	30	2	operational	operational	ADJ
sc-2345	30	3	implications	implication	NOUN
sc-2345	30	4	of	of	ADP
sc-2345	30	5	providing	provide	VERB
sc-2345	30	6	a	a	DET
sc-2345	30	7	secure	secure	ADJ
sc-2345	30	8	environment	environment	NOUN
sc-2345	30	9	for	for	ADP
sc-2345	30	10	smes	sme	NOUN
sc-2345	30	11	is	be	AUX
sc-2345	30	12	costly	costly	ADJ
sc-2345	30	13	due	due	ADJ
sc-2345	30	14	to	to	ADP
sc-2345	30	15	demanding	demand	VERB
sc-2345	30	16	resource	resource	NOUN
sc-2345	30	17	requirements	requirement	NOUN
sc-2345	30	18	like	like	ADP
sc-2345	30	19	manpower	manpower	NOUN
sc-2345	30	20	and	and	CCONJ
sc-2345	30	21	technology	technology	NOUN
sc-2345	30	22	.	.	PUNCT
sc-2345	31	1	with	with	ADP
sc-2345	31	2	limited	limited	ADJ
sc-2345	31	3	operational	operational	ADJ
sc-2345	31	4	budget	budget	NOUN
sc-2345	31	5	,	,	PUNCT
sc-2345	31	6	majority	majority	NOUN
sc-2345	31	7	of	of	ADP
sc-2345	31	8	smes	sme	NOUN
sc-2345	31	9	rely	rely	VERB
sc-2345	31	10	on	on	ADP
sc-2345	31	11	internet	internet	NOUN
sc-2345	31	12	service	service	NOUN
sc-2345	31	13	providers	provider	NOUN
sc-2345	31	14	(	(	PUNCT
sc-2345	31	15	isps	isps	NOUN
sc-2345	31	16	)	)	PUNCT
sc-2345	31	17	and	and	CCONJ
sc-2345	31	18	local	local	ADJ
sc-2345	31	19	firewall	firewall	NOUN
sc-2345	31	20	or	or	CCONJ
sc-2345	31	21	antivirus	antivirus	NOUN
sc-2345	31	22	software	software	NOUN
sc-2345	31	23	for	for	ADP
sc-2345	31	24	providing	provide	VERB
sc-2345	31	25	it	it	PRON
sc-2345	31	26	security	security	NOUN
sc-2345	31	27	.	.	PUNCT
sc-2345	32	1	in	in	ADP
sc-2345	32	2	countries	country	NOUN
sc-2345	32	3	like	like	ADP
sc-2345	32	4	new	new	PROPN
sc-2345	32	5	zealand	zealand	PROPN
sc-2345	32	6	,	,	PUNCT
sc-2345	32	7	where	where	SCONJ
sc-2345	32	8	majority	majority	NOUN
sc-2345	32	9	of	of	ADP
sc-2345	32	10	the	the	DET
sc-2345	32	11	business	business	NOUN
sc-2345	32	12	are	be	AUX
sc-2345	32	13	smes	sme	NOUN
sc-2345	32	14	,	,	PUNCT
sc-2345	32	15	impose	impose	VERB
sc-2345	32	16	budget	budget	NOUN
sc-2345	32	17	and	and	CCONJ
sc-2345	32	18	resource	resource	NOUN
sc-2345	32	19	constraints	constraint	NOUN
sc-2345	32	20	and	and	CCONJ
sc-2345	32	21	are	be	AUX
sc-2345	32	22	not	not	PART
sc-2345	32	23	be	be	AUX
sc-2345	32	24	able	able	ADJ
sc-2345	32	25	to	to	PART
sc-2345	32	26	afford	afford	VERB
sc-2345	32	27	operational	operational	ADJ
sc-2345	32	28	costs	cost	NOUN
sc-2345	32	29	for	for	ADP
sc-2345	32	30	providing	provide	VERB
sc-2345	32	31	cyber	cyber	NOUN
sc-2345	32	32	defense	defense	NOUN
sc-2345	32	33	systems	system	NOUN
sc-2345	32	34	.	.	PUNCT
sc-2345	33	1	according	accord	VERB
sc-2345	33	2	to	to	ADP
sc-2345	33	3	a	a	DET
sc-2345	33	4	survey	survey	NOUN
sc-2345	33	5	conducted	conduct	VERB
sc-2345	33	6	by	by	ADP
sc-2345	33	7	internetnz	internetnz	NOUN
sc-2345	33	8	,	,	PUNCT
sc-2345	33	9	about	about	ADV
sc-2345	33	10	48	48	NUM
sc-2345	33	11	%	%	NOUN
sc-2345	33	12	of	of	ADP
sc-2345	33	13	computers	computer	NOUN
sc-2345	33	14	in	in	ADP
sc-2345	33	15	smes	sme	NOUN
sc-2345	33	16	are	be	AUX
sc-2345	33	17	used	use	VERB
sc-2345	33	18	by	by	ADP
sc-2345	33	19	hackers	hacker	NOUN
sc-2345	33	20	for	for	ADP
sc-2345	33	21	testing	test	VERB
sc-2345	33	22	new	new	ADJ
sc-2345	33	23	malware	malware	NOUN
sc-2345	33	24	and	and	CCONJ
sc-2345	33	25	/	/	SYM
sc-2345	33	26	or	or	CCONJ
sc-2345	33	27	as	as	SCONJ
sc-2345	33	28	bots	bot	NOUN
sc-2345	33	29	to	to	PART
sc-2345	33	30	simulate	simulate	VERB
sc-2345	33	31	denial	denial	NOUN
sc-2345	33	32	of	of	ADP
sc-2345	33	33	service	service	NOUN
sc-2345	33	34	(	(	PUNCT
sc-2345	33	35	dos	do	NOUN
sc-2345	33	36	)	)	PUNCT
sc-2345	33	37	attacks	attack	NOUN
sc-2345	33	38	.	.	PUNCT
sc-2345	34	1	also	also	ADV
sc-2345	34	2	,	,	PUNCT
sc-2345	34	3	considering	consider	VERB
sc-2345	34	4	the	the	DET
sc-2345	34	5	recent	recent	ADJ
sc-2345	34	6	events	event	NOUN
sc-2345	34	7	where	where	SCONJ
sc-2345	34	8	gaming	gaming	NOUN
sc-2345	34	9	devices	device	NOUN
sc-2345	34	10	are	be	AUX
sc-2345	34	11	used	use	VERB
sc-2345	34	12	for	for	ADP
sc-2345	34	13	mining	mining	NOUN
sc-2345	34	14	bitcoins	bitcoin	NOUN
sc-2345	34	15	,	,	PUNCT
sc-2345	34	16	there	there	PRON
sc-2345	34	17	is	be	VERB
sc-2345	34	18	a	a	DET
sc-2345	34	19	high	high	ADJ
sc-2345	34	20	chance	chance	NOUN
sc-2345	34	21	for	for	SCONJ
sc-2345	34	22	smart	smart	ADJ
sc-2345	34	23	-	-	PUNCT
sc-2345	34	24	homes	home	NOUN
sc-2345	34	25	being	be	AUX
sc-2345	34	26	easy	easy	ADJ
sc-2345	34	27	targets	target	NOUN
sc-2345	34	28	by	by	ADP
sc-2345	34	29	hackers	hacker	NOUN
sc-2345	34	30	.	.	PUNCT
sc-2345	35	1	hence	hence	ADV
sc-2345	35	2	,	,	PUNCT
sc-2345	35	3	the	the	DET
sc-2345	35	4	internal	internal	ADJ
sc-2345	35	5	networks	network	NOUN
sc-2345	35	6	of	of	ADP
sc-2345	35	7	smes	sme	NOUN
sc-2345	35	8	and	and	CCONJ
sc-2345	35	9	smart	smart	ADJ
sc-2345	35	10	-	-	PUNCT
sc-2345	35	11	homes	home	NOUN
sc-2345	35	12	have	have	VERB
sc-2345	35	13	to	to	PART
sc-2345	35	14	be	be	AUX
sc-2345	35	15	secured	secure	VERB
sc-2345	35	16	enough	enough	ADV
sc-2345	35	17	to	to	PART
sc-2345	35	18	prevent	prevent	VERB
sc-2345	35	19	such	such	ADJ
sc-2345	35	20	external	external	ADJ
sc-2345	35	21	attacks	attack	NOUN
sc-2345	35	22	[	[	X
sc-2345	35	23	4	4	NUM
sc-2345	35	24	]	]	PUNCT
sc-2345	35	25	.	.	PUNCT
sc-2345	36	1	simple	simple	ADJ
sc-2345	36	2	rule	rule	NOUN
sc-2345	36	3	-	-	PUNCT
sc-2345	36	4	based	base	VERB
sc-2345	36	5	firewalls	firewall	NOUN
sc-2345	36	6	(	(	PUNCT
sc-2345	36	7	i.e.	i.e.	X
sc-2345	36	8	,	,	PUNCT
sc-2345	36	9	based	base	VERB
sc-2345	36	10	on	on	ADP
sc-2345	36	11	administrator	administrator	NOUN
sc-2345	36	12	defined	define	VERB
sc-2345	36	13	policies	policy	NOUN
sc-2345	36	14	)	)	PUNCT
sc-2345	36	15	of	of	ADP
sc-2345	36	16	smes	sme	NOUN
sc-2345	36	17	have	have	AUX
sc-2345	36	18	failed	fail	VERB
sc-2345	36	19	to	to	PART
sc-2345	36	20	prevent	prevent	VERB
sc-2345	36	21	attacks	attack	NOUN
sc-2345	36	22	from	from	ADP
sc-2345	36	23	random	random	ADJ
sc-2345	36	24	malware	malware	NOUN
sc-2345	36	25	.	.	PUNCT
sc-2345	37	1	rule	rule	NOUN
sc-2345	37	2	-	-	PUNCT
sc-2345	37	3	based	base	VERB
sc-2345	37	4	intruder	intruder	NOUN
sc-2345	37	5	detection	detection	NOUN
sc-2345	37	6	systems	system	NOUN
sc-2345	37	7	(	(	PUNCT
sc-2345	37	8	ids	id	NOUN
sc-2345	37	9	)	)	PUNCT
sc-2345	37	10	have	have	AUX
sc-2345	37	11	managed	manage	VERB
sc-2345	37	12	to	to	PART
sc-2345	37	13	counter	counter	VERB
sc-2345	37	14	the	the	DET
sc-2345	37	15	attacks	attack	NOUN
sc-2345	37	16	to	to	ADP
sc-2345	37	17	some	some	DET
sc-2345	37	18	extent	extent	NOUN
sc-2345	37	19	but	but	CCONJ
sc-2345	37	20	not	not	PART
sc-2345	37	21	fully	fully	ADV
sc-2345	37	22	capable	capable	ADJ
sc-2345	37	23	to	to	PART
sc-2345	37	24	provide	provide	VERB
sc-2345	37	25	complete	complete	ADJ
sc-2345	37	26	security	security	NOUN
sc-2345	37	27	to	to	ADP
sc-2345	37	28	the	the	DET
sc-2345	37	29	organization	organization	NOUN
sc-2345	37	30	’s	’s	PART
sc-2345	37	31	network	network	NOUN
sc-2345	37	32	.	.	PUNCT
sc-2345	38	1	the	the	DET
sc-2345	38	2	rule	rule	NOUN
sc-2345	38	3	-	-	PUNCT
sc-2345	38	4	based	base	VERB
sc-2345	38	5	systems	system	NOUN
sc-2345	38	6	simply	simply	ADV
sc-2345	38	7	monitor	monitor	VERB
sc-2345	38	8	and	and	CCONJ
sc-2345	38	9	filter	filter	VERB
sc-2345	38	10	incoming	incoming	ADJ
sc-2345	38	11	network	network	NOUN
sc-2345	38	12	traffic	traffic	NOUN
sc-2345	38	13	based	base	VERB
sc-2345	38	14	on	on	ADP
sc-2345	38	15	set	set	NOUN
sc-2345	38	16	of	of	ADP
sc-2345	38	17	predefined	predefine	VERB
sc-2345	38	18	rules	rule	NOUN
sc-2345	38	19	(	(	PUNCT
sc-2345	38	20	malware	malware	NOUN
sc-2345	38	21	signatures	signature	NOUN
sc-2345	38	22	)	)	PUNCT
sc-2345	38	23	stored	store	VERB
sc-2345	38	24	in	in	ADP
sc-2345	38	25	the	the	DET
sc-2345	38	26	repository	repository	NOUN
sc-2345	38	27	.	.	PUNCT
sc-2345	39	1	from	from	ADP
sc-2345	39	2	the	the	DET
sc-2345	39	3	literature	literature	NOUN
sc-2345	39	4	and	and	CCONJ
sc-2345	39	5	implementation	implementation	NOUN
sc-2345	39	6	documents	document	NOUN
sc-2345	39	7	[	[	X
sc-2345	39	8	5	5	X
sc-2345	39	9	]	]	PUNCT
sc-2345	39	10	it	it	PRON
sc-2345	39	11	can	can	AUX
sc-2345	39	12	be	be	AUX
sc-2345	39	13	concluded	conclude	VERB
sc-2345	39	14	that	that	SCONJ
sc-2345	39	15	highly	highly	ADV
sc-2345	39	16	efficient	efficient	ADJ
sc-2345	39	17	ids	id	NOUN
sc-2345	39	18	is	be	AUX
sc-2345	39	19	more	more	ADV
sc-2345	39	20	powerful	powerful	ADJ
sc-2345	39	21	and	and	CCONJ
sc-2345	39	22	assertive	assertive	ADJ
sc-2345	39	23	in	in	ADP
sc-2345	39	24	identifying	identify	VERB
sc-2345	39	25	malicious	malicious	ADJ
sc-2345	39	26	packets	packet	NOUN
sc-2345	39	27	entering	enter	VERB
sc-2345	39	28	a	a	DET
sc-2345	39	29	network	network	NOUN
sc-2345	39	30	.	.	PUNCT
sc-2345	40	1	however	however	ADV
sc-2345	40	2	,	,	PUNCT
sc-2345	40	3	traditional	traditional	ADJ
sc-2345	40	4	ids	id	NOUN
sc-2345	40	5	requires	require	VERB
sc-2345	40	6	special	special	ADJ
sc-2345	40	7	equipment	equipment	NOUN
sc-2345	40	8	and	and	CCONJ
sc-2345	40	9	manpower	manpower	NOUN
sc-2345	40	10	and	and	CCONJ
sc-2345	40	11	thus	thus	ADV
sc-2345	40	12	are	be	AUX
sc-2345	40	13	resource	resource	NOUN
sc-2345	40	14	savvy	savvy	ADJ
sc-2345	40	15	and	and	CCONJ
sc-2345	40	16	costly	costly	ADJ
sc-2345	40	17	to	to	PART
sc-2345	40	18	install	install	VERB
sc-2345	40	19	and	and	CCONJ
sc-2345	40	20	maintain	maintain	VERB
sc-2345	40	21	.	.	PUNCT
sc-2345	41	1	also	also	ADV
sc-2345	41	2	,	,	PUNCT
sc-2345	41	3	it	it	PRON
sc-2345	41	4	requires	require	VERB
sc-2345	41	5	regular	regular	ADJ
sc-2345	41	6	upgrades	upgrade	NOUN
sc-2345	41	7	to	to	PART
sc-2345	41	8	identify	identify	VERB
sc-2345	41	9	and	and	CCONJ
sc-2345	41	10	respond	respond	VERB
sc-2345	41	11	to	to	ADP
sc-2345	41	12	new	new	ADJ
sc-2345	41	13	threats	threat	NOUN
sc-2345	41	14	.	.	PUNCT
sc-2345	42	1	thus	thus	ADV
sc-2345	42	2	,	,	PUNCT
sc-2345	42	3	majority	majority	NOUN
sc-2345	42	4	of	of	ADP
sc-2345	42	5	the	the	DET
sc-2345	42	6	smes	sme	NOUN
sc-2345	42	7	with	with	ADP
sc-2345	42	8	limited	limited	ADJ
sc-2345	42	9	budget	budget	NOUN
sc-2345	42	10	find	find	VERB
sc-2345	42	11	it	it	PRON
sc-2345	42	12	difficult	difficult	ADJ
sc-2345	42	13	to	to	PART
sc-2345	42	14	implement	implement	VERB
sc-2345	42	15	and	and	CCONJ
sc-2345	42	16	maintain	maintain	VERB
sc-2345	42	17	an	an	DET
sc-2345	42	18	effective	effective	ADJ
sc-2345	42	19	ids	id	NOUN
sc-2345	42	20	.	.	PUNCT
sc-2345	43	1	implementing	implement	VERB
sc-2345	43	2	low	low	ADJ
sc-2345	43	3	cost	cost	NOUN
sc-2345	43	4	ids	id	NOUN
sc-2345	43	5	solution	solution	NOUN
sc-2345	43	6	that	that	PRON
sc-2345	43	7	can	can	AUX
sc-2345	43	8	operate	operate	VERB
sc-2345	43	9	as	as	ADP
sc-2345	43	10	security	security	NOUN
sc-2345	43	11	as	as	ADP
sc-2345	43	12	a	a	DET
sc-2345	43	13	service	service	NOUN
sc-2345	43	14	(	(	PUNCT
sc-2345	43	15	secaas	secaas	NOUN
sc-2345	43	16	)	)	PUNCT
sc-2345	43	17	and	and	CCONJ
sc-2345	43	18	can	can	AUX
sc-2345	43	19	be	be	AUX
sc-2345	43	20	offered	offer	VERB
sc-2345	43	21	as	as	ADP
sc-2345	43	22	subscription	subscription	NOUN
sc-2345	43	23	-	-	PUNCT
sc-2345	43	24	based	base	VERB
sc-2345	43	25	service	service	NOUN
sc-2345	43	26	,	,	PUNCT
sc-2345	43	27	is	be	AUX
sc-2345	43	28	another	another	DET
sc-2345	43	29	option	option	NOUN
sc-2345	43	30	for	for	SCONJ
sc-2345	43	31	smes	sme	NOUN
sc-2345	43	32	to	to	PART
sc-2345	43	33	consider	consider	VERB
sc-2345	43	34	.	.	PUNCT
sc-2345	44	1	however	however	ADV
sc-2345	44	2	,	,	PUNCT
sc-2345	44	3	secaas	secaas	NOUN
sc-2345	44	4	still	still	ADV
sc-2345	44	5	relies	rely	VERB
sc-2345	44	6	on	on	ADP
sc-2345	44	7	rule	rule	NOUN
sc-2345	44	8	-	-	PUNCT
sc-2345	44	9	based	base	VERB
sc-2345	44	10	systems	system	NOUN
sc-2345	44	11	and	and	CCONJ
sc-2345	44	12	incurs	incur	VERB
sc-2345	44	13	all	all	DET
sc-2345	44	14	drawbacks	drawback	NOUN
sc-2345	44	15	of	of	ADP
sc-2345	44	16	cloud	cloud	NOUN
sc-2345	44	17	-	-	PUNCT
sc-2345	44	18	based	base	VERB
sc-2345	44	19	and	and	CCONJ
sc-2345	44	20	other	other	ADJ
sc-2345	44	21	remote	remote	ADJ
sc-2345	44	22	service	service	NOUN
sc-2345	44	23	offerings	offering	NOUN
sc-2345	44	24	.	.	PUNCT
sc-2345	45	1	moreover	moreover	ADV
sc-2345	45	2	,	,	PUNCT
sc-2345	45	3	the	the	DET
sc-2345	45	4	fact	fact	NOUN
sc-2345	45	5	that	that	SCONJ
sc-2345	45	6	secaas	secaas	NOUN
sc-2345	45	7	is	be	AUX
sc-2345	45	8	expensive	expensive	ADJ
sc-2345	45	9	,	,	PUNCT
sc-2345	45	10	a	a	DET
sc-2345	45	11	major	major	ADJ
sc-2345	45	12	concern	concern	NOUN
sc-2345	45	13	for	for	ADP
sc-2345	45	14	smes	sme	NOUN
sc-2345	45	15	and	and	CCONJ
sc-2345	45	16	are	be	AUX
sc-2345	45	17	not	not	PART
sc-2345	45	18	effective	effective	ADJ
sc-2345	45	19	for	for	ADP
sc-2345	45	20	networks	network	NOUN
sc-2345	45	21	with	with	ADP
sc-2345	45	22	iot	iot	PROPN
sc-2345	45	23	based	base	VERB
sc-2345	45	24	devices	device	NOUN
sc-2345	46	1	[	[	X
sc-2345	46	2	6	6	NUM
sc-2345	46	3	,	,	PUNCT
sc-2345	46	4	7	7	NUM
sc-2345	46	5	]	]	PUNCT
sc-2345	46	6	.	.	PUNCT
sc-2345	47	1	with	with	ADP
sc-2345	47	2	the	the	DET
sc-2345	47	3	rapid	rapid	ADJ
sc-2345	47	4	integration	integration	NOUN
sc-2345	47	5	of	of	ADP
sc-2345	47	6	iot	iot	NOUN
sc-2345	47	7	with	with	ADP
sc-2345	47	8	traditional	traditional	ADJ
sc-2345	47	9	networks	network	NOUN
sc-2345	47	10	,	,	PUNCT
sc-2345	47	11	secaas	secaas	NOUN
sc-2345	47	12	may	may	AUX
sc-2345	47	13	become	become	VERB
sc-2345	47	14	a	a	DET
sc-2345	47	15	burden	burden	NOUN
sc-2345	47	16	as	as	SCONJ
sc-2345	47	17	the	the	DET
sc-2345	47	18	subscriptions	subscription	NOUN
sc-2345	47	19	needs	need	VERB
sc-2345	47	20	to	to	PART
sc-2345	47	21	be	be	AUX
sc-2345	47	22	paid	pay	VERB
sc-2345	47	23	in	in	ADP
sc-2345	47	24	spite	spite	NOUN
sc-2345	47	25	of	of	ADP
sc-2345	47	26	them	they	PRON
sc-2345	47	27	being	be	AUX
sc-2345	47	28	used	use	VERB
sc-2345	47	29	few	few	ADJ
sc-2345	47	30	times	time	NOUN
sc-2345	47	31	,	,	PUNCT
sc-2345	47	32	purging	purge	VERB
sc-2345	47	33	less	less	ADJ
sc-2345	47	34	resources	resource	NOUN
sc-2345	47	35	or	or	CCONJ
sc-2345	47	36	bandwidth	bandwidth	NOUN
sc-2345	47	37	.	.	PUNCT
sc-2345	48	1	formerly	formerly	ADV
sc-2345	48	2	,	,	PUNCT
sc-2345	48	3	computer	computer	NOUN
sc-2345	48	4	networks	network	NOUN
sc-2345	48	5	are	be	AUX
sc-2345	48	6	protected	protect	VERB
sc-2345	48	7	by	by	ADP
sc-2345	48	8	firewall	firewall	NOUN
sc-2345	48	9	from	from	ADP
sc-2345	48	10	the	the	DET
sc-2345	48	11	external	external	ADJ
sc-2345	48	12	attacks	attack	NOUN
sc-2345	48	13	which	which	PRON
sc-2345	48	14	is	be	AUX
sc-2345	48	15	not	not	PART
sc-2345	48	16	different	different	ADJ
sc-2345	48	17	for	for	ADP
sc-2345	48	18	smart	smart	ADJ
sc-2345	48	19	-	-	PUNCT
sc-2345	48	20	homes	home	NOUN
sc-2345	48	21	and	and	CCONJ
sc-2345	48	22	smes	sme	NOUN
sc-2345	48	23	.	.	PUNCT
sc-2345	49	1	however	however	ADV
sc-2345	49	2	,	,	PUNCT
sc-2345	49	3	the	the	DET
sc-2345	49	4	usage	usage	NOUN
sc-2345	49	5	of	of	ADP
sc-2345	49	6	algorithms	algorithm	NOUN
sc-2345	49	7	to	to	PART
sc-2345	49	8	create	create	VERB
sc-2345	49	9	malware	malware	NOUN
sc-2345	49	10	with	with	ADP
sc-2345	49	11	no	no	DET
sc-2345	49	12	standard	standard	ADJ
sc-2345	49	13	structure	structure	NOUN
sc-2345	49	14	or	or	CCONJ
sc-2345	49	15	pattern	pattern	NOUN
sc-2345	49	16	challenged	challenge	VERB
sc-2345	49	17	the	the	DET
sc-2345	49	18	capabilities	capability	NOUN
sc-2345	49	19	of	of	ADP
sc-2345	49	20	simple	simple	ADJ
sc-2345	49	21	rule	rule	NOUN
sc-2345	49	22	-	-	PUNCT
sc-2345	49	23	based	base	VERB
sc-2345	49	24	firewalls	firewall	NOUN
sc-2345	49	25	and	and	CCONJ
sc-2345	49	26	ids	id	NOUN
sc-2345	49	27	.	.	PUNCT
sc-2345	50	1	majority	majority	NOUN
sc-2345	50	2	of	of	ADP
sc-2345	50	3	the	the	DET
sc-2345	50	4	firewall	firewall	NOUN
sc-2345	50	5	systems	system	NOUN
sc-2345	50	6	as	as	ADV
sc-2345	50	7	well	well	ADV
sc-2345	50	8	as	as	ADP
sc-2345	50	9	ids	id	NOUN
sc-2345	50	10	are	be	AUX
sc-2345	50	11	based	base	VERB
sc-2345	50	12	on	on	ADP
sc-2345	50	13	administrator	administrator	NOUN
sc-2345	50	14	defined	define	VERB
sc-2345	50	15	policies	policy	NOUN
sc-2345	50	16	,	,	PUNCT
sc-2345	50	17	or	or	CCONJ
sc-2345	50	18	in	in	ADP
sc-2345	50	19	simple	simple	ADJ
sc-2345	50	20	terms	term	NOUN
sc-2345	50	21	,	,	PUNCT
sc-2345	50	22	rule	rule	NOUN
sc-2345	50	23	based	base	VERB
sc-2345	50	24	.	.	PUNCT
sc-2345	51	1	at	at	ADP
sc-2345	51	2	present	present	ADJ
sc-2345	51	3	,	,	PUNCT
sc-2345	51	4	the	the	DET
sc-2345	51	5	traffic	traffic	NOUN
sc-2345	51	6	is	be	AUX
sc-2345	51	7	monitored	monitor	VERB
sc-2345	51	8	and	and	CCONJ
sc-2345	51	9	’	'	PUNCT
sc-2345	51	10	filtered	filter	VERB
sc-2345	51	11	’	'	PUNCT
sc-2345	51	12	based	base	VERB
sc-2345	51	13	on	on	ADP
sc-2345	51	14	a	a	DET
sc-2345	51	15	set	set	NOUN
sc-2345	51	16	of	of	ADP
sc-2345	51	17	rules	rule	NOUN
sc-2345	51	18	(	(	PUNCT
sc-2345	51	19	malware	malware	NOUN
sc-2345	51	20	signatures	signature	NOUN
sc-2345	51	21	)	)	PUNCT
sc-2345	51	22	present	present	ADJ
sc-2345	51	23	in	in	ADP
sc-2345	51	24	the	the	DET
sc-2345	51	25	repository	repository	NOUN
sc-2345	51	26	.	.	PUNCT
sc-2345	52	1	the	the	DET
sc-2345	52	2	limitations	limitation	NOUN
sc-2345	52	3	of	of	ADP
sc-2345	52	4	firewalls	firewall	NOUN
sc-2345	52	5	,	,	PUNCT
sc-2345	52	6	ids	id	NOUN
sc-2345	52	7	and	and	CCONJ
sc-2345	52	8	secaas	secaas	NOUN
sc-2345	52	9	discussed	discuss	VERB
sc-2345	52	10	above	above	ADV
sc-2345	52	11	,	,	PUNCT
sc-2345	52	12	indicate	indicate	VERB
sc-2345	52	13	an	an	DET
sc-2345	52	14	immediate	immediate	ADJ
sc-2345	52	15	necessity	necessity	NOUN
sc-2345	52	16	of	of	ADP
sc-2345	52	17	introducing	introduce	VERB
sc-2345	52	18	a	a	DET
sc-2345	52	19	low	low	ADJ
sc-2345	52	20	-	-	PUNCT
sc-2345	52	21	cost	cost	NOUN
sc-2345	52	22	,	,	PUNCT
sc-2345	52	23	low	low	ADV
sc-2345	52	24	-	-	PUNCT
sc-2345	52	25	resourced	resource	VERB
sc-2345	52	26	yet	yet	CCONJ
sc-2345	52	27	advanced	advanced	ADJ
sc-2345	52	28	network	network	NOUN
sc-2345	52	29	security	security	NOUN
sc-2345	52	30	solution	solution	NOUN
sc-2345	52	31	for	for	ADP
sc-2345	52	32	smes	sme	NOUN
sc-2345	52	33	particularly	particularly	ADV
sc-2345	52	34	for	for	ADP
sc-2345	52	35	stopping	stop	VERB
sc-2345	52	36	,	,	PUNCT
sc-2345	52	37	as	as	ADV
sc-2345	52	38	much	much	ADV
sc-2345	52	39	as	as	ADP
sc-2345	52	40	possible	possible	ADJ
sc-2345	52	41	,	,	PUNCT
sc-2345	52	42	the	the	DET
sc-2345	52	43	malicious	malicious	ADJ
sc-2345	52	44	network	network	NOUN
sc-2345	52	45	traffic	traffic	NOUN
sc-2345	52	46	from	from	ADP
sc-2345	52	47	entering	enter	VERB
sc-2345	52	48	the	the	DET
sc-2345	52	49	networks	network	NOUN
sc-2345	52	50	.	.	PUNCT
sc-2345	53	1	1.1	1.1	NUM
sc-2345	53	2	.	.	PUNCT
sc-2345	54	1	malware	malware	NOUN
sc-2345	54	2	detection	detection	NOUN
sc-2345	54	3	malware	malware	NOUN
sc-2345	54	4	detection	detection	NOUN
sc-2345	54	5	has	have	AUX
sc-2345	54	6	been	be	AUX
sc-2345	54	7	a	a	DET
sc-2345	54	8	key	key	ADJ
sc-2345	54	9	aspect	aspect	NOUN
sc-2345	54	10	of	of	ADP
sc-2345	54	11	cybersecurity	cybersecurity	NOUN
sc-2345	54	12	particularly	particularly	ADV
sc-2345	54	13	with	with	ADP
sc-2345	54	14	recent	recent	ADJ
sc-2345	54	15	developments	development	NOUN
sc-2345	54	16	in	in	ADP
sc-2345	54	17	cloudification	cloudification	NOUN
sc-2345	54	18	i.e.	i.e.	ADV
sc-2345	54	19	,	,	PUNCT
sc-2345	54	20	moving	move	VERB
sc-2345	54	21	application	application	NOUN
sc-2345	54	22	to	to	ADP
sc-2345	54	23	cloud	cloud	NOUN
sc-2345	54	24	.	.	PUNCT
sc-2345	55	1	traditional	traditional	ADJ
sc-2345	55	2	malware	malware	NOUN
sc-2345	55	3	detection	detection	NOUN
sc-2345	55	4	is	be	AUX
sc-2345	55	5	based	base	VERB
sc-2345	55	6	on	on	ADP
sc-2345	55	7	matching	match	VERB
sc-2345	55	8	malicious	malicious	ADJ
sc-2345	55	9	imprints	imprint	NOUN
sc-2345	55	10	(	(	PUNCT
sc-2345	55	11	hash	hash	NOUN
sc-2345	55	12	)	)	PUNCT
sc-2345	55	13	through	through	ADP
sc-2345	55	14	a	a	DET
sc-2345	55	15	fuzzy	fuzzy	ADJ
sc-2345	55	16	logic	logic	NOUN
sc-2345	55	17	based	base	VERB
sc-2345	55	18	comparison	comparison	NOUN
sc-2345	55	19	.	.	PUNCT
sc-2345	56	1	signature	signature	NOUN
sc-2345	56	2	based	base	VERB
sc-2345	56	3	malware	malware	NOUN
sc-2345	56	4	detection	detection	NOUN
sc-2345	56	5	is	be	AUX
sc-2345	56	6	popular	popular	ADJ
sc-2345	56	7	and	and	CCONJ
sc-2345	56	8	often	often	ADV
sc-2345	56	9	considered	consider	VERB
sc-2345	56	10	as	as	ADV
sc-2345	56	11	efficient	efficient	ADJ
sc-2345	56	12	for	for	ADP
sc-2345	56	13	detecting	detect	VERB
sc-2345	56	14	malware	malware	NOUN
sc-2345	56	15	in	in	ADP
sc-2345	56	16	the	the	DET
sc-2345	56	17	incoming	incoming	ADJ
sc-2345	56	18	traffic	traffic	NOUN
sc-2345	56	19	for	for	ADP
sc-2345	56	20	the	the	DET
sc-2345	56	21	signature	signature	NOUN
sc-2345	56	22	that	that	PRON
sc-2345	56	23	exists	exist	VERB
sc-2345	56	24	in	in	ADP
sc-2345	56	25	the	the	DET
sc-2345	56	26	repository	repository	NOUN
sc-2345	56	27	[	[	X
sc-2345	56	28	8	8	NUM
sc-2345	56	29	]	]	PUNCT
sc-2345	56	30	.	.	PUNCT
sc-2345	57	1	the	the	DET
sc-2345	57	2	signature	signature	NOUN
sc-2345	57	3	based	base	VERB
sc-2345	57	4	approach	approach	NOUN
sc-2345	57	5	is	be	AUX
sc-2345	57	6	capable	capable	ADJ
sc-2345	57	7	of	of	ADP
sc-2345	57	8	handling	handle	VERB
sc-2345	57	9	new	new	ADJ
sc-2345	57	10	unknown	unknown	ADJ
sc-2345	57	11	variants	variant	NOUN
sc-2345	57	12	to	to	ADP
sc-2345	57	13	some	some	DET
sc-2345	57	14	extent	extent	NOUN
sc-2345	57	15	.	.	PUNCT
sc-2345	58	1	however	however	ADV
sc-2345	58	2	,	,	PUNCT
sc-2345	58	3	it	it	PRON
sc-2345	58	4	is	be	AUX
sc-2345	58	5	time	time	NOUN
sc-2345	58	6	-	-	PUNCT
sc-2345	58	7	consuming	consume	VERB
sc-2345	58	8	and	and	CCONJ
sc-2345	58	9	often	often	ADV
sc-2345	58	10	impractical	impractical	ADJ
sc-2345	58	11	to	to	PART
sc-2345	58	12	keep	keep	VERB
sc-2345	58	13	the	the	DET
sc-2345	58	14	repository	repository	NOUN
sc-2345	58	15	updated	update	VERB
sc-2345	58	16	based	base	VERB
sc-2345	58	17	on	on	ADP
sc-2345	58	18	new	new	ADJ
sc-2345	58	19	variant	variant	NOUN
sc-2345	58	20	particularly	particularly	ADV
sc-2345	58	21	with	with	ADP
sc-2345	58	22	the	the	DET
sc-2345	58	23	rate	rate	NOUN
sc-2345	58	24	of	of	ADP
sc-2345	58	25	generation	generation	NOUN
sc-2345	58	26	of	of	ADP
sc-2345	58	27	new	new	ADJ
sc-2345	58	28	variants	variant	NOUN
sc-2345	58	29	with	with	ADP
sc-2345	58	30	complexity	complexity	NOUN
sc-2345	58	31	and	and	CCONJ
sc-2345	58	32	variety	variety	NOUN
sc-2345	58	33	.	.	PUNCT
sc-2345	59	1	recent	recent	ADJ
sc-2345	59	2	advances	advance	NOUN
sc-2345	59	3	in	in	ADP
sc-2345	59	4	machine	machine	NOUN
sc-2345	59	5	learning	learning	NOUN
sc-2345	59	6	(	(	PUNCT
sc-2345	59	7	ml	ml	NOUN
sc-2345	59	8	)	)	PUNCT
sc-2345	59	9	and	and	CCONJ
sc-2345	59	10	encryption	encryption	NOUN
sc-2345	59	11	based	base	VERB
sc-2345	59	12	methods	method	NOUN
sc-2345	59	13	have	have	AUX
sc-2345	59	14	enabled	enable	VERB
sc-2345	59	15	attacker	attacker	NOUN
sc-2345	59	16	to	to	PART
sc-2345	59	17	adopt	adopt	VERB
sc-2345	59	18	these	these	DET
sc-2345	59	19	approaches	approach	NOUN
sc-2345	59	20	to	to	PART
sc-2345	59	21	generate	generate	VERB
sc-2345	59	22	new	new	ADJ
sc-2345	59	23	variants	variant	NOUN
sc-2345	59	24	that	that	PRON
sc-2345	59	25	challenged	challenge	VERB
sc-2345	59	26	traditional	traditional	ADJ
sc-2345	59	27	repository	repository	NOUN
sc-2345	59	28	based	base	VERB
sc-2345	59	29	techniques	technique	NOUN
sc-2345	59	30	including	include	VERB
sc-2345	59	31	the	the	DET
sc-2345	59	32	signature	signature	NOUN
sc-2345	59	33	based	base	VERB
sc-2345	59	34	malware	malware	NOUN
sc-2345	59	35	detection	detection	NOUN
sc-2345	59	36	approaches	approach	VERB
sc-2345	59	37	[	[	X
sc-2345	59	38	9	9	NUM
sc-2345	59	39	]	]	PUNCT
sc-2345	59	40	.	.	PUNCT
sc-2345	60	1	traditional	traditional	ADJ
sc-2345	60	2	malware	malware	NOUN
sc-2345	60	3	detection	detection	NOUN
sc-2345	60	4	,	,	PUNCT
sc-2345	60	5	either	either	CCONJ
sc-2345	60	6	rule	rule	NOUN
sc-2345	60	7	based	base	VERB
sc-2345	60	8	or	or	CCONJ
sc-2345	60	9	signature	signature	NOUN
sc-2345	60	10	based	base	VERB
sc-2345	60	11	is	be	AUX
sc-2345	60	12	time	time	NOUN
sc-2345	60	13	consuming	consume	VERB
sc-2345	60	14	and	and	CCONJ
sc-2345	60	15	often	often	ADV
sc-2345	60	16	not	not	PART
sc-2345	60	17	efficient	efficient	ADJ
sc-2345	60	18	in	in	ADP
sc-2345	60	19	detecting	detect	VERB
sc-2345	60	20	all	all	DET
sc-2345	60	21	if	if	SCONJ
sc-2345	60	22	not	not	PART
sc-2345	60	23	majority	majority	NOUN
sc-2345	60	24	of	of	ADP
sc-2345	60	25	malware	malware	NOUN
sc-2345	60	26	imprints	imprint	NOUN
sc-2345	60	27	due	due	ADJ
sc-2345	60	28	to	to	ADP
sc-2345	60	29	significant	significant	ADJ
sc-2345	60	30	changes	change	NOUN
sc-2345	60	31	in	in	ADP
sc-2345	60	32	the	the	DET
sc-2345	60	33	structure	structure	NOUN
sc-2345	60	34	and	and	CCONJ
sc-2345	60	35	patterns	pattern	NOUN
sc-2345	60	36	of	of	ADP
sc-2345	60	37	the	the	DET
sc-2345	60	38	new	new	ADJ
sc-2345	60	39	variants	variant	NOUN
sc-2345	61	1	[	[	X
sc-2345	61	2	10	10	NUM
sc-2345	61	3	]	]	PUNCT
sc-2345	61	4	.	.	PUNCT
sc-2345	62	1	as	as	ADV
sc-2345	62	2	early	early	ADV
sc-2345	62	3	as	as	ADP
sc-2345	62	4	2017	2017	NUM
sc-2345	62	5	,	,	PUNCT
sc-2345	62	6	institute	institute	NOUN
sc-2345	62	7	for	for	ADP
sc-2345	62	8	critical	critical	ADJ
sc-2345	62	9	infrastructure	infrastructure	NOUN
sc-2345	62	10	technology	technology	NOUN
sc-2345	62	11	has	have	AUX
sc-2345	62	12	hinted	hint	VERB
sc-2345	62	13	at	at	ADP
sc-2345	62	14	the	the	DET
sc-2345	62	15	demise	demise	NOUN
sc-2345	62	16	of	of	ADP
sc-2345	62	17	signature	signature	NOUN
sc-2345	62	18	based	base	VERB
sc-2345	62	19	malware	malware	NOUN
sc-2345	62	20	detection	detection	NOUN
sc-2345	62	21	in	in	ADP
sc-2345	62	22	the	the	DET
sc-2345	62	23	technical	technical	ADJ
sc-2345	62	24	report	report	NOUN
sc-2345	62	25	[	[	X
sc-2345	62	26	11	11	NUM
sc-2345	62	27	]	]	PUNCT
sc-2345	62	28	.	.	PUNCT
sc-2345	63	1	considering	consider	VERB
sc-2345	63	2	malware	malware	NOUN
sc-2345	63	3	detection	detection	NOUN
sc-2345	63	4	as	as	ADP
sc-2345	63	5	a	a	DET
sc-2345	63	6	pattern	pattern	NOUN
sc-2345	63	7	recognition	recognition	NOUN
sc-2345	63	8	problem	problem	NOUN
sc-2345	63	9	,	,	PUNCT
sc-2345	63	10	2	2	NUM
sc-2345	63	11	sreenivas	sreenivas	NOUN
sc-2345	63	12	sremath	sremath	PROPN
sc-2345	63	13	tirumala	tirumala	PROPN
sc-2345	63	14	,	,	PUNCT
sc-2345	63	15	narayan	narayan	PROPN
sc-2345	63	16	nepal	nepal	PROPN
sc-2345	63	17	and	and	CCONJ
sc-2345	63	18	sayan	sayan	PROPN
sc-2345	63	19	kumar	kumar	PROPN
sc-2345	63	20	ray	ray	PROPN
sc-2345	63	21	eai	eai	PROPN
sc-2345	63	22	endorsed	endorse	VERB
sc-2345	63	23	transactions	transaction	NOUN
sc-2345	63	24	on	on	ADP
sc-2345	63	25	smart	smart	ADJ
sc-2345	63	26	cities	city	NOUN
sc-2345	63	27	03	03	NUM
sc-2345	63	28	2022	2022	NUM
sc-2345	63	29	09	09	NUM
sc-2345	63	30	2022	2022	NUM
sc-2345	63	31	|	|	ADV
sc-2345	63	32	volume	volume	NOUN
sc-2345	63	33	6	6	NUM
sc-2345	63	34	|	|	NOUN
sc-2345	63	35	issue	issue	NOUN
sc-2345	63	36	18	18	NUM
sc-2345	63	37	|	|	NOUN
sc-2345	63	38	e4	e4	PROPN
sc-2345	63	39	several	several	ADJ
sc-2345	63	40	ml	ml	NOUN
sc-2345	63	41	based	base	VERB
sc-2345	63	42	malware	malware	NOUN
sc-2345	63	43	detection	detection	NOUN
sc-2345	63	44	approaches	approach	NOUN
sc-2345	63	45	have	have	AUX
sc-2345	63	46	emerged	emerge	VERB
sc-2345	63	47	[	[	X
sc-2345	63	48	12	12	NUM
sc-2345	63	49	,	,	PUNCT
sc-2345	63	50	13	13	NUM
sc-2345	63	51	]	]	PUNCT
sc-2345	63	52	.	.	PUNCT
sc-2345	64	1	using	use	VERB
sc-2345	64	2	bio	bio	NOUN
sc-2345	64	3	-	-	PUNCT
sc-2345	64	4	inspired	inspire	VERB
sc-2345	64	5	approaches	approach	NOUN
sc-2345	64	6	for	for	ADP
sc-2345	64	7	malware	malware	NOUN
sc-2345	64	8	detection	detection	NOUN
sc-2345	64	9	is	be	AUX
sc-2345	64	10	also	also	ADV
sc-2345	64	11	area	area	NOUN
sc-2345	64	12	of	of	ADP
sc-2345	64	13	high	high	ADJ
sc-2345	64	14	interest	interest	NOUN
sc-2345	64	15	in	in	ADP
sc-2345	64	16	recent	recent	ADJ
sc-2345	64	17	times	time	NOUN
sc-2345	64	18	and	and	CCONJ
sc-2345	64	19	has	have	AUX
sc-2345	64	20	been	be	AUX
sc-2345	64	21	considered	consider	VERB
sc-2345	64	22	an	an	DET
sc-2345	64	23	alternative	alternative	NOUN
sc-2345	64	24	for	for	ADP
sc-2345	64	25	ml	ml	NOUN
sc-2345	64	26	based	base	VERB
sc-2345	64	27	pattern	pattern	NOUN
sc-2345	64	28	recognition	recognition	NOUN
sc-2345	64	29	problems	problem	NOUN
sc-2345	64	30	.	.	PUNCT
sc-2345	65	1	for	for	ADP
sc-2345	65	2	instance	instance	NOUN
sc-2345	65	3	,	,	PUNCT
sc-2345	65	4	malware	malware	NOUN
sc-2345	65	5	detection	detection	NOUN
sc-2345	65	6	and	and	CCONJ
sc-2345	65	7	analysis	analysis	NOUN
sc-2345	65	8	using	use	VERB
sc-2345	65	9	dna	dna	PROPN
sc-2345	65	10	based	base	VERB
sc-2345	65	11	approaches	approach	NOUN
sc-2345	65	12	has	have	AUX
sc-2345	65	13	been	be	AUX
sc-2345	65	14	a	a	DET
sc-2345	65	15	topic	topic	NOUN
sc-2345	65	16	of	of	ADP
sc-2345	65	17	research	research	NOUN
sc-2345	65	18	interest	interest	NOUN
sc-2345	65	19	since	since	SCONJ
sc-2345	65	20	2012	2012	NUM
sc-2345	65	21	[	[	X
sc-2345	65	22	14	14	NUM
sc-2345	65	23	]	]	PUNCT
sc-2345	65	24	.	.	PUNCT
sc-2345	66	1	this	this	PRON
sc-2345	66	2	inspired	inspire	VERB
sc-2345	66	3	to	to	PART
sc-2345	66	4	undertake	undertake	VERB
sc-2345	66	5	an	an	DET
sc-2345	66	6	exploratory	exploratory	ADJ
sc-2345	66	7	study	study	NOUN
sc-2345	66	8	on	on	ADP
sc-2345	66	9	designing	design	VERB
sc-2345	66	10	an	an	DET
sc-2345	66	11	intelligent	intelligent	ADJ
sc-2345	66	12	intruder	intruder	NOUN
sc-2345	66	13	detection	detection	NOUN
sc-2345	66	14	systems	system	NOUN
sc-2345	66	15	(	(	PUNCT
sc-2345	66	16	iids	iid	NOUN
sc-2345	66	17	)	)	PUNCT
sc-2345	66	18	that	that	PRON
sc-2345	66	19	can	can	AUX
sc-2345	66	20	be	be	AUX
sc-2345	66	21	implemented	implement	VERB
sc-2345	66	22	on	on	ADP
sc-2345	66	23	a	a	DET
sc-2345	66	24	low	low	ADJ
sc-2345	66	25	-	-	PUNCT
sc-2345	66	26	cost	cost	NOUN
sc-2345	66	27	device	device	NOUN
sc-2345	66	28	to	to	PART
sc-2345	66	29	provide	provide	VERB
sc-2345	66	30	a	a	DET
sc-2345	66	31	small	small	ADJ
sc-2345	66	32	budget	budget	NOUN
sc-2345	66	33	solution	solution	NOUN
sc-2345	66	34	to	to	ADP
sc-2345	66	35	smes	sme	NOUN
sc-2345	66	36	and	and	CCONJ
sc-2345	66	37	smarthomes	smarthome	NOUN
sc-2345	66	38	.	.	PUNCT
sc-2345	67	1	there	there	PRON
sc-2345	67	2	has	have	AUX
sc-2345	67	3	been	be	AUX
sc-2345	67	4	some	some	DET
sc-2345	67	5	background	background	NOUN
sc-2345	67	6	work	work	NOUN
sc-2345	67	7	on	on	ADP
sc-2345	67	8	non	non	ADJ
sc-2345	67	9	-	-	ADJ
sc-2345	67	10	rule	rule	ADJ
sc-2345	67	11	based	base	VERB
sc-2345	67	12	(	(	PUNCT
sc-2345	67	13	pattern	pattern	NOUN
sc-2345	67	14	recognition	recognition	NOUN
sc-2345	67	15	based	base	VERB
sc-2345	67	16	)	)	PUNCT
sc-2345	67	17	solution	solution	NOUN
sc-2345	67	18	for	for	ADP
sc-2345	67	19	detecting	detect	VERB
sc-2345	67	20	malware	malware	NOUN
sc-2345	67	21	[	[	X
sc-2345	67	22	15	15	NUM
sc-2345	67	23	]	]	PUNCT
sc-2345	67	24	this	this	DET
sc-2345	67	25	paper	paper	NOUN
sc-2345	67	26	explores	explore	VERB
sc-2345	67	27	the	the	DET
sc-2345	67	28	prospects	prospect	NOUN
sc-2345	67	29	of	of	ADP
sc-2345	67	30	implementing	implement	VERB
sc-2345	67	31	a	a	DET
sc-2345	67	32	low	low	ADJ
sc-2345	67	33	-	-	PUNCT
sc-2345	67	34	cost	cost	NOUN
sc-2345	67	35	intelligent	intelligent	ADJ
sc-2345	67	36	cyber	cyber	NOUN
sc-2345	67	37	defense	defense	NOUN
sc-2345	67	38	system	system	NOUN
sc-2345	67	39	(	(	PUNCT
sc-2345	67	40	icds	icd	NOUN
sc-2345	67	41	)	)	PUNCT
sc-2345	67	42	,	,	PUNCT
sc-2345	67	43	in	in	ADP
sc-2345	67	44	form	form	NOUN
sc-2345	67	45	of	of	ADP
sc-2345	67	46	a	a	DET
sc-2345	67	47	filtering	filter	VERB
sc-2345	67	48	device	device	NOUN
sc-2345	67	49	,	,	PUNCT
sc-2345	67	50	to	to	PART
sc-2345	67	51	protect	protect	VERB
sc-2345	67	52	the	the	DET
sc-2345	67	53	smes	sme	NOUN
sc-2345	67	54	from	from	ADP
sc-2345	67	55	malicious	malicious	ADJ
sc-2345	67	56	traffic	traffic	NOUN
sc-2345	67	57	.	.	PUNCT
sc-2345	68	1	the	the	DET
sc-2345	68	2	proposal	proposal	NOUN
sc-2345	68	3	considers	consider	VERB
sc-2345	68	4	the	the	DET
sc-2345	68	5	plausibility	plausibility	NOUN
sc-2345	68	6	of	of	ADP
sc-2345	68	7	using	use	VERB
sc-2345	68	8	raspberry	raspberry	NOUN
sc-2345	68	9	pi	pi	NOUN
sc-2345	68	10	device	device	NOUN
sc-2345	68	11	as	as	ADP
sc-2345	68	12	a	a	DET
sc-2345	68	13	commercial	commercial	ADJ
sc-2345	68	14	ids	id	NOUN
sc-2345	68	15	with	with	ADP
sc-2345	68	16	the	the	DET
sc-2345	68	17	purpose	purpose	NOUN
sc-2345	68	18	of	of	ADP
sc-2345	68	19	filtering	filter	VERB
sc-2345	68	20	malicious	malicious	ADJ
sc-2345	68	21	network	network	NOUN
sc-2345	68	22	traffic	traffic	NOUN
sc-2345	68	23	from	from	ADP
sc-2345	68	24	entering	enter	VERB
sc-2345	68	25	sme	sme	NOUN
sc-2345	68	26	networks	network	NOUN
sc-2345	68	27	.	.	PUNCT
sc-2345	69	1	primarily	primarily	ADV
sc-2345	69	2	,	,	PUNCT
sc-2345	69	3	through	through	ADP
sc-2345	69	4	a	a	DET
sc-2345	69	5	systematic	systematic	ADJ
sc-2345	69	6	experimental	experimental	ADJ
sc-2345	69	7	evaluation	evaluation	NOUN
sc-2345	69	8	this	this	DET
sc-2345	69	9	work	work	NOUN
sc-2345	69	10	tries	try	VERB
sc-2345	69	11	to	to	PART
sc-2345	69	12	explore	explore	VERB
sc-2345	69	13	the	the	DET
sc-2345	69	14	capability	capability	NOUN
sc-2345	69	15	of	of	ADP
sc-2345	69	16	network	network	NOUN
sc-2345	69	17	interfaces	interface	NOUN
sc-2345	69	18	of	of	ADP
sc-2345	69	19	raspberry	raspberry	NOUN
sc-2345	69	20	pi	pi	NOUN
sc-2345	69	21	device	device	NOUN
sc-2345	69	22	to	to	PART
sc-2345	69	23	understand	understand	VERB
sc-2345	69	24	their	their	PRON
sc-2345	69	25	competence	competence	NOUN
sc-2345	69	26	in	in	ADP
sc-2345	69	27	handling	handle	VERB
sc-2345	69	28	high	high	ADJ
sc-2345	69	29	volumes	volume	NOUN
sc-2345	69	30	of	of	ADP
sc-2345	69	31	incoming	incoming	ADJ
sc-2345	69	32	traffic	traffic	NOUN
sc-2345	69	33	similar	similar	ADJ
sc-2345	69	34	to	to	ADP
sc-2345	69	35	commercial	commercial	ADJ
sc-2345	69	36	ids	id	NOUN
sc-2345	69	37	systems	system	NOUN
sc-2345	69	38	.	.	PUNCT
sc-2345	70	1	a	a	DET
sc-2345	70	2	comparative	comparative	ADJ
sc-2345	70	3	study	study	NOUN
sc-2345	70	4	of	of	ADP
sc-2345	70	5	the	the	DET
sc-2345	70	6	performance	performance	NOUN
sc-2345	70	7	of	of	ADP
sc-2345	70	8	the	the	DET
sc-2345	70	9	inbuilt	inbuilt	ADJ
sc-2345	70	10	network	network	NOUN
sc-2345	70	11	interfaces	interface	NOUN
sc-2345	70	12	,	,	PUNCT
sc-2345	70	13	namely	namely	ADV
sc-2345	70	14	ethernet	ethernet	NOUN
sc-2345	70	15	(	(	PUNCT
sc-2345	70	16	wired	wire	VERB
sc-2345	70	17	)	)	PUNCT
sc-2345	70	18	and	and	CCONJ
sc-2345	70	19	wifi	wifi	NOUN
sc-2345	70	20	on	on	ADP
sc-2345	70	21	the	the	DET
sc-2345	70	22	raspberry	raspberry	NOUN
sc-2345	70	23	pi	pi	NOUN
sc-2345	70	24	device	device	NOUN
sc-2345	70	25	,	,	PUNCT
sc-2345	70	26	as	as	ADV
sc-2345	70	27	well	well	ADV
sc-2345	70	28	as	as	ADP
sc-2345	70	29	an	an	DET
sc-2345	70	30	externally	externally	ADV
sc-2345	70	31	connected	connect	VERB
sc-2345	70	32	usb	usb	NOUN
sc-2345	70	33	adapter	adapter	NOUN
sc-2345	70	34	interface	interface	NOUN
sc-2345	70	35	(	(	PUNCT
sc-2345	70	36	usb	usb	NOUN
sc-2345	70	37	to	to	ADP
sc-2345	70	38	ethernet	ethernet	NOUN
sc-2345	70	39	interface	interface	NOUN
sc-2345	70	40	)	)	PUNCT
sc-2345	70	41	are	be	AUX
sc-2345	70	42	carried	carry	VERB
sc-2345	70	43	out	out	ADP
sc-2345	70	44	in	in	ADP
sc-2345	70	45	context	context	NOUN
sc-2345	70	46	to	to	ADP
sc-2345	70	47	network	network	NOUN
sc-2345	70	48	parameters	parameter	NOUN
sc-2345	70	49	like	like	ADP
sc-2345	70	50	latency	latency	NOUN
sc-2345	70	51	,	,	PUNCT
sc-2345	70	52	download	download	VERB
sc-2345	70	53	throughput	throughput	NOUN
sc-2345	70	54	and	and	CCONJ
sc-2345	70	55	upload	upload	VERB
sc-2345	70	56	throughput	throughput	NOUN
sc-2345	70	57	.	.	PUNCT
sc-2345	71	1	the	the	DET
sc-2345	71	2	key	key	ADJ
sc-2345	71	3	contribution	contribution	NOUN
sc-2345	71	4	of	of	ADP
sc-2345	71	5	this	this	DET
sc-2345	71	6	paper	paper	NOUN
sc-2345	71	7	is	be	AUX
sc-2345	71	8	providing	provide	VERB
sc-2345	71	9	a	a	DET
sc-2345	71	10	framework	framework	NOUN
sc-2345	71	11	for	for	ADP
sc-2345	71	12	a	a	DET
sc-2345	71	13	systematic	systematic	ADJ
sc-2345	71	14	research	research	NOUN
sc-2345	71	15	on	on	ADP
sc-2345	71	16	implementing	implement	VERB
sc-2345	71	17	low	low	ADJ
sc-2345	71	18	-	-	PUNCT
sc-2345	71	19	cost	cost	NOUN
sc-2345	71	20	ids	ids	NOUN
sc-2345	71	21	systems	system	NOUN
sc-2345	71	22	with	with	ADP
sc-2345	71	23	advanced	advanced	ADJ
sc-2345	71	24	machine	machine	NOUN
sc-2345	71	25	learning	learning	NOUN
sc-2345	71	26	(	(	PUNCT
sc-2345	71	27	ml	ml	NOUN
sc-2345	71	28	)	)	PUNCT
sc-2345	71	29	based	base	VERB
sc-2345	71	30	approach	approach	NOUN
sc-2345	71	31	.	.	PUNCT
sc-2345	72	1	although	although	SCONJ
sc-2345	72	2	there	there	PRON
sc-2345	72	3	has	have	AUX
sc-2345	72	4	been	be	AUX
sc-2345	72	5	research	research	NOUN
sc-2345	72	6	on	on	ADP
sc-2345	72	7	using	use	VERB
sc-2345	72	8	ml	ml	NOUN
sc-2345	72	9	algorithms	algorithm	NOUN
sc-2345	72	10	for	for	ADP
sc-2345	72	11	detecting	detect	VERB
sc-2345	72	12	intruders	intruder	NOUN
sc-2345	72	13	,	,	PUNCT
sc-2345	72	14	a	a	DET
sc-2345	72	15	combination	combination	NOUN
sc-2345	72	16	of	of	ADP
sc-2345	72	17	low	low	ADJ
sc-2345	72	18	-	-	PUNCT
sc-2345	72	19	cost	cost	NOUN
sc-2345	72	20	raspberry	raspberry	NOUN
sc-2345	72	21	pi	pi	NOUN
sc-2345	72	22	and	and	CCONJ
sc-2345	72	23	ml	ml	ADV
sc-2345	72	24	based	base	VERB
sc-2345	72	25	approaches	approach	NOUN
sc-2345	72	26	for	for	ADP
sc-2345	72	27	ids	id	NOUN
sc-2345	72	28	have	have	AUX
sc-2345	72	29	not	not	PART
sc-2345	72	30	been	be	AUX
sc-2345	72	31	undertaken	undertake	VERB
sc-2345	72	32	.	.	PUNCT
sc-2345	73	1	moreover	moreover	ADV
sc-2345	73	2	,	,	PUNCT
sc-2345	73	3	earlier	early	ADV
sc-2345	73	4	works	work	NOUN
sc-2345	73	5	uses	use	VERB
sc-2345	73	6	only	only	ADV
sc-2345	73	7	one	one	NUM
sc-2345	73	8	network	network	NOUN
sc-2345	73	9	interface	interface	NOUN
sc-2345	73	10	whereas	whereas	SCONJ
sc-2345	73	11	this	this	DET
sc-2345	73	12	research	research	NOUN
sc-2345	73	13	is	be	AUX
sc-2345	73	14	proposing	propose	VERB
sc-2345	73	15	a	a	DET
sc-2345	73	16	systematic	systematic	ADJ
sc-2345	73	17	approach	approach	NOUN
sc-2345	73	18	to	to	PART
sc-2345	73	19	evaluates	evaluate	VERB
sc-2345	73	20	a	a	DET
sc-2345	73	21	combinations	combination	NOUN
sc-2345	73	22	of	of	ADP
sc-2345	73	23	network	network	NOUN
sc-2345	73	24	interface	interface	NOUN
sc-2345	73	25	devices	device	NOUN
sc-2345	73	26	.	.	PUNCT
sc-2345	74	1	this	this	DET
sc-2345	74	2	research	research	NOUN
sc-2345	74	3	also	also	ADV
sc-2345	74	4	contributes	contribute	VERB
sc-2345	74	5	towards	towards	ADP
sc-2345	74	6	using	use	VERB
sc-2345	74	7	feature	feature	NOUN
sc-2345	74	8	extraction	extraction	NOUN
sc-2345	74	9	and	and	CCONJ
sc-2345	74	10	comparison	comparison	NOUN
sc-2345	74	11	for	for	ADP
sc-2345	74	12	detecting	detect	VERB
sc-2345	74	13	malware	malware	NOUN
sc-2345	74	14	or	or	CCONJ
sc-2345	74	15	network	network	NOUN
sc-2345	74	16	anomalies	anomaly	NOUN
sc-2345	74	17	.	.	PUNCT
sc-2345	75	1	typically	typically	ADV
sc-2345	75	2	,	,	PUNCT
sc-2345	75	3	there	there	PRON
sc-2345	75	4	will	will	AUX
sc-2345	75	5	be	be	AUX
sc-2345	75	6	a	a	DET
sc-2345	75	7	separate	separate	ADJ
sc-2345	75	8	feature	feature	NOUN
sc-2345	75	9	extractor	extractor	NOUN
sc-2345	75	10	and	and	CCONJ
sc-2345	75	11	classifier	classifier	NOUN
sc-2345	75	12	.	.	PUNCT
sc-2345	76	1	this	this	DET
sc-2345	76	2	research	research	NOUN
sc-2345	76	3	for	for	ADP
sc-2345	76	4	proposes	propose	NOUN
sc-2345	76	5	to	to	PART
sc-2345	76	6	use	use	VERB
sc-2345	76	7	autoencoders	autoencoder	NOUN
sc-2345	76	8	,	,	PUNCT
sc-2345	76	9	a	a	DET
sc-2345	76	10	special	special	ADJ
sc-2345	76	11	type	type	NOUN
sc-2345	76	12	of	of	ADP
sc-2345	76	13	artificial	artificial	ADJ
sc-2345	76	14	neural	neural	ADJ
sc-2345	76	15	networks	network	NOUN
sc-2345	76	16	which	which	PRON
sc-2345	76	17	is	be	AUX
sc-2345	76	18	can	can	AUX
sc-2345	76	19	be	be	AUX
sc-2345	76	20	used	use	VERB
sc-2345	76	21	as	as	ADP
sc-2345	76	22	feature	feature	NOUN
sc-2345	76	23	extractor	extractor	NOUN
sc-2345	76	24	and	and	CCONJ
sc-2345	76	25	classifier	classifier	NOUN
sc-2345	76	26	.	.	PUNCT
sc-2345	77	1	this	this	DET
sc-2345	77	2	research	research	NOUN
sc-2345	77	3	would	would	AUX
sc-2345	77	4	also	also	ADV
sc-2345	77	5	encourage	encourage	VERB
sc-2345	77	6	to	to	PART
sc-2345	77	7	use	use	VERB
sc-2345	77	8	raspberry	raspberry	NOUN
sc-2345	77	9	pi	pi	NOUN
sc-2345	77	10	or	or	CCONJ
sc-2345	77	11	similar	similar	ADJ
sc-2345	77	12	devices	device	NOUN
sc-2345	77	13	for	for	ADP
sc-2345	77	14	portable	portable	ADJ
sc-2345	77	15	and	and	CCONJ
sc-2345	77	16	low	low	ADJ
sc-2345	77	17	cost	cost	NOUN
sc-2345	77	18	devices	device	NOUN
sc-2345	77	19	for	for	ADP
sc-2345	77	20	ids	id	NOUN
sc-2345	77	21	.	.	PUNCT
sc-2345	78	1	smart	smart	ADJ
sc-2345	78	2	cities	city	NOUN
sc-2345	78	3	often	often	ADV
sc-2345	78	4	uses	use	VERB
sc-2345	78	5	low	low	ADJ
sc-2345	78	6	powered	powered	ADJ
sc-2345	78	7	internet	internet	NOUN
sc-2345	78	8	based	base	VERB
sc-2345	78	9	devices	device	NOUN
sc-2345	78	10	that	that	PRON
sc-2345	78	11	can	can	AUX
sc-2345	78	12	be	be	AUX
sc-2345	78	13	controlled	control	VERB
sc-2345	78	14	over	over	ADP
sc-2345	78	15	internet	internet	NOUN
sc-2345	78	16	.	.	PUNCT
sc-2345	79	1	hence	hence	ADV
sc-2345	79	2	,	,	PUNCT
sc-2345	79	3	privacy	privacy	NOUN
sc-2345	79	4	and	and	CCONJ
sc-2345	79	5	security	security	NOUN
sc-2345	79	6	are	be	AUX
sc-2345	79	7	the	the	DET
sc-2345	79	8	two	two	NUM
sc-2345	79	9	key	key	ADJ
sc-2345	79	10	aspects	aspect	NOUN
sc-2345	79	11	to	to	PART
sc-2345	79	12	be	be	AUX
sc-2345	79	13	considered	consider	VERB
sc-2345	79	14	.	.	PUNCT
sc-2345	80	1	thus	thus	ADV
sc-2345	80	2	,	,	PUNCT
sc-2345	80	3	all	all	DET
sc-2345	80	4	smart	smart	ADJ
sc-2345	80	5	city	city	NOUN
sc-2345	80	6	solutions	solution	NOUN
sc-2345	80	7	requires	require	VERB
sc-2345	80	8	cyber	cyber	NOUN
sc-2345	80	9	security	security	NOUN
sc-2345	80	10	devices	device	NOUN
sc-2345	80	11	for	for	ADP
sc-2345	80	12	detecting	detect	VERB
sc-2345	80	13	malware	malware	NOUN
sc-2345	80	14	/	/	SYM
sc-2345	80	15	intruders	intruder	NOUN
sc-2345	80	16	.	.	PUNCT
sc-2345	81	1	smart	smart	ADJ
sc-2345	81	2	cities	city	NOUN
sc-2345	81	3	also	also	ADV
sc-2345	81	4	requires	require	VERB
sc-2345	81	5	ids	id	NOUN
sc-2345	81	6	solutions	solution	NOUN
sc-2345	81	7	that	that	PRON
sc-2345	81	8	are	be	AUX
sc-2345	81	9	low	low	ADJ
sc-2345	81	10	cost	cost	NOUN
sc-2345	81	11	since	since	SCONJ
sc-2345	81	12	the	the	DET
sc-2345	81	13	purpose	purpose	NOUN
sc-2345	81	14	is	be	AUX
sc-2345	81	15	private	private	ADJ
sc-2345	81	16	and	and	CCONJ
sc-2345	81	17	individual	individual	ADJ
sc-2345	81	18	.	.	PUNCT
sc-2345	82	1	the	the	DET
sc-2345	82	2	icds	icd	NOUN
sc-2345	82	3	proposed	propose	VERB
sc-2345	82	4	in	in	ADP
sc-2345	82	5	this	this	DET
sc-2345	82	6	paper	paper	NOUN
sc-2345	82	7	is	be	AUX
sc-2345	82	8	an	an	DET
sc-2345	82	9	ideal	ideal	ADJ
sc-2345	82	10	and	and	CCONJ
sc-2345	82	11	well	well	ADV
sc-2345	82	12	suitable	suitable	ADJ
sc-2345	82	13	for	for	ADP
sc-2345	82	14	smart	smart	ADJ
sc-2345	82	15	cities	city	NOUN
sc-2345	82	16	since	since	SCONJ
sc-2345	82	17	icds	icd	NOUN
sc-2345	82	18	is	be	AUX
sc-2345	82	19	low	low	ADJ
sc-2345	82	20	cost	cost	NOUN
sc-2345	82	21	,	,	PUNCT
sc-2345	82	22	less	less	ADJ
sc-2345	82	23	computations	computation	NOUN
sc-2345	82	24	savvy	savvy	VERB
sc-2345	82	25	.	.	PUNCT
sc-2345	83	1	also	also	ADV
sc-2345	83	2	,	,	PUNCT
sc-2345	83	3	icds	icd	NOUN
sc-2345	83	4	provides	provide	VERB
sc-2345	83	5	a	a	DET
sc-2345	83	6	smart	smart	ADJ
sc-2345	83	7	and	and	CCONJ
sc-2345	83	8	intelligent	intelligent	ADJ
sc-2345	83	9	system	system	NOUN
sc-2345	83	10	that	that	PRON
sc-2345	83	11	provides	provide	VERB
sc-2345	83	12	real	real	ADJ
sc-2345	83	13	-	-	PUNCT
sc-2345	83	14	time	time	NOUN
sc-2345	83	15	updates	update	NOUN
sc-2345	83	16	for	for	ADP
sc-2345	83	17	detecting	detect	VERB
sc-2345	83	18	malware	malware	NOUN
sc-2345	83	19	.	.	PUNCT
sc-2345	84	1	the	the	DET
sc-2345	84	2	remainder	remainder	NOUN
sc-2345	84	3	of	of	ADP
sc-2345	84	4	the	the	DET
sc-2345	84	5	paper	paper	NOUN
sc-2345	84	6	is	be	AUX
sc-2345	84	7	structured	structure	VERB
sc-2345	84	8	as	as	SCONJ
sc-2345	84	9	follows	follow	VERB
sc-2345	84	10	.	.	PUNCT
sc-2345	85	1	section	section	PROPN
sc-2345	85	2	ii	ii	PROPN
sc-2345	85	3	provides	provide	VERB
sc-2345	85	4	a	a	DET
sc-2345	85	5	literature	literature	NOUN
sc-2345	85	6	review	review	NOUN
sc-2345	85	7	of	of	ADP
sc-2345	85	8	the	the	DET
sc-2345	85	9	different	different	ADJ
sc-2345	85	10	filtering	filtering	NOUN
sc-2345	85	11	approaches	approach	NOUN
sc-2345	85	12	and	and	CCONJ
sc-2345	85	13	dna	dna	NOUN
sc-2345	85	14	based	base	VERB
sc-2345	85	15	malware	malware	NOUN
sc-2345	85	16	detection	detection	NOUN
sc-2345	85	17	approaches.this	approaches.this	DET
sc-2345	85	18	section	section	NOUN
sc-2345	85	19	also	also	ADV
sc-2345	85	20	while	while	SCONJ
sc-2345	85	21	,	,	PUNCT
sc-2345	85	22	section	section	NOUN
sc-2345	85	23	iii	iii	NUM
sc-2345	85	24	explores	explore	NOUN
sc-2345	85	25	the	the	DET
sc-2345	85	26	prospects	prospect	NOUN
sc-2345	85	27	of	of	ADP
sc-2345	85	28	using	use	VERB
sc-2345	85	29	raspberry	raspberry	NOUN
sc-2345	85	30	pi	pi	NOUN
sc-2345	85	31	device	device	NOUN
sc-2345	85	32	as	as	ADP
sc-2345	85	33	an	an	DET
sc-2345	85	34	icds	icd	NOUN
sc-2345	85	35	,	,	PUNCT
sc-2345	85	36	section	section	NOUN
sc-2345	85	37	iv	iv	NUM
sc-2345	85	38	discusses	discuss	VERB
sc-2345	85	39	the	the	DET
sc-2345	85	40	evaluation	evaluation	NOUN
sc-2345	85	41	results	result	NOUN
sc-2345	85	42	and	and	CCONJ
sc-2345	85	43	section	section	NOUN
sc-2345	85	44	v	v	NOUN
sc-2345	85	45	concludes	conclude	VERB
sc-2345	85	46	the	the	DET
sc-2345	85	47	paper	paper	NOUN
sc-2345	85	48	.	.	PUNCT
sc-2345	86	1	2	2	X
sc-2345	86	2	.	.	X
sc-2345	86	3	related	relate	VERB
sc-2345	86	4	work	work	NOUN
sc-2345	86	5	there	there	PRON
sc-2345	86	6	is	be	VERB
sc-2345	86	7	a	a	DET
sc-2345	86	8	lack	lack	NOUN
sc-2345	86	9	of	of	ADP
sc-2345	86	10	systematic	systematic	ADJ
sc-2345	86	11	literature	literature	NOUN
sc-2345	86	12	review	review	NOUN
sc-2345	86	13	on	on	ADP
sc-2345	86	14	implementing	implement	VERB
sc-2345	86	15	low	low	ADJ
sc-2345	86	16	cost	cost	NOUN
sc-2345	86	17	ids	ids	NOUN
sc-2345	86	18	solutions	solution	NOUN
sc-2345	86	19	for	for	ADP
sc-2345	86	20	smart	smart	ADJ
sc-2345	86	21	-	-	PUNCT
sc-2345	86	22	homes	home	NOUN
sc-2345	86	23	and	and	CCONJ
sc-2345	86	24	smes	sme	NOUN
sc-2345	86	25	.	.	PUNCT
sc-2345	87	1	furthermore	furthermore	ADV
sc-2345	87	2	,	,	PUNCT
sc-2345	87	3	very	very	ADV
sc-2345	87	4	few	few	ADJ
sc-2345	87	5	research	research	NOUN
sc-2345	87	6	projects	project	NOUN
sc-2345	87	7	have	have	AUX
sc-2345	87	8	been	be	AUX
sc-2345	87	9	done	do	VERB
sc-2345	87	10	on	on	ADP
sc-2345	87	11	the	the	DET
sc-2345	87	12	feasibility	feasibility	NOUN
sc-2345	87	13	of	of	ADP
sc-2345	87	14	implementing	implement	VERB
sc-2345	87	15	raspberry	raspberry	NOUN
sc-2345	87	16	pi	pi	NOUN
sc-2345	87	17	(	(	PUNCT
sc-2345	87	18	or	or	CCONJ
sc-2345	87	19	a	a	DET
sc-2345	87	20	similar	similar	ADJ
sc-2345	87	21	device)-based	device)-base	VERB
sc-2345	87	22	low	low	ADJ
sc-2345	87	23	-	-	PUNCT
sc-2345	87	24	cost	cost	NOUN
sc-2345	87	25	ids	id	NOUN
sc-2345	87	26	for	for	ADP
sc-2345	87	27	smart	smart	ADJ
sc-2345	87	28	-	-	PUNCT
sc-2345	87	29	homes	home	NOUN
sc-2345	87	30	and	and	CCONJ
sc-2345	87	31	similar	similar	ADJ
sc-2345	87	32	small	small	ADJ
sc-2345	87	33	networks	network	NOUN
sc-2345	87	34	that	that	PRON
sc-2345	87	35	exists	exist	VERB
sc-2345	87	36	in	in	ADP
sc-2345	87	37	smes	sme	NOUN
sc-2345	87	38	and	and	CCONJ
sc-2345	87	39	smart	smart	ADJ
sc-2345	87	40	homes	home	NOUN
sc-2345	87	41	.	.	PUNCT
sc-2345	88	1	this	this	DET
sc-2345	88	2	research	research	NOUN
sc-2345	88	3	gap	gap	NOUN
sc-2345	88	4	provides	provide	VERB
sc-2345	88	5	an	an	DET
sc-2345	88	6	immediate	immediate	ADJ
sc-2345	88	7	necessity	necessity	NOUN
sc-2345	88	8	of	of	ADP
sc-2345	88	9	such	such	DET
sc-2345	88	10	a	a	DET
sc-2345	88	11	research	research	NOUN
sc-2345	88	12	study	study	NOUN
sc-2345	88	13	to	to	PART
sc-2345	88	14	start	start	VERB
sc-2345	88	15	with	with	ADP
sc-2345	88	16	.	.	PUNCT
sc-2345	89	1	a	a	DET
sc-2345	89	2	standard	standard	ADJ
sc-2345	89	3	case	case	NOUN
sc-2345	89	4	of	of	ADP
sc-2345	89	5	identifying	identify	VERB
sc-2345	89	6	low	low	ADJ
sc-2345	89	7	cost	cost	NOUN
sc-2345	89	8	ids	id	NOUN
sc-2345	89	9	solution	solution	NOUN
sc-2345	89	10	for	for	ADP
sc-2345	89	11	smart	smart	ADJ
sc-2345	89	12	homes	home	NOUN
sc-2345	89	13	and	and	CCONJ
sc-2345	89	14	sme	sme	NOUN
sc-2345	89	15	networks	network	NOUN
sc-2345	89	16	(	(	PUNCT
sc-2345	89	17	containing	contain	VERB
sc-2345	89	18	different	different	ADJ
sc-2345	89	19	iot	iot	NOUN
sc-2345	89	20	devices	device	NOUN
sc-2345	89	21	)	)	PUNCT
sc-2345	89	22	,	,	PUNCT
sc-2345	89	23	particularly	particularly	ADV
sc-2345	89	24	using	use	VERB
sc-2345	89	25	raspberry	raspberry	NOUN
sc-2345	89	26	pi	pi	NOUN
sc-2345	89	27	based	base	VERB
sc-2345	89	28	implementation	implementation	NOUN
sc-2345	89	29	,	,	PUNCT
sc-2345	89	30	is	be	AUX
sc-2345	89	31	relevant	relevant	ADJ
sc-2345	89	32	to	to	ADP
sc-2345	89	33	the	the	DET
sc-2345	89	34	current	current	ADJ
sc-2345	89	35	research	research	NOUN
sc-2345	89	36	.	.	PUNCT
sc-2345	90	1	also	also	ADV
sc-2345	90	2	there	there	PRON
sc-2345	90	3	is	be	VERB
sc-2345	90	4	a	a	DET
sc-2345	90	5	significant	significant	ADJ
sc-2345	90	6	rise	rise	NOUN
sc-2345	90	7	in	in	ADP
sc-2345	90	8	the	the	DET
sc-2345	90	9	usage	usage	NOUN
sc-2345	90	10	of	of	ADP
sc-2345	90	11	iot	iot	NOUN
sc-2345	90	12	based	base	VERB
sc-2345	90	13	security	security	NOUN
sc-2345	90	14	devices	device	NOUN
sc-2345	90	15	for	for	ADP
sc-2345	90	16	smart	smart	ADJ
sc-2345	90	17	homes	home	NOUN
sc-2345	90	18	and	and	CCONJ
sc-2345	90	19	smes	sme	NOUN
sc-2345	90	20	[	[	X
sc-2345	90	21	16	16	NUM
sc-2345	90	22	]	]	PUNCT
sc-2345	90	23	.	.	PUNCT
sc-2345	91	1	also	also	ADV
sc-2345	91	2	with	with	ADP
sc-2345	91	3	the	the	DET
sc-2345	91	4	recent	recent	ADJ
sc-2345	91	5	advances	advance	NOUN
sc-2345	91	6	in	in	ADP
sc-2345	91	7	using	use	VERB
sc-2345	91	8	smart	smart	ADJ
sc-2345	91	9	devices	device	NOUN
sc-2345	91	10	,	,	PUNCT
sc-2345	91	11	it	it	PRON
sc-2345	91	12	is	be	AUX
sc-2345	91	13	widely	widely	ADV
sc-2345	91	14	accepted	accept	VERB
sc-2345	91	15	that	that	SCONJ
sc-2345	91	16	there	there	PRON
sc-2345	91	17	are	be	VERB
sc-2345	91	18	several	several	ADJ
sc-2345	91	19	security	security	NOUN
sc-2345	91	20	concerns	concern	NOUN
sc-2345	91	21	that	that	PRON
sc-2345	91	22	needs	need	VERB
sc-2345	91	23	to	to	PART
sc-2345	91	24	be	be	AUX
sc-2345	91	25	addressed	address	VERB
sc-2345	92	1	[	[	X
sc-2345	92	2	17	17	NUM
sc-2345	92	3	]	]	SYM
sc-2345	92	4	.	.	PUNCT
sc-2345	93	1	2.1	2.1	NUM
sc-2345	93	2	.	.	PUNCT
sc-2345	93	3	iot	iot	PROPN
sc-2345	93	4	based	base	VERB
sc-2345	93	5	ids	ids	PROPN
sc-2345	93	6	implementations	implementation	NOUN
sc-2345	93	7	iot	iot	PROPN
sc-2345	93	8	-	-	PUNCT
sc-2345	93	9	based	base	VERB
sc-2345	93	10	ids	ids	NOUN
sc-2345	93	11	implementations	implementation	NOUN
sc-2345	93	12	proposed	propose	VERB
sc-2345	93	13	by	by	ADP
sc-2345	93	14	the	the	DET
sc-2345	93	15	research	research	NOUN
sc-2345	93	16	fraternity	fraternity	NOUN
sc-2345	93	17	are	be	AUX
sc-2345	93	18	mostly	mostly	ADV
sc-2345	93	19	for	for	ADP
sc-2345	93	20	non	non	ADJ
sc-2345	93	21	-	-	ADJ
sc-2345	93	22	commercial	commercial	ADJ
sc-2345	93	23	purpose	purpose	NOUN
sc-2345	93	24	and	and	CCONJ
sc-2345	93	25	are	be	AUX
sc-2345	93	26	either	either	CCONJ
sc-2345	93	27	policy	policy	NOUN
sc-2345	93	28	-	-	PUNCT
sc-2345	93	29	based	base	VERB
sc-2345	93	30	or	or	CCONJ
sc-2345	93	31	graph	graph	NOUN
sc-2345	93	32	-	-	PUNCT
sc-2345	93	33	based	base	VERB
sc-2345	93	34	.	.	PUNCT
sc-2345	94	1	policybased	policybase	VERB
sc-2345	94	2	approaches	approach	NOUN
sc-2345	94	3	[	[	X
sc-2345	94	4	18	18	NUM
sc-2345	94	5	,	,	PUNCT
sc-2345	94	6	19	19	NUM
sc-2345	94	7	]	]	PUNCT
sc-2345	94	8	depend	depend	VERB
sc-2345	94	9	on	on	ADP
sc-2345	94	10	a	a	DET
sc-2345	94	11	fixed	fix	VERB
sc-2345	94	12	predefined	predefine	VERB
sc-2345	94	13	policy	policy	NOUN
sc-2345	94	14	based	base	VERB
sc-2345	94	15	on	on	ADP
sc-2345	94	16	a	a	DET
sc-2345	94	17	specific	specific	ADJ
sc-2345	94	18	domain	domain	NOUN
sc-2345	94	19	or	or	CCONJ
sc-2345	94	20	problem	problem	NOUN
sc-2345	94	21	-	-	PUNCT
sc-2345	94	22	based	base	VERB
sc-2345	94	23	scenario	scenario	NOUN
sc-2345	94	24	similar	similar	ADJ
sc-2345	94	25	to	to	ADP
sc-2345	94	26	traditional	traditional	ADJ
sc-2345	94	27	network	network	NOUN
sc-2345	94	28	traffic	traffic	NOUN
sc-2345	94	29	packet	packet	NOUN
sc-2345	94	30	filtering	filtering	NOUN
sc-2345	94	31	approaches	approach	NOUN
sc-2345	94	32	.	.	PUNCT
sc-2345	95	1	the	the	DET
sc-2345	95	2	graph	graph	NOUN
sc-2345	95	3	-	-	PUNCT
sc-2345	95	4	based	base	VERB
sc-2345	95	5	approaches	approach	NOUN
sc-2345	95	6	[	[	X
sc-2345	95	7	20	20	NUM
sc-2345	95	8	]	]	X
sc-2345	95	9	implement	implement	VERB
sc-2345	95	10	polices	police	NOUN
sc-2345	95	11	stored	store	VERB
sc-2345	95	12	in	in	ADP
sc-2345	95	13	a	a	DET
sc-2345	95	14	repository	repository	NOUN
sc-2345	95	15	,	,	PUNCT
sc-2345	95	16	which	which	PRON
sc-2345	95	17	can	can	AUX
sc-2345	95	18	be	be	AUX
sc-2345	95	19	updated	update	VERB
sc-2345	95	20	periodically	periodically	ADV
sc-2345	95	21	(	(	PUNCT
sc-2345	95	22	follows	follow	VERB
sc-2345	95	23	a	a	DET
sc-2345	95	24	dynamic	dynamic	ADJ
sc-2345	95	25	rule	rule	NOUN
sc-2345	95	26	)	)	PUNCT
sc-2345	95	27	.	.	PUNCT
sc-2345	96	1	such	such	ADJ
sc-2345	96	2	updates	update	NOUN
sc-2345	96	3	,	,	PUNCT
sc-2345	96	4	however	however	ADV
sc-2345	96	5	,	,	PUNCT
sc-2345	96	6	lead	lead	VERB
sc-2345	96	7	to	to	ADP
sc-2345	96	8	latency	latency	NOUN
sc-2345	96	9	.	.	PUNCT
sc-2345	97	1	a	a	DET
sc-2345	97	2	raspberry	raspberry	NOUN
sc-2345	97	3	pi	pi	NOUN
sc-2345	97	4	based	base	VERB
sc-2345	97	5	firewall	firewall	NOUN
sc-2345	97	6	proposed	propose	VERB
sc-2345	97	7	by	by	ADP
sc-2345	97	8	[	[	X
sc-2345	97	9	21	21	NUM
sc-2345	97	10	]	]	PUNCT
sc-2345	97	11	to	to	PART
sc-2345	97	12	secure	secure	VERB
sc-2345	97	13	home	home	NOUN
sc-2345	97	14	networks	network	NOUN
sc-2345	97	15	,	,	PUNCT
sc-2345	97	16	uses	use	VERB
sc-2345	97	17	a	a	DET
sc-2345	97	18	remote	remote	ADJ
sc-2345	97	19	cloud	cloud	NOUN
sc-2345	97	20	database	database	NOUN
sc-2345	97	21	with	with	ADP
sc-2345	97	22	set	set	NOUN
sc-2345	97	23	of	of	ADP
sc-2345	97	24	predefined	predefine	VERB
sc-2345	97	25	rules	rule	NOUN
sc-2345	97	26	.	.	PUNCT
sc-2345	98	1	it	it	PRON
sc-2345	98	2	uses	use	VERB
sc-2345	98	3	on	on	ADP
sc-2345	98	4	-	-	PUNCT
sc-2345	98	5	board	board	NOUN
sc-2345	98	6	ethernet	ethernet	NOUN
sc-2345	98	7	interface	interface	NOUN
sc-2345	98	8	for	for	ADP
sc-2345	98	9	incoming	incoming	ADJ
sc-2345	98	10	network	network	NOUN
sc-2345	98	11	traffic	traffic	NOUN
sc-2345	98	12	and	and	CCONJ
sc-2345	98	13	wifi	wifi	NOUN
sc-2345	98	14	for	for	ADP
sc-2345	98	15	outgoing	outgoing	ADJ
sc-2345	98	16	traffic	traffic	NOUN
sc-2345	98	17	.	.	PUNCT
sc-2345	99	1	the	the	DET
sc-2345	99	2	proposed	propose	VERB
sc-2345	99	3	approach	approach	NOUN
sc-2345	99	4	is	be	AUX
sc-2345	99	5	prone	prone	ADJ
sc-2345	99	6	to	to	ADP
sc-2345	99	7	delays	delay	NOUN
sc-2345	99	8	and	and	CCONJ
sc-2345	99	9	when	when	SCONJ
sc-2345	99	10	applied	apply	VERB
sc-2345	99	11	for	for	ADP
sc-2345	99	12	sme	sme	NOUN
sc-2345	99	13	networks	network	NOUN
sc-2345	99	14	may	may	AUX
sc-2345	99	15	incur	incur	VERB
sc-2345	99	16	significant	significant	ADJ
sc-2345	99	17	latency	latency	NOUN
sc-2345	99	18	.	.	PUNCT
sc-2345	100	1	another	another	DET
sc-2345	100	2	non	non	ADJ
sc-2345	100	3	-	-	ADJ
sc-2345	100	4	commercial	commercial	ADJ
sc-2345	100	5	implementation	implementation	NOUN
sc-2345	100	6	named	name	VERB
sc-2345	100	7	as	as	ADP
sc-2345	100	8	piids	piid	NOUN
sc-2345	100	9	is	be	AUX
sc-2345	100	10	3	3	NUM
sc-2345	100	11	raspberry	raspberry	NOUN
sc-2345	100	12	pi	pi	NOUN
sc-2345	100	13	-	-	PUNCT
sc-2345	100	14	based	base	VERB
sc-2345	100	15	intelligent	intelligent	ADJ
sc-2345	100	16	cyber	cyber	NOUN
sc-2345	100	17	defense	defense	NOUN
sc-2345	100	18	systems	system	NOUN
sc-2345	100	19	for	for	ADP
sc-2345	100	20	smes	sme	NOUN
sc-2345	100	21	and	and	CCONJ
sc-2345	100	22	smart	smart	ADJ
sc-2345	100	23	-	-	PUNCT
sc-2345	100	24	homes	home	NOUN
sc-2345	100	25	:	:	PUNCT
sc-2345	100	26	an	an	DET
sc-2345	100	27	exploratory	exploratory	ADJ
sc-2345	100	28	study	study	NOUN
sc-2345	100	29	eai	eai	NOUN
sc-2345	100	30	endorsed	endorse	VERB
sc-2345	100	31	transactions	transaction	NOUN
sc-2345	100	32	on	on	ADP
sc-2345	100	33	smart	smart	ADJ
sc-2345	100	34	cities	city	NOUN
sc-2345	100	35	03	03	NUM
sc-2345	100	36	2022	2022	NUM
sc-2345	100	37	09	09	NUM
sc-2345	100	38	2022	2022	NUM
sc-2345	100	39	|	|	ADV
sc-2345	100	40	volume	volume	NOUN
sc-2345	100	41	6	6	NUM
sc-2345	100	42	|	|	NOUN
sc-2345	100	43	issue	issue	NOUN
sc-2345	100	44	18	18	NUM
sc-2345	100	45	|	|	NOUN
sc-2345	100	46	e4	e4	VERB
sc-2345	100	47	a	a	DET
sc-2345	100	48	raspberry	raspberry	NOUN
sc-2345	100	49	pi	pi	NOUN
sc-2345	100	50	2.0	2.0	NUM
sc-2345	100	51	-	-	PUNCT
sc-2345	100	52	based	base	VERB
sc-2345	100	53	standalone	standalone	NOUN
sc-2345	100	54	firewall	firewall	NOUN
sc-2345	100	55	implemented	implement	VERB
sc-2345	100	56	to	to	PART
sc-2345	100	57	filter	filter	VERB
sc-2345	100	58	websites	website	NOUN
sc-2345	100	59	in	in	ADP
sc-2345	100	60	a	a	DET
sc-2345	100	61	school	school	NOUN
sc-2345	100	62	network	network	NOUN
sc-2345	100	63	.	.	PUNCT
sc-2345	101	1	although	although	SCONJ
sc-2345	101	2	,	,	PUNCT
sc-2345	101	3	an	an	DET
sc-2345	101	4	interesting	interesting	ADJ
sc-2345	101	5	concept	concept	NOUN
sc-2345	101	6	,	,	PUNCT
sc-2345	101	7	it	it	PRON
sc-2345	101	8	has	have	VERB
sc-2345	101	9	significant	significant	ADJ
sc-2345	101	10	limitations	limitation	NOUN
sc-2345	101	11	in	in	ADP
sc-2345	101	12	context	context	NOUN
sc-2345	101	13	to	to	ADP
sc-2345	101	14	operation	operation	NOUN
sc-2345	101	15	time	time	NOUN
sc-2345	101	16	and	and	CCONJ
sc-2345	101	17	network	network	NOUN
sc-2345	101	18	traffic	traffic	NOUN
sc-2345	101	19	filtering	filtering	NOUN
sc-2345	101	20	capability	capability	NOUN
sc-2345	101	21	.	.	PUNCT
sc-2345	102	1	few	few	ADJ
sc-2345	102	2	research	research	NOUN
sc-2345	102	3	also	also	ADV
sc-2345	102	4	proposed	propose	VERB
sc-2345	102	5	installing	instal	VERB
sc-2345	102	6	open	open	ADJ
sc-2345	102	7	source	source	NOUN
sc-2345	102	8	idss	idss	ADV
sc-2345	102	9	on	on	ADP
sc-2345	102	10	raspberry	raspberry	NOUN
sc-2345	102	11	pi	pi	NOUN
sc-2345	102	12	so	so	SCONJ
sc-2345	102	13	that	that	SCONJ
sc-2345	102	14	it	it	PRON
sc-2345	102	15	can	can	AUX
sc-2345	102	16	replace	replace	VERB
sc-2345	102	17	a	a	DET
sc-2345	102	18	regular	regular	ADJ
sc-2345	102	19	computer	computer	NOUN
sc-2345	102	20	and	and	CCONJ
sc-2345	102	21	can	can	AUX
sc-2345	102	22	operate	operate	VERB
sc-2345	102	23	as	as	ADP
sc-2345	102	24	a	a	DET
sc-2345	102	25	complete	complete	ADJ
sc-2345	102	26	ids	id	NOUN
sc-2345	102	27	of	of	ADP
sc-2345	102	28	its	its	PRON
sc-2345	102	29	own	own	ADJ
sc-2345	102	30	.	.	PUNCT
sc-2345	103	1	for	for	ADP
sc-2345	103	2	example	example	NOUN
sc-2345	103	3	,	,	PUNCT
sc-2345	103	4	netgaurd	netgaurd	INTJ
sc-2345	103	5	,	,	PUNCT
sc-2345	103	6	proposed	propose	VERB
sc-2345	103	7	for	for	ADP
sc-2345	103	8	traffic	traffic	NOUN
sc-2345	103	9	monitoring	monitoring	NOUN
sc-2345	103	10	to	to	PART
sc-2345	103	11	track	track	VERB
sc-2345	103	12	man	man	NOUN
sc-2345	103	13	-	-	PUNCT
sc-2345	103	14	in	in	ADP
sc-2345	103	15	-	-	PUNCT
sc-2345	103	16	the	the	DET
sc-2345	103	17	-	-	PUNCT
sc-2345	103	18	middle	middle	ADJ
sc-2345	103	19	attacks	attack	NOUN
sc-2345	103	20	,	,	PUNCT
sc-2345	103	21	installs	install	VERB
sc-2345	103	22	an	an	DET
sc-2345	103	23	open	open	ADJ
sc-2345	103	24	vpn	vpn	NOUN
sc-2345	103	25	and	and	CCONJ
sc-2345	103	26	ids	ids	PROPN
sc-2345	103	27	software	software	NOUN
sc-2345	103	28	on	on	ADP
sc-2345	103	29	raspberry	raspberry	NOUN
sc-2345	103	30	pi	pi	NOUN
sc-2345	103	31	to	to	PART
sc-2345	103	32	implement	implement	VERB
sc-2345	103	33	a	a	DET
sc-2345	103	34	complete	complete	ADJ
sc-2345	103	35	ids	id	NOUN
sc-2345	104	1	[	[	X
sc-2345	104	2	22	22	NUM
sc-2345	104	3	]	]	PUNCT
sc-2345	104	4	.	.	PUNCT
sc-2345	105	1	however	however	ADV
sc-2345	105	2	,	,	PUNCT
sc-2345	105	3	netgaurd	netgaurd	PROPN
sc-2345	105	4	is	be	AUX
sc-2345	105	5	nothing	nothing	PRON
sc-2345	105	6	different	different	ADJ
sc-2345	105	7	to	to	ADP
sc-2345	105	8	a	a	DET
sc-2345	105	9	traditional	traditional	ADJ
sc-2345	105	10	ids	id	NOUN
sc-2345	105	11	and	and	CCONJ
sc-2345	105	12	just	just	ADV
sc-2345	105	13	provides	provide	VERB
sc-2345	105	14	privacy	privacy	NOUN
sc-2345	105	15	by	by	ADP
sc-2345	105	16	hiding	hide	VERB
sc-2345	105	17	the	the	DET
sc-2345	105	18	ip	ip	NOUN
sc-2345	105	19	of	of	ADP
sc-2345	105	20	the	the	DET
sc-2345	105	21	monitoring	monitoring	NOUN
sc-2345	105	22	source	source	NOUN
sc-2345	105	23	,	,	PUNCT
sc-2345	105	24	as	as	ADP
sc-2345	105	25	an	an	DET
sc-2345	105	26	extra	extra	ADJ
sc-2345	105	27	feature	feature	NOUN
sc-2345	105	28	.	.	PUNCT
sc-2345	106	1	there	there	PRON
sc-2345	106	2	are	be	VERB
sc-2345	106	3	few	few	ADJ
sc-2345	106	4	other	other	ADJ
sc-2345	106	5	similar	similar	ADJ
sc-2345	106	6	implementations	implementation	NOUN
sc-2345	106	7	like	like	ADP
sc-2345	106	8	[	[	X
sc-2345	106	9	23	23	NUM
sc-2345	106	10	,	,	PUNCT
sc-2345	106	11	24	24	NUM
sc-2345	106	12	]	]	PUNCT
sc-2345	106	13	.	.	PUNCT
sc-2345	107	1	the	the	DET
sc-2345	107	2	mere	mere	ADJ
sc-2345	107	3	purpose	purpose	NOUN
sc-2345	107	4	of	of	ADP
sc-2345	107	5	these	these	DET
sc-2345	107	6	implementation	implementation	NOUN
sc-2345	107	7	is	be	AUX
sc-2345	107	8	to	to	PART
sc-2345	107	9	install	install	VERB
sc-2345	107	10	and	and	CCONJ
sc-2345	107	11	test	test	NOUN
sc-2345	107	12	ids	id	NOUN
sc-2345	107	13	software	software	NOUN
sc-2345	107	14	on	on	ADP
sc-2345	107	15	raspberry	raspberry	NOUN
sc-2345	107	16	pi	pi	NOUN
sc-2345	107	17	for	for	ADP
sc-2345	107	18	various	various	ADJ
sc-2345	107	19	purposes	purpose	NOUN
sc-2345	107	20	.	.	PUNCT
sc-2345	108	1	two	two	NUM
sc-2345	108	2	other	other	ADJ
sc-2345	108	3	research	research	NOUN
sc-2345	108	4	proposed	propose	VERB
sc-2345	108	5	by	by	ADP
sc-2345	108	6	[	[	X
sc-2345	108	7	25	25	NUM
sc-2345	108	8	,	,	PUNCT
sc-2345	108	9	26	26	NUM
sc-2345	108	10	]	]	PUNCT
sc-2345	108	11	,	,	PUNCT
sc-2345	108	12	used	use	VERB
sc-2345	108	13	classification	classification	NOUN
sc-2345	108	14	techniques	technique	NOUN
sc-2345	108	15	for	for	ADP
sc-2345	108	16	detection	detection	NOUN
sc-2345	108	17	malicious	malicious	ADJ
sc-2345	108	18	contents	content	NOUN
sc-2345	108	19	in	in	ADP
sc-2345	108	20	incoming	incoming	ADJ
sc-2345	108	21	network	network	NOUN
sc-2345	108	22	traffic	traffic	NOUN
sc-2345	108	23	.	.	PUNCT
sc-2345	109	1	however	however	ADV
sc-2345	109	2	,	,	PUNCT
sc-2345	109	3	not	not	PART
sc-2345	109	4	only	only	ADV
sc-2345	109	5	these	these	DET
sc-2345	109	6	two	two	NUM
sc-2345	109	7	proposals	proposal	NOUN
sc-2345	109	8	lacked	lack	VERB
sc-2345	109	9	the	the	DET
sc-2345	109	10	technical	technical	ADJ
sc-2345	109	11	details	detail	NOUN
sc-2345	109	12	of	of	ADP
sc-2345	109	13	hardware	hardware	NOUN
sc-2345	109	14	and	and	CCONJ
sc-2345	109	15	software	software	NOUN
sc-2345	109	16	limitations	limitation	NOUN
sc-2345	109	17	of	of	ADP
sc-2345	109	18	raspberry	raspberry	NOUN
sc-2345	109	19	pi	pi	NOUN
sc-2345	109	20	when	when	SCONJ
sc-2345	109	21	experimenting	experiment	VERB
sc-2345	109	22	it	it	PRON
sc-2345	109	23	as	as	ADP
sc-2345	109	24	an	an	DET
sc-2345	109	25	ids	id	NOUN
sc-2345	109	26	,	,	PUNCT
sc-2345	109	27	but	but	CCONJ
sc-2345	109	28	also	also	ADV
sc-2345	109	29	,	,	PUNCT
sc-2345	109	30	they	they	PRON
sc-2345	109	31	considered	consider	VERB
sc-2345	109	32	limited	limited	ADJ
sc-2345	109	33	traffic	traffic	NOUN
sc-2345	109	34	with	with	ADP
sc-2345	109	35	known	know	VERB
sc-2345	109	36	malicious	malicious	ADJ
sc-2345	109	37	variants	variant	NOUN
sc-2345	109	38	during	during	ADP
sc-2345	109	39	the	the	DET
sc-2345	109	40	experiments	experiment	NOUN
sc-2345	109	41	.	.	PUNCT
sc-2345	110	1	so	so	ADV
sc-2345	110	2	,	,	PUNCT
sc-2345	110	3	previous	previous	ADJ
sc-2345	110	4	research	research	NOUN
sc-2345	110	5	mostly	mostly	ADV
sc-2345	110	6	focused	focus	VERB
sc-2345	110	7	on	on	ADP
sc-2345	110	8	studying	study	VERB
sc-2345	110	9	how	how	SCONJ
sc-2345	110	10	raspberry	raspberry	NOUN
sc-2345	110	11	pi	pi	NOUN
sc-2345	110	12	-	-	PUNCT
sc-2345	110	13	based	base	VERB
sc-2345	110	14	ids	id	NOUN
sc-2345	110	15	can	can	AUX
sc-2345	110	16	be	be	AUX
sc-2345	110	17	implemented	implement	VERB
sc-2345	110	18	and	and	CCONJ
sc-2345	110	19	if	if	SCONJ
sc-2345	110	20	it	it	PRON
sc-2345	110	21	can	can	AUX
sc-2345	110	22	replace	replace	VERB
sc-2345	110	23	the	the	DET
sc-2345	110	24	traditional	traditional	ADJ
sc-2345	110	25	rule	rule	NOUN
sc-2345	110	26	-	-	PUNCT
sc-2345	110	27	based	base	VERB
sc-2345	110	28	ids	id	NOUN
sc-2345	110	29	implemented	implement	VERB
sc-2345	110	30	on	on	ADP
sc-2345	110	31	normal	normal	ADJ
sc-2345	110	32	computers	computer	NOUN
sc-2345	110	33	.	.	PUNCT
sc-2345	111	1	these	these	DET
sc-2345	111	2	implementations	implementation	NOUN
sc-2345	111	3	,	,	PUNCT
sc-2345	111	4	knowingly	knowingly	ADV
sc-2345	111	5	or	or	CCONJ
sc-2345	111	6	unknowingly	unknowingly	ADV
sc-2345	111	7	overlooked	overlook	VERB
sc-2345	111	8	the	the	DET
sc-2345	111	9	different	different	ADJ
sc-2345	111	10	challenges	challenge	NOUN
sc-2345	111	11	,	,	PUNCT
sc-2345	111	12	including	include	VERB
sc-2345	111	13	hardware	hardware	NOUN
sc-2345	111	14	limitations	limitation	NOUN
sc-2345	111	15	,	,	PUNCT
sc-2345	111	16	to	to	PART
sc-2345	111	17	make	make	VERB
sc-2345	111	18	raspberry	raspberry	NOUN
sc-2345	111	19	pi	pi	NOUN
sc-2345	111	20	operate	operate	VERB
sc-2345	111	21	as	as	ADP
sc-2345	111	22	a	a	DET
sc-2345	111	23	fully	fully	ADV
sc-2345	111	24	commercial	commercial	ADJ
sc-2345	111	25	and	and	CCONJ
sc-2345	111	26	real	real	ADJ
sc-2345	111	27	-	-	PUNCT
sc-2345	111	28	world	world	NOUN
sc-2345	111	29	implementation	implementation	NOUN
sc-2345	111	30	of	of	ADP
sc-2345	111	31	ids	id	NOUN
sc-2345	111	32	.	.	PUNCT
sc-2345	112	1	furthermore	furthermore	ADV
sc-2345	112	2	,	,	PUNCT
sc-2345	112	3	such	such	ADJ
sc-2345	112	4	implementations	implementation	NOUN
sc-2345	112	5	are	be	AUX
sc-2345	112	6	vertically	vertically	ADV
sc-2345	112	7	divided	divide	VERB
sc-2345	112	8	into	into	ADP
sc-2345	112	9	cloud	cloud	NOUN
sc-2345	112	10	based	base	VERB
sc-2345	112	11	and	and	CCONJ
sc-2345	112	12	non	non	ADJ
sc-2345	112	13	-	-	ADJ
sc-2345	112	14	cloud	cloud	ADJ
sc-2345	112	15	based	base	VERB
sc-2345	112	16	and	and	CCONJ
sc-2345	112	17	do	do	AUX
sc-2345	112	18	not	not	PART
sc-2345	112	19	emphasize	emphasize	VERB
sc-2345	112	20	the	the	DET
sc-2345	112	21	need	need	NOUN
sc-2345	112	22	of	of	ADP
sc-2345	112	23	a	a	DET
sc-2345	112	24	mixed	mixed	ADJ
sc-2345	112	25	model	model	NOUN
sc-2345	112	26	or	or	CCONJ
sc-2345	112	27	failover	failover	NOUN
sc-2345	112	28	model	model	NOUN
sc-2345	112	29	.	.	PUNCT
sc-2345	113	1	filtering	filter	VERB
sc-2345	113	2	approaches	approach	NOUN
sc-2345	113	3	.	.	PUNCT
sc-2345	114	1	traditional	traditional	ADJ
sc-2345	114	2	firewalls	firewall	NOUN
sc-2345	114	3	and	and	CCONJ
sc-2345	114	4	idss	idss	ADV
sc-2345	114	5	use	use	VERB
sc-2345	114	6	packet	packet	NOUN
sc-2345	114	7	inspection	inspection	NOUN
sc-2345	114	8	for	for	ADP
sc-2345	114	9	filtering	filter	VERB
sc-2345	114	10	traffic	traffic	NOUN
sc-2345	114	11	based	base	VERB
sc-2345	114	12	on	on	ADP
sc-2345	114	13	malware	malware	NOUN
sc-2345	114	14	impressions	impression	NOUN
sc-2345	114	15	[	[	X
sc-2345	114	16	27–29	27–29	NUM
sc-2345	114	17	]	]	PUNCT
sc-2345	114	18	.	.	PUNCT
sc-2345	115	1	the	the	DET
sc-2345	115	2	workable	workable	ADJ
sc-2345	115	3	solution	solution	NOUN
sc-2345	115	4	proposed	propose	VERB
sc-2345	115	5	in	in	ADP
sc-2345	115	6	[	[	X
sc-2345	115	7	28	28	NUM
sc-2345	115	8	]	]	X
sc-2345	115	9	used	use	VERB
sc-2345	115	10	a	a	DET
sc-2345	115	11	conceptual	conceptual	ADJ
sc-2345	115	12	’	'	PUNCT
sc-2345	115	13	trust	trust	NOUN
sc-2345	115	14	’	'	PUNCT
sc-2345	115	15	based	base	VERB
sc-2345	115	16	filtering	filter	VERB
sc-2345	115	17	that	that	PRON
sc-2345	115	18	only	only	ADV
sc-2345	115	19	allowed	allow	VERB
sc-2345	115	20	’	'	PUNCT
sc-2345	115	21	useful	useful	ADJ
sc-2345	115	22	’	'	PUNCT
sc-2345	115	23	packets	packet	NOUN
sc-2345	115	24	to	to	PART
sc-2345	115	25	pass	pass	VERB
sc-2345	115	26	through	through	ADP
sc-2345	115	27	.	.	PUNCT
sc-2345	116	1	false	false	ADJ
sc-2345	116	2	positive	positive	ADJ
sc-2345	116	3	results	result	NOUN
sc-2345	116	4	are	be	AUX
sc-2345	116	5	often	often	ADV
sc-2345	116	6	produced	produce	VERB
sc-2345	116	7	by	by	ADP
sc-2345	116	8	the	the	DET
sc-2345	116	9	trust	trust	NOUN
sc-2345	116	10	-	-	PUNCT
sc-2345	116	11	based	base	VERB
sc-2345	116	12	approach	approach	NOUN
sc-2345	116	13	(	(	PUNCT
sc-2345	116	14	similar	similar	ADJ
sc-2345	116	15	to	to	ADP
sc-2345	116	16	traditional	traditional	ADJ
sc-2345	116	17	fuzzy	fuzzy	ADJ
sc-2345	116	18	rule	rule	NOUN
sc-2345	116	19	-	-	PUNCT
sc-2345	116	20	based	base	VERB
sc-2345	116	21	approach	approach	NOUN
sc-2345	116	22	)	)	PUNCT
sc-2345	116	23	and	and	CCONJ
sc-2345	116	24	hence	hence	ADV
sc-2345	116	25	it	it	PRON
sc-2345	116	26	was	be	AUX
sc-2345	116	27	inconsistent	inconsistent	ADJ
sc-2345	116	28	in	in	ADP
sc-2345	116	29	nature	nature	NOUN
sc-2345	117	1	[	[	X
sc-2345	117	2	28	28	NUM
sc-2345	117	3	]	]	PUNCT
sc-2345	117	4	.	.	PUNCT
sc-2345	118	1	however	however	ADV
sc-2345	118	2	,	,	PUNCT
sc-2345	118	3	the	the	DET
sc-2345	118	4	proposed	propose	VERB
sc-2345	118	5	approach	approach	NOUN
sc-2345	118	6	was	be	AUX
sc-2345	118	7	successful	successful	ADJ
sc-2345	118	8	in	in	ADP
sc-2345	118	9	detecting	detect	VERB
sc-2345	118	10	malicious	malicious	ADJ
sc-2345	118	11	contents	content	NOUN
sc-2345	118	12	resulting	result	VERB
sc-2345	118	13	from	from	ADP
sc-2345	118	14	insider	insider	NOUN
sc-2345	118	15	attacks	attack	NOUN
sc-2345	118	16	in	in	ADP
sc-2345	118	17	an	an	DET
sc-2345	118	18	organization	organization	NOUN
sc-2345	118	19	.	.	PUNCT
sc-2345	119	1	since	since	SCONJ
sc-2345	119	2	,	,	PUNCT
sc-2345	119	3	icds	icd	NOUN
sc-2345	119	4	mostly	mostly	ADV
sc-2345	119	5	deals	deal	VERB
sc-2345	119	6	with	with	ADP
sc-2345	119	7	identifying	identify	VERB
sc-2345	119	8	and	and	CCONJ
sc-2345	119	9	filtering	filter	VERB
sc-2345	119	10	malicious	malicious	ADJ
sc-2345	119	11	contents	content	NOUN
sc-2345	119	12	from	from	ADP
sc-2345	119	13	external	external	ADJ
sc-2345	119	14	network	network	NOUN
sc-2345	119	15	traffic	traffic	NOUN
sc-2345	119	16	trying	try	VERB
sc-2345	119	17	to	to	PART
sc-2345	119	18	penetrate	penetrate	VERB
sc-2345	119	19	inside	inside	ADP
sc-2345	119	20	an	an	DET
sc-2345	119	21	sme	sme	NOUN
sc-2345	119	22	network	network	NOUN
sc-2345	119	23	,	,	PUNCT
sc-2345	119	24	insider	insider	NOUN
sc-2345	119	25	attacks	attack	NOUN
sc-2345	119	26	at	at	ADP
sc-2345	119	27	this	this	DET
sc-2345	119	28	stage	stage	NOUN
sc-2345	119	29	of	of	ADP
sc-2345	119	30	the	the	DET
sc-2345	119	31	research	research	NOUN
sc-2345	119	32	is	be	AUX
sc-2345	119	33	not	not	PART
sc-2345	119	34	considered	consider	VERB
sc-2345	119	35	.	.	PUNCT
sc-2345	120	1	the	the	DET
sc-2345	120	2	filtering	filter	VERB
sc-2345	120	3	approach	approach	NOUN
sc-2345	120	4	presented	present	VERB
sc-2345	120	5	in	in	ADP
sc-2345	120	6	[	[	X
sc-2345	120	7	27	27	NUM
sc-2345	120	8	]	]	PUNCT
sc-2345	120	9	consisted	consist	VERB
sc-2345	120	10	of	of	ADP
sc-2345	120	11	a	a	DET
sc-2345	120	12	restriction	restriction	NOUN
sc-2345	120	13	and	and	CCONJ
sc-2345	120	14	access	access	NOUN
sc-2345	120	15	policy	policy	NOUN
sc-2345	120	16	working	work	VERB
sc-2345	120	17	as	as	ADP
sc-2345	120	18	a	a	DET
sc-2345	120	19	traditional	traditional	ADJ
sc-2345	120	20	gateway	gateway	NOUN
sc-2345	120	21	.	.	PUNCT
sc-2345	121	1	however	however	ADV
sc-2345	121	2	,	,	PUNCT
sc-2345	121	3	no	no	DET
sc-2345	121	4	evidence	evidence	NOUN
sc-2345	121	5	of	of	ADP
sc-2345	121	6	experimental	experimental	ADJ
sc-2345	121	7	evaluation	evaluation	NOUN
sc-2345	121	8	of	of	ADP
sc-2345	121	9	the	the	DET
sc-2345	121	10	approach	approach	NOUN
sc-2345	121	11	is	be	AUX
sc-2345	121	12	proposed	propose	VERB
sc-2345	121	13	.	.	PUNCT
sc-2345	122	1	an	an	DET
sc-2345	122	2	interesting	interesting	ADJ
sc-2345	122	3	machine	machine	NOUN
sc-2345	122	4	learning	learning	NOUN
sc-2345	122	5	based	base	VERB
sc-2345	122	6	filtering	filtering	NOUN
sc-2345	122	7	model	model	NOUN
sc-2345	122	8	using	use	VERB
sc-2345	122	9	support	support	NOUN
sc-2345	122	10	vector	vector	NOUN
sc-2345	122	11	machines	machine	NOUN
sc-2345	122	12	(	(	PUNCT
sc-2345	122	13	svm	svm	PROPN
sc-2345	122	14	)	)	PUNCT
sc-2345	122	15	and	and	CCONJ
sc-2345	122	16	naïve	naïve	ADJ
sc-2345	122	17	bayes	bayes	PROPN
sc-2345	122	18	is	be	AUX
sc-2345	122	19	presented	present	VERB
sc-2345	122	20	in	in	ADP
sc-2345	122	21	[	[	X
sc-2345	122	22	29	29	NUM
sc-2345	122	23	]	]	PUNCT
sc-2345	122	24	,	,	PUNCT
sc-2345	122	25	which	which	PRON
sc-2345	122	26	also	also	ADV
sc-2345	122	27	provides	provide	VERB
sc-2345	122	28	a	a	DET
sc-2345	122	29	good	good	ADJ
sc-2345	122	30	practical	practical	ADJ
sc-2345	122	31	implementation	implementation	NOUN
sc-2345	122	32	scenario	scenario	NOUN
sc-2345	122	33	.	.	PUNCT
sc-2345	123	1	however	however	ADV
sc-2345	123	2	,	,	PUNCT
sc-2345	123	3	due	due	ADP
sc-2345	123	4	to	to	ADP
sc-2345	123	5	its	its	PRON
sc-2345	123	6	resource	resource	NOUN
sc-2345	123	7	heavy	heavy	ADJ
sc-2345	123	8	and	and	CCONJ
sc-2345	123	9	computationally	computationally	ADV
sc-2345	123	10	complex	complex	ADJ
sc-2345	123	11	nature	nature	NOUN
sc-2345	123	12	,	,	PUNCT
sc-2345	123	13	this	this	DET
sc-2345	123	14	proposed	propose	VERB
sc-2345	123	15	approach	approach	NOUN
sc-2345	123	16	is	be	AUX
sc-2345	123	17	unsuitable	unsuitable	ADJ
sc-2345	123	18	for	for	ADP
sc-2345	123	19	smes	sme	NOUN
sc-2345	123	20	.	.	PUNCT
sc-2345	124	1	all	all	DET
sc-2345	124	2	these	these	DET
sc-2345	124	3	discussed	discuss	VERB
sc-2345	124	4	research	research	NOUN
sc-2345	124	5	work	work	NOUN
sc-2345	124	6	provide	provide	VERB
sc-2345	124	7	an	an	DET
sc-2345	124	8	overview	overview	NOUN
sc-2345	124	9	of	of	ADP
sc-2345	124	10	important	important	ADJ
sc-2345	124	11	methods	method	NOUN
sc-2345	124	12	proposed	propose	VERB
sc-2345	124	13	for	for	ADP
sc-2345	124	14	malicious	malicious	ADJ
sc-2345	124	15	network	network	NOUN
sc-2345	124	16	traffic	traffic	NOUN
sc-2345	124	17	filtering	filtering	NOUN
sc-2345	124	18	based	base	VERB
sc-2345	124	19	on	on	ADP
sc-2345	124	20	purpose	purpose	NOUN
sc-2345	124	21	and	and	CCONJ
sc-2345	124	22	relevance	relevance	NOUN
sc-2345	124	23	.	.	PUNCT
sc-2345	125	1	however	however	ADV
sc-2345	125	2	,	,	PUNCT
sc-2345	125	3	these	these	DET
sc-2345	125	4	implementations	implementation	NOUN
sc-2345	125	5	are	be	AUX
sc-2345	125	6	generic	generic	ADJ
sc-2345	125	7	in	in	ADP
sc-2345	125	8	nature	nature	NOUN
sc-2345	125	9	,	,	PUNCT
sc-2345	125	10	not	not	PART
sc-2345	125	11	cost	cost	VERB
sc-2345	125	12	effective	effective	ADJ
sc-2345	125	13	,	,	PUNCT
sc-2345	125	14	and	and	CCONJ
sc-2345	125	15	demand	demand	VERB
sc-2345	125	16	high	high	ADJ
sc-2345	125	17	configuration	configuration	NOUN
sc-2345	125	18	hardware	hardware	NOUN
sc-2345	125	19	for	for	ADP
sc-2345	125	20	implementation	implementation	NOUN
sc-2345	125	21	.	.	PUNCT
sc-2345	126	1	the	the	DET
sc-2345	126	2	next	next	ADJ
sc-2345	126	3	subsection	subsection	NOUN
sc-2345	126	4	discusses	discuss	VERB
sc-2345	126	5	the	the	DET
sc-2345	126	6	implementation	implementation	NOUN
sc-2345	126	7	of	of	ADP
sc-2345	126	8	raspberry	raspberry	PROPN
sc-2345	126	9	pi	pi	NOUN
sc-2345	126	10	-	-	PUNCT
sc-2345	126	11	based	base	VERB
sc-2345	126	12	low	low	ADJ
sc-2345	126	13	-	-	PUNCT
sc-2345	126	14	cost	cost	NOUN
sc-2345	126	15	ids	id	NOUN
sc-2345	126	16	systems	system	NOUN
sc-2345	126	17	.	.	PUNCT
sc-2345	127	1	key	key	ADJ
sc-2345	127	2	challenges	challenge	NOUN
sc-2345	127	3	to	to	PART
sc-2345	127	4	consider	consider	VERB
sc-2345	127	5	in	in	ADP
sc-2345	127	6	raspberry	raspberry	NOUN
sc-2345	127	7	pi	pi	NOUN
sc-2345	127	8	-	-	PUNCT
sc-2345	127	9	based	base	VERB
sc-2345	127	10	ids	id	NOUN
sc-2345	127	11	.	.	PUNCT
sc-2345	128	1	on	on	ADP
sc-2345	128	2	a	a	DET
sc-2345	128	3	practical	practical	ADJ
sc-2345	128	4	note	note	NOUN
sc-2345	128	5	,	,	PUNCT
sc-2345	128	6	the	the	DET
sc-2345	128	7	following	follow	VERB
sc-2345	128	8	challenges	challenge	NOUN
sc-2345	128	9	need	need	VERB
sc-2345	128	10	to	to	PART
sc-2345	128	11	be	be	AUX
sc-2345	128	12	considered	consider	VERB
sc-2345	128	13	if	if	SCONJ
sc-2345	128	14	implementing	implement	VERB
sc-2345	128	15	a	a	DET
sc-2345	128	16	raspberry	raspberry	NOUN
sc-2345	128	17	pibased	pibase	VERB
sc-2345	128	18	icds	icd	NOUN
sc-2345	128	19	for	for	ADP
sc-2345	128	20	filtering	filter	VERB
sc-2345	128	21	malicious	malicious	ADJ
sc-2345	128	22	network	network	NOUN
sc-2345	128	23	traffic	traffic	NOUN
sc-2345	128	24	contents	content	NOUN
sc-2345	128	25	from	from	ADP
sc-2345	128	26	entering	enter	VERB
sc-2345	128	27	sme	sme	NOUN
sc-2345	128	28	networks	network	NOUN
sc-2345	128	29	.	.	PUNCT
sc-2345	129	1	•	•	NUM
sc-2345	129	2	handling	handle	VERB
sc-2345	129	3	high	high	ADJ
sc-2345	129	4	volumes	volume	NOUN
sc-2345	129	5	of	of	ADP
sc-2345	129	6	traffic	traffic	NOUN
sc-2345	129	7	:	:	PUNCT
sc-2345	129	8	raspberry	raspberry	NOUN
sc-2345	129	9	pi	pi	NOUN
sc-2345	129	10	has	have	VERB
sc-2345	129	11	one	one	NUM
sc-2345	129	12	on	on	ADP
sc-2345	129	13	-	-	PUNCT
sc-2345	129	14	board	board	NOUN
sc-2345	129	15	ethernet	ethernet	NOUN
sc-2345	129	16	port	port	NOUN
sc-2345	129	17	,	,	PUNCT
sc-2345	129	18	which	which	PRON
sc-2345	129	19	limits	limit	VERB
sc-2345	129	20	and	and	CCONJ
sc-2345	129	21	delays	delay	VERB
sc-2345	129	22	the	the	DET
sc-2345	129	23	flow	flow	NOUN
sc-2345	129	24	of	of	ADP
sc-2345	129	25	incoming	incoming	ADJ
sc-2345	129	26	(	(	PUNCT
sc-2345	129	27	from	from	ADP
sc-2345	129	28	the	the	DET
sc-2345	129	29	internet	internet	NOUN
sc-2345	129	30	)	)	PUNCT
sc-2345	129	31	and	and	CCONJ
sc-2345	129	32	outgoing	outgoing	ADJ
sc-2345	129	33	traffic	traffic	NOUN
sc-2345	129	34	(	(	PUNCT
sc-2345	129	35	after	after	ADP
sc-2345	129	36	filtering	filter	VERB
sc-2345	129	37	)	)	PUNCT
sc-2345	129	38	.	.	PUNCT
sc-2345	130	1	how	how	SCONJ
sc-2345	130	2	to	to	PART
sc-2345	130	3	handle	handle	VERB
sc-2345	130	4	such	such	ADJ
sc-2345	130	5	latency	latency	NOUN
sc-2345	130	6	?	?	PUNCT
sc-2345	131	1	if	if	SCONJ
sc-2345	131	2	external	external	ADJ
sc-2345	131	3	ethernet	ethernet	NOUN
sc-2345	131	4	adapter	adapter	NOUN
sc-2345	131	5	is	be	AUX
sc-2345	131	6	used	use	VERB
sc-2345	131	7	,	,	PUNCT
sc-2345	131	8	what	what	PRON
sc-2345	131	9	are	be	AUX
sc-2345	131	10	its	its	PRON
sc-2345	131	11	implications	implication	NOUN
sc-2345	131	12	in	in	ADP
sc-2345	131	13	terms	term	NOUN
sc-2345	131	14	of	of	ADP
sc-2345	131	15	power	power	NOUN
sc-2345	131	16	,	,	PUNCT
sc-2345	131	17	cost	cost	NOUN
sc-2345	131	18	and	and	CCONJ
sc-2345	131	19	heat	heat	NOUN
sc-2345	131	20	?	?	PUNCT
sc-2345	132	1	•	•	NUM
sc-2345	132	2	processing	processing	NOUN
sc-2345	132	3	capabilities	capability	NOUN
sc-2345	132	4	:	:	PUNCT
sc-2345	132	5	raspberry	raspberry	NOUN
sc-2345	132	6	-	-	PUNCT
sc-2345	132	7	pi	pi	NOUN
sc-2345	132	8	,	,	PUNCT
sc-2345	132	9	being	be	AUX
sc-2345	132	10	an	an	DET
sc-2345	132	11	embedded	embed	VERB
sc-2345	132	12	system	system	NOUN
sc-2345	132	13	has	have	VERB
sc-2345	132	14	a	a	DET
sc-2345	132	15	low	low	ADJ
sc-2345	132	16	end	end	NOUN
sc-2345	132	17	process	process	NOUN
sc-2345	132	18	and	and	CCONJ
sc-2345	132	19	its	its	PRON
sc-2345	132	20	processing	processing	NOUN
sc-2345	132	21	capabilities	capability	NOUN
sc-2345	132	22	may	may	AUX
sc-2345	132	23	create	create	VERB
sc-2345	132	24	some	some	DET
sc-2345	132	25	issue	issue	NOUN
sc-2345	132	26	while	while	SCONJ
sc-2345	132	27	handling	handle	VERB
sc-2345	132	28	the	the	DET
sc-2345	132	29	traffic	traffic	NOUN
sc-2345	132	30	and	and	CCONJ
sc-2345	132	31	may	may	AUX
sc-2345	132	32	effect	effect	VERB
sc-2345	132	33	a	a	DET
sc-2345	132	34	significant	significant	ADJ
sc-2345	132	35	increase	increase	NOUN
sc-2345	132	36	in	in	ADP
sc-2345	132	37	processing	processing	NOUN
sc-2345	132	38	and	and	CCONJ
sc-2345	132	39	serialization	serialization	NOUN
sc-2345	132	40	delay	delay	NOUN
sc-2345	132	41	too	too	ADV
sc-2345	132	42	.	.	PUNCT
sc-2345	133	1	•	•	NUM
sc-2345	133	2	heat	heat	NOUN
sc-2345	133	3	and	and	CCONJ
sc-2345	133	4	power	power	NOUN
sc-2345	133	5	source	source	NOUN
sc-2345	133	6	:	:	PUNCT
sc-2345	133	7	is	be	AUX
sc-2345	133	8	the	the	DET
sc-2345	133	9	hardware	hardware	NOUN
sc-2345	133	10	of	of	ADP
sc-2345	133	11	raspberry	raspberry	PROPN
sc-2345	133	12	pi	pi	NOUN
sc-2345	133	13	capable	capable	ADJ
sc-2345	133	14	enough	enough	ADV
sc-2345	133	15	to	to	PART
sc-2345	133	16	run	run	VERB
sc-2345	133	17	continuously	continuously	ADV
sc-2345	133	18	and	and	CCONJ
sc-2345	133	19	uninterrupted	uninterrupted	ADJ
sc-2345	133	20	for	for	ADP
sc-2345	133	21	a	a	DET
sc-2345	133	22	week	week	NOUN
sc-2345	133	23	?	?	PUNCT
sc-2345	134	1	•	•	NOUN
sc-2345	134	2	storage	storage	NOUN
sc-2345	134	3	and	and	CCONJ
sc-2345	134	4	real	real	ADJ
sc-2345	134	5	-	-	PUNCT
sc-2345	134	6	time	time	NOUN
sc-2345	134	7	updates	update	NOUN
sc-2345	134	8	of	of	ADP
sc-2345	134	9	repository	repository	NOUN
sc-2345	134	10	:	:	PUNCT
sc-2345	134	11	efficient	efficient	ADJ
sc-2345	134	12	mechanism	mechanism	NOUN
sc-2345	134	13	to	to	PART
sc-2345	134	14	store	store	VERB
sc-2345	134	15	and	and	CCONJ
sc-2345	134	16	update	update	VERB
sc-2345	134	17	the	the	DET
sc-2345	134	18	repository	repository	NOUN
sc-2345	134	19	(	(	PUNCT
sc-2345	134	20	for	for	ADP
sc-2345	134	21	rule	rule	NOUN
sc-2345	134	22	based	base	VERB
sc-2345	134	23	,	,	PUNCT
sc-2345	134	24	signature	signature	NOUN
sc-2345	134	25	based	base	VERB
sc-2345	134	26	or	or	CCONJ
sc-2345	134	27	any	any	DET
sc-2345	134	28	other	other	ADJ
sc-2345	134	29	approach	approach	NOUN
sc-2345	134	30	)	)	PUNCT
sc-2345	134	31	.	.	PUNCT
sc-2345	135	1	the	the	DET
sc-2345	135	2	overall	overall	ADJ
sc-2345	135	3	research	research	NOUN
sc-2345	135	4	consists	consist	VERB
sc-2345	135	5	of	of	ADP
sc-2345	135	6	various	various	ADJ
sc-2345	135	7	plausibility	plausibility	NOUN
sc-2345	135	8	studies	study	NOUN
sc-2345	135	9	for	for	ADP
sc-2345	135	10	hardware	hardware	NOUN
sc-2345	135	11	,	,	PUNCT
sc-2345	135	12	software	software	NOUN
sc-2345	135	13	and	and	CCONJ
sc-2345	135	14	algorithms	algorithm	NOUN
sc-2345	135	15	.	.	PUNCT
sc-2345	136	1	the	the	DET
sc-2345	136	2	ai	ai	NOUN
sc-2345	136	3	-	-	PUNCT
sc-2345	136	4	based	base	VERB
sc-2345	136	5	algorithmic	algorithmic	ADJ
sc-2345	136	6	evaluation	evaluation	NOUN
sc-2345	136	7	is	be	AUX
sc-2345	136	8	been	be	AUX
sc-2345	136	9	initiated	initiate	VERB
sc-2345	136	10	and	and	CCONJ
sc-2345	136	11	published	publish	VERB
sc-2345	136	12	[	[	PUNCT
sc-2345	136	13	4	4	NUM
sc-2345	136	14	]	]	PUNCT
sc-2345	136	15	.	.	PUNCT
sc-2345	137	1	this	this	DET
sc-2345	137	2	systematic	systematic	ADJ
sc-2345	137	3	experimental	experimental	ADJ
sc-2345	137	4	evaluation	evaluation	NOUN
sc-2345	137	5	presented	present	VERB
sc-2345	137	6	in	in	ADP
sc-2345	137	7	this	this	DET
sc-2345	137	8	paper	paper	NOUN
sc-2345	137	9	is	be	AUX
sc-2345	137	10	confined	confine	VERB
sc-2345	137	11	to	to	PART
sc-2345	137	12	understand	understand	VERB
sc-2345	137	13	the	the	DET
sc-2345	137	14	capability	capability	NOUN
sc-2345	137	15	of	of	ADP
sc-2345	137	16	input	input	NOUN
sc-2345	137	17	network	network	NOUN
sc-2345	137	18	interface(s	interface(s	PROPN
sc-2345	137	19	)	)	PUNCT
sc-2345	137	20	of	of	ADP
sc-2345	137	21	raspberrypi	raspberrypi	PROPN
sc-2345	137	22	.	.	PUNCT
sc-2345	138	1	2.2	2.2	NUM
sc-2345	138	2	.	.	PUNCT
sc-2345	139	1	malware	malware	NOUN
sc-2345	139	2	detection	detection	NOUN
sc-2345	139	3	approaches	approach	VERB
sc-2345	139	4	malware	malware	NOUN
sc-2345	139	5	detection	detection	NOUN
sc-2345	139	6	using	use	VERB
sc-2345	139	7	signatures	signature	NOUN
sc-2345	139	8	has	have	AUX
sc-2345	139	9	been	be	AUX
sc-2345	139	10	in	in	ADP
sc-2345	139	11	the	the	DET
sc-2345	139	12	practise	practise	NOUN
sc-2345	139	13	since	since	SCONJ
sc-2345	139	14	the	the	DET
sc-2345	139	15	early	early	ADJ
sc-2345	139	16	days	day	NOUN
sc-2345	139	17	of	of	ADP
sc-2345	139	18	anti	anti	ADJ
sc-2345	139	19	-	-	NOUN
sc-2345	139	20	virus	virus	ADJ
sc-2345	139	21	designing	designing	NOUN
sc-2345	139	22	and	and	CCONJ
sc-2345	139	23	development	development	NOUN
sc-2345	139	24	.	.	PUNCT
sc-2345	140	1	a	a	DET
sc-2345	140	2	malware	malware	NOUN
sc-2345	140	3	signature	signature	NOUN
sc-2345	140	4	is	be	AUX
sc-2345	140	5	an	an	DET
sc-2345	140	6	unique	unique	ADJ
sc-2345	140	7	4	4	NUM
sc-2345	140	8	sreenivas	sreenivas	NOUN
sc-2345	140	9	sremath	sremath	PROPN
sc-2345	140	10	tirumala	tirumala	PROPN
sc-2345	140	11	,	,	PUNCT
sc-2345	140	12	narayan	narayan	PROPN
sc-2345	140	13	nepal	nepal	PROPN
sc-2345	140	14	and	and	CCONJ
sc-2345	140	15	sayan	sayan	PROPN
sc-2345	140	16	kumar	kumar	PROPN
sc-2345	140	17	ray	ray	PROPN
sc-2345	140	18	eai	eai	PROPN
sc-2345	140	19	endorsed	endorse	VERB
sc-2345	140	20	transactions	transaction	NOUN
sc-2345	140	21	on	on	ADP
sc-2345	140	22	smart	smart	ADJ
sc-2345	140	23	cities	city	NOUN
sc-2345	140	24	03	03	NUM
sc-2345	140	25	2022	2022	NUM
sc-2345	140	26	09	09	NUM
sc-2345	140	27	2022	2022	NUM
sc-2345	140	28	|	|	ADV
sc-2345	140	29	volume	volume	NOUN
sc-2345	140	30	6	6	NUM
sc-2345	140	31	|	|	NOUN
sc-2345	140	32	issue	issue	NOUN
sc-2345	140	33	18	18	NUM
sc-2345	140	34	|	|	NOUN
sc-2345	140	35	e4	e4	PROPN
sc-2345	140	36	figure	figure	NOUN
sc-2345	140	37	1	1	NUM
sc-2345	140	38	.	.	PUNCT
sc-2345	141	1	the	the	DET
sc-2345	141	2	block	block	NOUN
sc-2345	141	3	diagram	diagram	NOUN
sc-2345	141	4	of	of	ADP
sc-2345	141	5	icds	icd	NOUN
sc-2345	141	6	representing	represent	VERB
sc-2345	141	7	various	various	ADJ
sc-2345	141	8	components	component	NOUN
sc-2345	141	9	identifier	identifier	NOUN
sc-2345	141	10	,	,	PUNCT
sc-2345	141	11	typically	typically	ADV
sc-2345	141	12	a	a	DET
sc-2345	141	13	hash	hash	NOUN
sc-2345	141	14	-	-	PUNCT
sc-2345	141	15	sequence	sequence	NOUN
sc-2345	141	16	,	,	PUNCT
sc-2345	141	17	defined	define	VERB
sc-2345	141	18	using	use	VERB
sc-2345	141	19	as	as	ADP
sc-2345	141	20	set	set	NOUN
sc-2345	141	21	of	of	ADP
sc-2345	141	22	hexadecimal	hexadecimal	ADJ
sc-2345	141	23	character	character	NOUN
sc-2345	141	24	set	set	NOUN
sc-2345	141	25	.	.	PUNCT
sc-2345	142	1	a	a	DET
sc-2345	142	2	malware	malware	NOUN
sc-2345	142	3	signature	signature	NOUN
sc-2345	142	4	can	can	AUX
sc-2345	142	5	also	also	ADV
sc-2345	142	6	be	be	AUX
sc-2345	142	7	considered	consider	VERB
sc-2345	142	8	as	as	ADP
sc-2345	142	9	an	an	DET
sc-2345	142	10	unique	unique	ADJ
sc-2345	142	11	footprint	footprint	NOUN
sc-2345	142	12	of	of	ADP
sc-2345	142	13	a	a	DET
sc-2345	142	14	particular	particular	ADJ
sc-2345	142	15	malware	malware	NOUN
sc-2345	142	16	with	with	ADP
sc-2345	142	17	a	a	DET
sc-2345	142	18	set	set	NOUN
sc-2345	142	19	of	of	ADP
sc-2345	142	20	characters	character	NOUN
sc-2345	142	21	.	.	PUNCT
sc-2345	143	1	the	the	DET
sc-2345	143	2	detection	detection	NOUN
sc-2345	143	3	of	of	ADP
sc-2345	143	4	a	a	DET
sc-2345	143	5	malware	malware	NOUN
sc-2345	143	6	is	be	AUX
sc-2345	143	7	performed	perform	VERB
sc-2345	143	8	through	through	ADP
sc-2345	143	9	searching	search	VERB
sc-2345	143	10	for	for	ADP
sc-2345	143	11	hash	hash	NOUN
sc-2345	143	12	-	-	PUNCT
sc-2345	143	13	values	value	NOUN
sc-2345	143	14	that	that	PRON
sc-2345	143	15	are	be	AUX
sc-2345	143	16	imprints	imprint	NOUN
sc-2345	143	17	of	of	ADP
sc-2345	143	18	malware	malware	NOUN
sc-2345	143	19	in	in	ADP
sc-2345	143	20	the	the	DET
sc-2345	143	21	input	input	NOUN
sc-2345	143	22	data	datum	NOUN
sc-2345	143	23	,	,	PUNCT
sc-2345	143	24	files	file	NOUN
sc-2345	143	25	or	or	CCONJ
sc-2345	143	26	streams	stream	NOUN
sc-2345	143	27	.	.	PUNCT
sc-2345	144	1	in	in	ADP
sc-2345	144	2	other	other	ADJ
sc-2345	144	3	words	word	NOUN
sc-2345	144	4	,	,	PUNCT
sc-2345	144	5	signature	signature	NOUN
sc-2345	144	6	based	base	VERB
sc-2345	144	7	malware	malware	NOUN
sc-2345	144	8	detection	detection	NOUN
sc-2345	144	9	requires	require	VERB
sc-2345	144	10	a	a	DET
sc-2345	144	11	repository	repository	NOUN
sc-2345	144	12	with	with	ADP
sc-2345	144	13	existing	exist	VERB
sc-2345	144	14	signatures	signature	NOUN
sc-2345	144	15	as	as	ADP
sc-2345	144	16	a	a	DET
sc-2345	144	17	prerequisite	prerequisite	NOUN
sc-2345	144	18	.	.	PUNCT
sc-2345	145	1	malware	malware	NOUN
sc-2345	145	2	detection	detection	NOUN
sc-2345	145	3	approaches	approach	NOUN
sc-2345	145	4	or	or	CCONJ
sc-2345	145	5	methods	method	NOUN
sc-2345	145	6	can	can	AUX
sc-2345	145	7	be	be	AUX
sc-2345	145	8	categorised	categorise	VERB
sc-2345	145	9	based	base	VERB
sc-2345	145	10	on	on	ADP
sc-2345	145	11	process	process	NOUN
sc-2345	145	12	or	or	CCONJ
sc-2345	145	13	steps	step	NOUN
sc-2345	145	14	involved	involve	VERB
sc-2345	145	15	in	in	ADP
sc-2345	145	16	detection	detection	NOUN
sc-2345	145	17	,	,	PUNCT
sc-2345	145	18	type	type	NOUN
sc-2345	145	19	of	of	ADP
sc-2345	145	20	detection	detection	NOUN
sc-2345	145	21	method	method	NOUN
sc-2345	145	22	used	use	VERB
sc-2345	145	23	,	,	PUNCT
sc-2345	145	24	techniques	technique	NOUN
sc-2345	145	25	adopted	adopt	VERB
sc-2345	145	26	for	for	ADP
sc-2345	145	27	implementation	implementation	NOUN
sc-2345	145	28	or	or	CCONJ
sc-2345	145	29	a	a	DET
sc-2345	145	30	combination	combination	NOUN
sc-2345	145	31	of	of	ADP
sc-2345	145	32	one	one	NUM
sc-2345	145	33	of	of	ADP
sc-2345	145	34	more	more	ADJ
sc-2345	145	35	of	of	ADP
sc-2345	145	36	these	these	DET
sc-2345	145	37	approaches	approach	NOUN
sc-2345	145	38	to	to	PART
sc-2345	145	39	form	form	VERB
sc-2345	145	40	a	a	DET
sc-2345	145	41	hybrid	hybrid	ADJ
sc-2345	145	42	method	method	NOUN
sc-2345	145	43	.	.	PUNCT
sc-2345	146	1	literature	literature	NOUN
sc-2345	146	2	presents	present	VERB
sc-2345	146	3	a	a	DET
sc-2345	146	4	vertical	vertical	ADJ
sc-2345	146	5	categorisation	categorisation	NOUN
sc-2345	146	6	of	of	ADP
sc-2345	146	7	malware	malware	NOUN
sc-2345	146	8	detection	detection	NOUN
sc-2345	146	9	into	into	ADP
sc-2345	146	10	two	two	NUM
sc-2345	146	11	main	main	ADJ
sc-2345	146	12	categories	category	NOUN
sc-2345	146	13	signature	signature	NOUN
sc-2345	146	14	based	base	VERB
sc-2345	146	15	and	and	CCONJ
sc-2345	146	16	anomaly	anomaly	NOUN
sc-2345	146	17	based	base	VERB
sc-2345	146	18	.	.	PUNCT
sc-2345	147	1	fig	fig	NOUN
sc-2345	147	2	.	.	PUNCT
sc-2345	148	1	2	2	NUM
sc-2345	148	2	presents	present	VERB
sc-2345	148	3	the	the	DET
sc-2345	148	4	process	process	NOUN
sc-2345	148	5	of	of	ADP
sc-2345	148	6	signature	signature	NOUN
sc-2345	148	7	and	and	CCONJ
sc-2345	148	8	anomaly	anomaly	NOUN
sc-2345	148	9	based	base	VERB
sc-2345	148	10	approaches	approach	NOUN
sc-2345	148	11	which	which	PRON
sc-2345	148	12	can	can	AUX
sc-2345	148	13	be	be	AUX
sc-2345	148	14	considered	consider	VERB
sc-2345	148	15	as	as	ADP
sc-2345	148	16	the	the	DET
sc-2345	148	17	starting	starting	NOUN
sc-2345	148	18	point	point	NOUN
sc-2345	148	19	for	for	ADP
sc-2345	148	20	understanding	understand	VERB
sc-2345	148	21	the	the	DET
sc-2345	148	22	process	process	NOUN
sc-2345	148	23	of	of	ADP
sc-2345	148	24	malware	malware	NOUN
sc-2345	148	25	detection	detection	NOUN
sc-2345	148	26	[	[	X
sc-2345	148	27	30	30	NUM
sc-2345	148	28	]	]	PUNCT
sc-2345	148	29	.	.	PUNCT
sc-2345	149	1	signature	signature	NOUN
sc-2345	149	2	based	base	VERB
sc-2345	149	3	approaches	approach	NOUN
sc-2345	149	4	relies	rely	VERB
sc-2345	149	5	on	on	ADP
sc-2345	149	6	repository	repository	NOUN
sc-2345	149	7	with	with	ADP
sc-2345	149	8	signatures	signature	NOUN
sc-2345	149	9	or	or	CCONJ
sc-2345	149	10	rules	rule	NOUN
sc-2345	149	11	or	or	CCONJ
sc-2345	149	12	both	both	PRON
sc-2345	149	13	where	where	SCONJ
sc-2345	149	14	as	as	SCONJ
sc-2345	149	15	anomaly	anomaly	NOUN
sc-2345	149	16	detection	detection	NOUN
sc-2345	149	17	process	process	NOUN
sc-2345	149	18	is	be	AUX
sc-2345	149	19	based	base	VERB
sc-2345	149	20	on	on	ADP
sc-2345	149	21	creating	create	VERB
sc-2345	149	22	a	a	DET
sc-2345	149	23	profile	profile	NOUN
sc-2345	149	24	from	from	ADP
sc-2345	149	25	the	the	DET
sc-2345	149	26	input	input	NOUN
sc-2345	149	27	data	datum	NOUN
sc-2345	149	28	followed	follow	VERB
sc-2345	149	29	by	by	ADP
sc-2345	149	30	identifying	identify	VERB
sc-2345	149	31	unknown	unknown	ADJ
sc-2345	149	32	anomalies	anomaly	NOUN
sc-2345	149	33	.	.	PUNCT
sc-2345	150	1	malware	malware	NOUN
sc-2345	150	2	detection	detection	NOUN
sc-2345	150	3	through	through	ADP
sc-2345	150	4	anomaly	anomaly	NOUN
sc-2345	150	5	based	base	VERB
sc-2345	150	6	detection	detection	NOUN
sc-2345	150	7	technique	technique	NOUN
sc-2345	150	8	is	be	AUX
sc-2345	150	9	also	also	ADV
sc-2345	150	10	known	know	VERB
sc-2345	150	11	as	as	ADP
sc-2345	150	12	behaviour	behaviour	NOUN
sc-2345	150	13	or	or	CCONJ
sc-2345	150	14	heuristic	heuristic	ADJ
sc-2345	150	15	malware	malware	NOUN
sc-2345	150	16	detection	detection	NOUN
sc-2345	150	17	.	.	PUNCT
sc-2345	151	1	the	the	DET
sc-2345	151	2	key	key	ADJ
sc-2345	151	3	issue	issue	NOUN
sc-2345	151	4	with	with	ADP
sc-2345	151	5	anomaly	anomaly	NOUN
sc-2345	151	6	based	base	VERB
sc-2345	151	7	detection	detection	NOUN
sc-2345	151	8	is	be	AUX
sc-2345	151	9	its	its	PRON
sc-2345	151	10	credibility	credibility	NOUN
sc-2345	151	11	of	of	ADP
sc-2345	151	12	creating	create	VERB
sc-2345	151	13	efficient	efficient	ADJ
sc-2345	151	14	profile	profile	NOUN
sc-2345	151	15	.	.	PUNCT
sc-2345	152	1	moreover	moreover	ADV
sc-2345	152	2	,	,	PUNCT
sc-2345	152	3	an	an	DET
sc-2345	152	4	anomaly	anomaly	NOUN
sc-2345	152	5	can	can	AUX
sc-2345	152	6	not	not	PART
sc-2345	152	7	be	be	AUX
sc-2345	152	8	identified	identify	VERB
sc-2345	152	9	based	base	VERB
sc-2345	152	10	on	on	ADP
sc-2345	152	11	only	only	ADV
sc-2345	152	12	one	one	NUM
sc-2345	152	13	type	type	NOUN
sc-2345	152	14	of	of	ADP
sc-2345	152	15	data	datum	NOUN
sc-2345	152	16	or	or	CCONJ
sc-2345	152	17	patterns	pattern	NOUN
sc-2345	152	18	which	which	PRON
sc-2345	152	19	is	be	AUX
sc-2345	152	20	considered	consider	VERB
sc-2345	152	21	as	as	ADP
sc-2345	152	22	a	a	DET
sc-2345	152	23	major	major	ADJ
sc-2345	152	24	drawback	drawback	NOUN
sc-2345	153	1	[	[	X
sc-2345	153	2	31	31	NUM
sc-2345	153	3	]	]	PUNCT
sc-2345	153	4	of	of	ADP
sc-2345	153	5	anomaly	anomaly	NOUN
sc-2345	153	6	based	base	VERB
sc-2345	153	7	detection	detection	NOUN
sc-2345	153	8	.	.	PUNCT
sc-2345	154	1	however	however	ADV
sc-2345	154	2	,	,	PUNCT
sc-2345	154	3	ml	ml	VERB
sc-2345	154	4	based	base	VERB
sc-2345	154	5	,	,	PUNCT
sc-2345	154	6	in	in	ADP
sc-2345	154	7	particular	particular	ADJ
sc-2345	154	8	deep	deep	ADJ
sc-2345	154	9	learning	learning	NOUN
sc-2345	154	10	based	base	VERB
sc-2345	154	11	approaches	approach	NOUN
sc-2345	154	12	trained	train	VERB
sc-2345	154	13	with	with	ADP
sc-2345	154	14	good	good	ADJ
sc-2345	154	15	data	datum	NOUN
sc-2345	154	16	set	set	VERB
sc-2345	154	17	are	be	AUX
sc-2345	154	18	more	more	ADV
sc-2345	154	19	successful	successful	ADJ
sc-2345	154	20	due	due	ADP
sc-2345	154	21	to	to	ADP
sc-2345	154	22	their	their	PRON
sc-2345	154	23	ability	ability	NOUN
sc-2345	154	24	to	to	PART
sc-2345	154	25	recognising	recognise	VERB
sc-2345	154	26	complex	complex	ADJ
sc-2345	154	27	patterns	pattern	NOUN
sc-2345	154	28	from	from	ADP
sc-2345	154	29	unknown	unknown	ADJ
sc-2345	154	30	data	datum	NOUN
sc-2345	154	31	[	[	X
sc-2345	154	32	32	32	NUM
sc-2345	154	33	]	]	PUNCT
sc-2345	154	34	.	.	PUNCT
sc-2345	155	1	considering	consider	VERB
sc-2345	155	2	the	the	DET
sc-2345	155	3	type	type	NOUN
sc-2345	155	4	of	of	ADP
sc-2345	155	5	detection	detection	NOUN
sc-2345	155	6	,	,	PUNCT
sc-2345	155	7	malware	malware	NOUN
sc-2345	155	8	detection	detection	NOUN
sc-2345	155	9	process	process	NOUN
sc-2345	155	10	can	can	AUX
sc-2345	155	11	be	be	AUX
sc-2345	155	12	categorised	categorise	VERB
sc-2345	155	13	as	as	ADP
sc-2345	155	14	static	static	ADJ
sc-2345	155	15	,	,	PUNCT
sc-2345	155	16	dynamic	dynamic	ADJ
sc-2345	155	17	and	and	CCONJ
sc-2345	155	18	hybrid	hybrid	ADJ
sc-2345	155	19	[	[	X
sc-2345	155	20	33	33	NUM
sc-2345	155	21	]	]	PUNCT
sc-2345	155	22	.	.	PUNCT
sc-2345	156	1	static	static	ADJ
sc-2345	156	2	malware	malware	NOUN
sc-2345	156	3	detection	detection	NOUN
sc-2345	156	4	is	be	AUX
sc-2345	156	5	based	base	VERB
sc-2345	156	6	on	on	ADP
sc-2345	156	7	investigating	investigate	VERB
sc-2345	156	8	hash	hash	NOUN
sc-2345	156	9	-	-	PUNCT
sc-2345	156	10	sequences	sequence	NOUN
sc-2345	156	11	(	(	PUNCT
sc-2345	156	12	sometimes	sometimes	ADV
sc-2345	156	13	also	also	ADV
sc-2345	156	14	referred	refer	VERB
sc-2345	156	15	as	as	ADP
sc-2345	156	16	binary	binary	ADJ
sc-2345	156	17	/	/	SYM
sc-2345	156	18	byte	byte	NOUN
sc-2345	156	19	codes	code	NOUN
sc-2345	156	20	)	)	PUNCT
sc-2345	156	21	inside	inside	ADP
sc-2345	156	22	a	a	DET
sc-2345	156	23	file	file	NOUN
sc-2345	156	24	whereas	whereas	SCONJ
sc-2345	156	25	dynamic	dynamic	ADJ
sc-2345	156	26	approach	approach	NOUN
sc-2345	156	27	tries	try	VERB
sc-2345	156	28	to	to	PART
sc-2345	156	29	detect	detect	VERB
sc-2345	156	30	malware	malware	NOUN
sc-2345	156	31	by	by	ADP
sc-2345	156	32	executing	execute	VERB
sc-2345	156	33	the	the	DET
sc-2345	156	34	file	file	NOUN
sc-2345	156	35	in	in	ADP
sc-2345	156	36	a	a	DET
sc-2345	156	37	controlled	control	VERB
sc-2345	156	38	environment	environment	NOUN
sc-2345	156	39	or	or	CCONJ
sc-2345	156	40	docker	docker	PROPN
sc-2345	156	41	to	to	PART
sc-2345	156	42	see	see	VERB
sc-2345	156	43	the	the	DET
sc-2345	156	44	impact	impact	NOUN
sc-2345	156	45	to	to	PART
sc-2345	156	46	differentiate	differentiate	VERB
sc-2345	156	47	safe	safe	ADJ
sc-2345	156	48	and	and	CCONJ
sc-2345	156	49	malicious	malicious	ADJ
sc-2345	156	50	content	content	NOUN
sc-2345	156	51	.	.	PUNCT
sc-2345	157	1	the	the	DET
sc-2345	157	2	hybrid	hybrid	ADJ
sc-2345	157	3	approach	approach	NOUN
sc-2345	157	4	is	be	AUX
sc-2345	157	5	a	a	DET
sc-2345	157	6	combination	combination	NOUN
sc-2345	157	7	of	of	ADP
sc-2345	157	8	static	static	ADJ
sc-2345	157	9	and	and	CCONJ
sc-2345	157	10	dynamic	dynamic	ADJ
sc-2345	157	11	approaches	approach	NOUN
sc-2345	157	12	.	.	PUNCT
sc-2345	158	1	dynamic	dynamic	ADJ
sc-2345	158	2	malware	malware	NOUN
sc-2345	158	3	detection	detection	NOUN
sc-2345	158	4	techniques	technique	NOUN
sc-2345	158	5	are	be	AUX
sc-2345	158	6	sometimes	sometimes	ADV
sc-2345	158	7	referred	refer	VERB
sc-2345	158	8	as	as	ADP
sc-2345	158	9	behaviour	behaviour	NOUN
sc-2345	158	10	detection	detection	NOUN
sc-2345	158	11	techniques	technique	NOUN
sc-2345	158	12	creating	create	VERB
sc-2345	158	13	ambiguity	ambiguity	NOUN
sc-2345	158	14	in	in	ADP
sc-2345	158	15	conventional	conventional	ADJ
sc-2345	158	16	naming	naming	NOUN
sc-2345	158	17	.	.	PUNCT
sc-2345	159	1	the	the	DET
sc-2345	159	2	implementation	implementation	NOUN
sc-2345	159	3	of	of	ADP
sc-2345	159	4	dynamic	dynamic	ADJ
sc-2345	159	5	behavioral	behavioral	ADJ
sc-2345	159	6	approach	approach	NOUN
sc-2345	159	7	attained	attain	VERB
sc-2345	159	8	considerable	considerable	ADJ
sc-2345	159	9	success	success	NOUN
sc-2345	159	10	with	with	ADP
sc-2345	159	11	both	both	PRON
sc-2345	159	12	ml	ml	NOUN
sc-2345	159	13	[	[	X
sc-2345	159	14	34	34	NUM
sc-2345	159	15	]	]	PUNCT
sc-2345	159	16	and	and	CCONJ
sc-2345	159	17	bio	bio	ADJ
sc-2345	159	18	-	-	PUNCT
sc-2345	159	19	inspired	inspire	VERB
sc-2345	159	20	approaches	approach	NOUN
sc-2345	159	21	like	like	ADP
sc-2345	159	22	gene	gene	NOUN
sc-2345	159	23	-	-	PUNCT
sc-2345	159	24	based	base	VERB
sc-2345	159	25	malware	malware	NOUN
sc-2345	159	26	analysis	analysis	NOUN
sc-2345	159	27	proposed	propose	VERB
sc-2345	159	28	in	in	ADP
sc-2345	159	29	[	[	X
sc-2345	159	30	35	35	NUM
sc-2345	159	31	]	]	SYM
sc-2345	159	32	.	.	PUNCT
sc-2345	160	1	dna	dna	PROPN
sc-2345	160	2	based	base	VERB
sc-2345	160	3	approaches	approach	NOUN
sc-2345	160	4	for	for	ADP
sc-2345	160	5	malware	malware	NOUN
sc-2345	160	6	detection	detection	NOUN
sc-2345	160	7	.	.	PUNCT
sc-2345	161	1	bio	bio	ADJ
sc-2345	161	2	-	-	PUNCT
sc-2345	161	3	inspired	inspire	VERB
sc-2345	161	4	approaches	approach	NOUN
sc-2345	161	5	are	be	AUX
sc-2345	161	6	successful	successful	ADJ
sc-2345	161	7	in	in	ADP
sc-2345	161	8	many	many	ADJ
sc-2345	161	9	domains	domain	NOUN
sc-2345	161	10	including	include	VERB
sc-2345	161	11	cybersecurity	cybersecurity	NOUN
sc-2345	161	12	.	.	PUNCT
sc-2345	162	1	bio	bio	NOUN
sc-2345	162	2	-	-	PUNCT
sc-2345	162	3	inspired	inspire	VERB
sc-2345	162	4	approaches	approach	NOUN
sc-2345	162	5	also	also	ADV
sc-2345	162	6	termed	term	VERB
sc-2345	162	7	as	as	SCONJ
sc-2345	162	8	nature	nature	NOUN
sc-2345	162	9	inspired	inspire	VERB
sc-2345	162	10	approaches	approach	NOUN
sc-2345	162	11	can	can	AUX
sc-2345	162	12	be	be	AUX
sc-2345	162	13	either	either	ADV
sc-2345	162	14	based	base	VERB
sc-2345	162	15	on	on	ADP
sc-2345	162	16	natural	natural	ADJ
sc-2345	162	17	process	process	NOUN
sc-2345	162	18	or	or	CCONJ
sc-2345	162	19	human	human	ADJ
sc-2345	162	20	biological	biological	ADJ
sc-2345	162	21	process	process	NOUN
sc-2345	162	22	.	.	PUNCT
sc-2345	163	1	the	the	DET
sc-2345	163	2	nature	nature	NOUN
sc-2345	163	3	inspired	inspire	VERB
sc-2345	163	4	computing	computing	NOUN
sc-2345	163	5	is	be	AUX
sc-2345	163	6	based	base	VERB
sc-2345	163	7	on	on	ADP
sc-2345	163	8	evolution	evolution	NOUN
sc-2345	163	9	process	process	NOUN
sc-2345	163	10	for	for	ADP
sc-2345	163	11	species	specie	NOUN
sc-2345	163	12	selection	selection	NOUN
sc-2345	163	13	or	or	CCONJ
sc-2345	163	14	based	base	VERB
sc-2345	163	15	on	on	ADP
sc-2345	163	16	performing	perform	VERB
sc-2345	163	17	a	a	DET
sc-2345	163	18	task	task	NOUN
sc-2345	163	19	like	like	ADP
sc-2345	163	20	ant	ant	ADJ
sc-2345	163	21	colony	colony	NOUN
sc-2345	163	22	optimisation	optimisation	NOUN
sc-2345	163	23	.	.	PUNCT
sc-2345	164	1	human	human	ADJ
sc-2345	164	2	biology	biology	NOUN
sc-2345	164	3	and	and	CCONJ
sc-2345	164	4	cognition	cognition	NOUN
sc-2345	164	5	based	base	VERB
sc-2345	164	6	approaches	approach	NOUN
sc-2345	164	7	includes	include	VERB
sc-2345	164	8	artificial	artificial	ADJ
sc-2345	164	9	neural	neural	ADJ
sc-2345	164	10	networks	network	NOUN
sc-2345	164	11	,	,	PUNCT
sc-2345	164	12	dna	dna	PROPN
sc-2345	164	13	computing	computing	NOUN
sc-2345	164	14	,	,	PUNCT
sc-2345	164	15	immunity	immunity	NOUN
sc-2345	164	16	inspired	inspire	VERB
sc-2345	164	17	approach	approach	NOUN
sc-2345	164	18	etc	etc	X
sc-2345	164	19	.	.	X
sc-2345	165	1	in	in	ADP
sc-2345	165	2	dna	dna	PROPN
sc-2345	165	3	-	-	PUNCT
sc-2345	165	4	based	base	VERB
sc-2345	165	5	approaches	approach	NOUN
sc-2345	165	6	,	,	PUNCT
sc-2345	165	7	a	a	DET
sc-2345	165	8	unique	unique	ADJ
sc-2345	165	9	identifier	identifier	NOUN
sc-2345	165	10	is	be	AUX
sc-2345	165	11	extracted	extract	VERB
sc-2345	165	12	from	from	ADP
sc-2345	165	13	malicious	malicious	ADJ
sc-2345	165	14	content	content	NOUN
sc-2345	165	15	which	which	PRON
sc-2345	165	16	is	be	AUX
sc-2345	165	17	called	call	VERB
sc-2345	165	18	the	the	DET
sc-2345	165	19	dna	dna	PROPN
sc-2345	165	20	signature	signature	NOUN
sc-2345	165	21	.	.	PUNCT
sc-2345	166	1	predominantly	predominantly	ADV
sc-2345	166	2	,	,	PUNCT
sc-2345	166	3	majority	majority	NOUN
sc-2345	166	4	of	of	ADP
sc-2345	166	5	the	the	DET
sc-2345	166	6	dna	dna	NOUN
sc-2345	166	7	-	-	PUNCT
sc-2345	166	8	based	base	VERB
sc-2345	166	9	malware	malware	NOUN
sc-2345	166	10	detection	detection	NOUN
sc-2345	166	11	is	be	AUX
sc-2345	166	12	preformed	preform	VERB
sc-2345	166	13	using	use	VERB
sc-2345	166	14	this	this	DET
sc-2345	166	15	approach	approach	NOUN
sc-2345	166	16	of	of	ADP
sc-2345	166	17	extracting	extract	VERB
sc-2345	166	18	unique	unique	ADJ
sc-2345	166	19	identifier	identifier	NOUN
sc-2345	166	20	5	5	NUM
sc-2345	166	21	raspberry	raspberry	NOUN
sc-2345	166	22	pi	pi	NOUN
sc-2345	166	23	-	-	PUNCT
sc-2345	166	24	based	base	VERB
sc-2345	166	25	intelligent	intelligent	ADJ
sc-2345	166	26	cyber	cyber	NOUN
sc-2345	166	27	defense	defense	NOUN
sc-2345	166	28	systems	system	NOUN
sc-2345	166	29	for	for	ADP
sc-2345	166	30	smes	sme	NOUN
sc-2345	166	31	and	and	CCONJ
sc-2345	166	32	smart	smart	ADJ
sc-2345	166	33	-	-	PUNCT
sc-2345	166	34	homes	home	NOUN
sc-2345	166	35	:	:	PUNCT
sc-2345	166	36	an	an	DET
sc-2345	166	37	exploratory	exploratory	ADJ
sc-2345	166	38	study	study	NOUN
sc-2345	166	39	eai	eai	NOUN
sc-2345	166	40	endorsed	endorse	VERB
sc-2345	166	41	transactions	transaction	NOUN
sc-2345	166	42	on	on	ADP
sc-2345	166	43	smart	smart	ADJ
sc-2345	166	44	cities	city	NOUN
sc-2345	166	45	03	03	NUM
sc-2345	166	46	2022	2022	NUM
sc-2345	166	47	09	09	NUM
sc-2345	166	48	2022	2022	NUM
sc-2345	166	49	|	|	ADV
sc-2345	166	50	volume	volume	NOUN
sc-2345	166	51	6	6	NUM
sc-2345	166	52	|	|	NOUN
sc-2345	166	53	issue	issue	NOUN
sc-2345	166	54	18	18	NUM
sc-2345	166	55	|	|	NOUN
sc-2345	166	56	e4	e4	PROPN
sc-2345	166	57	figure	figure	NOUN
sc-2345	166	58	2	2	NUM
sc-2345	166	59	.	.	PUNCT
sc-2345	166	60	malware	malware	NOUN
sc-2345	166	61	detection	detection	NOUN
sc-2345	166	62	process	process	NOUN
sc-2345	166	63	:	:	PUNCT
sc-2345	166	64	the	the	DET
sc-2345	166	65	process	process	NOUN
sc-2345	166	66	of	of	ADP
sc-2345	166	67	signature	signature	NOUN
sc-2345	166	68	based	base	VERB
sc-2345	166	69	and	and	CCONJ
sc-2345	166	70	anomaly	anomaly	NOUN
sc-2345	166	71	based	base	VERB
sc-2345	166	72	malware	malware	NOUN
sc-2345	166	73	detection	detection	NOUN
sc-2345	166	74	approaches	approach	NOUN
sc-2345	166	75	.	.	PUNCT
sc-2345	167	1	it	it	PRON
sc-2345	167	2	can	can	AUX
sc-2345	167	3	be	be	AUX
sc-2345	167	4	noted	note	VERB
sc-2345	167	5	that	that	SCONJ
sc-2345	167	6	signature	signature	NOUN
sc-2345	167	7	based	base	VERB
sc-2345	167	8	detection	detection	NOUN
sc-2345	167	9	requires	require	VERB
sc-2345	167	10	a	a	DET
sc-2345	167	11	rules	rule	NOUN
sc-2345	167	12	/	/	SYM
sc-2345	167	13	signatures	signature	NOUN
sc-2345	167	14	from	from	ADP
sc-2345	167	15	a	a	DET
sc-2345	167	16	file	file	NOUN
sc-2345	167	17	with	with	ADP
sc-2345	167	18	malicious	malicious	ADJ
sc-2345	167	19	content	content	NOUN
sc-2345	167	20	or	or	CCONJ
sc-2345	167	21	data	datum	NOUN
sc-2345	167	22	to	to	PART
sc-2345	167	23	create	create	VERB
sc-2345	167	24	a	a	DET
sc-2345	167	25	repository	repository	NOUN
sc-2345	167	26	based	base	VERB
sc-2345	167	27	on	on	ADP
sc-2345	167	28	the	the	DET
sc-2345	167	29	extracted	extract	VERB
sc-2345	167	30	dna	dna	NOUN
sc-2345	167	31	imprint	imprint	NOUN
sc-2345	167	32	(	(	PUNCT
sc-2345	167	33	dna	dna	NOUN
sc-2345	167	34	signature	signature	NOUN
sc-2345	167	35	)	)	PUNCT
sc-2345	168	1	[	[	X
sc-2345	168	2	36	36	NUM
sc-2345	168	3	]	]	PUNCT
sc-2345	168	4	.	.	PUNCT
sc-2345	169	1	extraction	extraction	NOUN
sc-2345	169	2	of	of	ADP
sc-2345	169	3	dna	dna	PROPN
sc-2345	169	4	is	be	AUX
sc-2345	169	5	performed	perform	VERB
sc-2345	169	6	using	use	VERB
sc-2345	169	7	statistical	statistical	ADJ
sc-2345	169	8	or	or	CCONJ
sc-2345	169	9	ml	ml	ADV
sc-2345	169	10	based	base	VERB
sc-2345	169	11	feature	feature	NOUN
sc-2345	169	12	extraction	extraction	NOUN
sc-2345	169	13	techniques	technique	NOUN
sc-2345	169	14	.	.	PUNCT
sc-2345	170	1	the	the	DET
sc-2345	170	2	dna	dna	PROPN
sc-2345	170	3	signatures	signature	NOUN
sc-2345	170	4	thus	thus	ADV
sc-2345	170	5	extracted	extract	VERB
sc-2345	170	6	are	be	AUX
sc-2345	170	7	used	use	VERB
sc-2345	170	8	for	for	ADP
sc-2345	170	9	detection	detection	NOUN
sc-2345	170	10	process	process	NOUN
sc-2345	170	11	using	use	VERB
sc-2345	170	12	ml	ml	ADP
sc-2345	170	13	methods	method	NOUN
sc-2345	170	14	through	through	ADP
sc-2345	170	15	pattern	pattern	NOUN
sc-2345	170	16	recognition	recognition	NOUN
sc-2345	170	17	.	.	PUNCT
sc-2345	171	1	malware	malware	NOUN
sc-2345	171	2	detection	detection	NOUN
sc-2345	171	3	through	through	ADP
sc-2345	171	4	data	datum	NOUN
sc-2345	171	5	mining	mining	NOUN
sc-2345	171	6	techniques	technique	NOUN
sc-2345	171	7	was	be	AUX
sc-2345	171	8	proposed	propose	VERB
sc-2345	171	9	in	in	ADP
sc-2345	171	10	early	early	ADJ
sc-2345	171	11	2000s	2000s	NUM
sc-2345	172	1	[	[	X
sc-2345	172	2	37	37	NUM
sc-2345	172	3	]	]	PUNCT
sc-2345	172	4	.	.	PUNCT
sc-2345	173	1	a	a	DET
sc-2345	173	2	similar	similar	ADJ
sc-2345	173	3	approach	approach	NOUN
sc-2345	173	4	was	be	AUX
sc-2345	173	5	proposed	propose	VERB
sc-2345	173	6	in	in	ADP
sc-2345	173	7	2014	2014	NUM
sc-2345	173	8	for	for	ADP
sc-2345	173	9	metamorphic	metamorphic	ADJ
sc-2345	173	10	malware	malware	NOUN
sc-2345	173	11	detection	detection	NOUN
sc-2345	173	12	by	by	ADP
sc-2345	173	13	comparing	compare	VERB
sc-2345	173	14	files	file	NOUN
sc-2345	173	15	with	with	ADP
sc-2345	173	16	and	and	CCONJ
sc-2345	173	17	without	without	ADP
sc-2345	173	18	a	a	DET
sc-2345	173	19	unique	unique	ADJ
sc-2345	173	20	signature	signature	NOUN
sc-2345	173	21	extracted	extract	VERB
sc-2345	173	22	with	with	ADP
sc-2345	173	23	dna	dna	NOUN
sc-2345	173	24	-	-	PUNCT
sc-2345	173	25	based	base	VERB
sc-2345	173	26	approach	approach	NOUN
sc-2345	173	27	[	[	X
sc-2345	173	28	38	38	NUM
sc-2345	173	29	]	]	PUNCT
sc-2345	173	30	.	.	PUNCT
sc-2345	174	1	similarly	similarly	ADV
sc-2345	174	2	,	,	PUNCT
sc-2345	174	3	the	the	DET
sc-2345	174	4	dna	dna	NOUN
sc-2345	174	5	sequencing	sequencing	NOUN
sc-2345	174	6	-	-	PUNCT
sc-2345	174	7	based	base	VERB
sc-2345	174	8	detection	detection	NOUN
sc-2345	174	9	is	be	AUX
sc-2345	174	10	recently	recently	ADV
sc-2345	174	11	implemented	implement	VERB
sc-2345	174	12	for	for	ADP
sc-2345	174	13	mobile	mobile	ADJ
sc-2345	174	14	malware	malware	NOUN
sc-2345	174	15	detection	detection	NOUN
sc-2345	174	16	[	[	X
sc-2345	174	17	39	39	NUM
sc-2345	174	18	]	]	PUNCT
sc-2345	174	19	.	.	PUNCT
sc-2345	175	1	such	such	ADJ
sc-2345	175	2	dna	dna	NOUN
sc-2345	175	3	-	-	PUNCT
sc-2345	175	4	based	base	VERB
sc-2345	175	5	techniques	technique	NOUN
sc-2345	175	6	often	often	ADV
sc-2345	175	7	used	use	VERB
sc-2345	175	8	in	in	ADP
sc-2345	175	9	extracting	extract	VERB
sc-2345	175	10	malware	malware	NOUN
sc-2345	175	11	signatures	signature	NOUN
sc-2345	175	12	and	and	CCONJ
sc-2345	175	13	applying	apply	VERB
sc-2345	175	14	them	they	PRON
sc-2345	175	15	for	for	ADP
sc-2345	175	16	detecting	detect	VERB
sc-2345	175	17	malware	malware	NOUN
sc-2345	175	18	by	by	ADP
sc-2345	175	19	comparing	compare	VERB
sc-2345	175	20	the	the	DET
sc-2345	175	21	patterns	pattern	NOUN
sc-2345	175	22	.	.	PUNCT
sc-2345	176	1	for	for	ADP
sc-2345	176	2	instance	instance	NOUN
sc-2345	176	3	,	,	PUNCT
sc-2345	176	4	detection	detection	NOUN
sc-2345	176	5	of	of	ADP
sc-2345	176	6	android	android	PROPN
sc-2345	176	7	malware	malware	NOUN
sc-2345	176	8	through	through	ADP
sc-2345	176	9	generating	generate	VERB
sc-2345	176	10	dna	dna	NOUN
sc-2345	176	11	fingerprints	fingerprint	NOUN
sc-2345	176	12	in	in	ADP
sc-2345	176	13	the	the	DET
sc-2345	176	14	package	package	NOUN
sc-2345	176	15	files	file	NOUN
sc-2345	176	16	is	be	AUX
sc-2345	176	17	presented	present	VERB
sc-2345	176	18	in	in	ADP
sc-2345	176	19	[	[	X
sc-2345	176	20	40	40	NUM
sc-2345	176	21	]	]	PUNCT
sc-2345	176	22	.	.	PUNCT
sc-2345	177	1	there	there	PRON
sc-2345	177	2	are	be	VERB
sc-2345	177	3	several	several	ADJ
sc-2345	177	4	approaches	approach	NOUN
sc-2345	177	5	in	in	ADP
sc-2345	177	6	the	the	DET
sc-2345	177	7	literature	literature	NOUN
sc-2345	177	8	which	which	PRON
sc-2345	177	9	uses	use	VERB
sc-2345	177	10	dna	dna	PROPN
sc-2345	177	11	(	(	PUNCT
sc-2345	177	12	identifier	identifier	NOUN
sc-2345	177	13	)	)	PUNCT
sc-2345	177	14	signature	signature	NOUN
sc-2345	177	15	extraction	extraction	NOUN
sc-2345	177	16	applying	apply	VERB
sc-2345	177	17	a	a	DET
sc-2345	177	18	variety	variety	NOUN
sc-2345	177	19	of	of	ADP
sc-2345	177	20	feature	feature	NOUN
sc-2345	177	21	extraction	extraction	NOUN
sc-2345	177	22	approaches	approach	NOUN
sc-2345	177	23	used	use	VERB
sc-2345	177	24	in	in	ADP
sc-2345	177	25	pattern	pattern	NOUN
sc-2345	177	26	recognition	recognition	NOUN
sc-2345	177	27	problems	problem	NOUN
sc-2345	177	28	including	include	VERB
sc-2345	177	29	image	image	NOUN
sc-2345	177	30	analysis	analysis	NOUN
sc-2345	177	31	,	,	PUNCT
sc-2345	177	32	water	water	NOUN
sc-2345	177	33	marking	mark	VERB
sc-2345	177	34	detection	detection	NOUN
sc-2345	177	35	and	and	CCONJ
sc-2345	177	36	other	other	ADJ
sc-2345	177	37	sequencing	sequence	VERB
sc-2345	177	38	based	base	VERB
sc-2345	177	39	detection	detection	NOUN
sc-2345	177	40	.	.	PUNCT
sc-2345	178	1	it	it	PRON
sc-2345	178	2	is	be	AUX
sc-2345	178	3	to	to	PART
sc-2345	178	4	be	be	AUX
sc-2345	178	5	noted	note	VERB
sc-2345	178	6	that	that	SCONJ
sc-2345	178	7	the	the	DET
sc-2345	178	8	dna	dna	PROPN
sc-2345	178	9	signatures	signature	NOUN
sc-2345	178	10	used	use	VERB
sc-2345	178	11	in	in	ADP
sc-2345	178	12	these	these	DET
sc-2345	178	13	approaches	approach	NOUN
sc-2345	178	14	were	be	AUX
sc-2345	178	15	able	able	ADJ
sc-2345	178	16	to	to	PART
sc-2345	178	17	extract	extract	VERB
sc-2345	178	18	dna	dna	NOUN
sc-2345	178	19	-	-	PUNCT
sc-2345	178	20	based	base	VERB
sc-2345	178	21	unique	unique	ADJ
sc-2345	178	22	patterns	pattern	NOUN
sc-2345	178	23	to	to	PART
sc-2345	178	24	compare	compare	VERB
sc-2345	178	25	with	with	ADP
sc-2345	178	26	a	a	DET
sc-2345	178	27	malware	malware	NOUN
sc-2345	178	28	.	.	PUNCT
sc-2345	179	1	but	but	CCONJ
sc-2345	179	2	,	,	PUNCT
sc-2345	179	3	the	the	DET
sc-2345	179	4	key	key	ADJ
sc-2345	179	5	issue	issue	NOUN
sc-2345	179	6	here	here	ADV
sc-2345	179	7	is	be	AUX
sc-2345	179	8	whether	whether	SCONJ
sc-2345	179	9	there	there	PRON
sc-2345	179	10	is	be	VERB
sc-2345	179	11	enough	enough	ADJ
sc-2345	179	12	variety	variety	NOUN
sc-2345	179	13	and	and	CCONJ
sc-2345	179	14	complexity	complexity	NOUN
sc-2345	179	15	in	in	ADP
sc-2345	179	16	the	the	DET
sc-2345	179	17	repository	repository	NOUN
sc-2345	179	18	or	or	CCONJ
sc-2345	179	19	the	the	DET
sc-2345	179	20	signatures	signature	NOUN
sc-2345	179	21	created	create	VERB
sc-2345	179	22	using	use	VERB
sc-2345	179	23	the	the	DET
sc-2345	179	24	repository	repository	NOUN
sc-2345	179	25	.	.	PUNCT
sc-2345	180	1	this	this	PRON
sc-2345	180	2	poses	pose	VERB
sc-2345	180	3	a	a	DET
sc-2345	180	4	threat	threat	NOUN
sc-2345	180	5	to	to	ADP
sc-2345	180	6	the	the	DET
sc-2345	180	7	entire	entire	ADJ
sc-2345	180	8	detection	detection	NOUN
sc-2345	180	9	process	process	NOUN
sc-2345	180	10	since	since	SCONJ
sc-2345	180	11	the	the	DET
sc-2345	180	12	malware	malware	NOUN
sc-2345	180	13	detector	detector	NOUN
sc-2345	180	14	may	may	AUX
sc-2345	180	15	not	not	PART
sc-2345	180	16	be	be	AUX
sc-2345	180	17	good	good	ADJ
sc-2345	180	18	enough	enough	ADV
sc-2345	180	19	to	to	PART
sc-2345	180	20	handle	handle	VERB
sc-2345	180	21	malware	malware	NOUN
sc-2345	180	22	created	create	VERB
sc-2345	180	23	by	by	ADP
sc-2345	180	24	attackers	attacker	NOUN
sc-2345	180	25	which	which	PRON
sc-2345	180	26	are	be	AUX
sc-2345	180	27	often	often	ADV
sc-2345	180	28	strongly	strongly	ADV
sc-2345	180	29	encrypted	encrypt	VERB
sc-2345	180	30	and	and	CCONJ
sc-2345	180	31	possess	possess	VERB
sc-2345	180	32	unique	unique	ADJ
sc-2345	180	33	characteristics	characteristic	NOUN
sc-2345	180	34	.	.	PUNCT
sc-2345	181	1	there	there	PRON
sc-2345	181	2	is	be	VERB
sc-2345	181	3	also	also	ADV
sc-2345	181	4	a	a	DET
sc-2345	181	5	possibility	possibility	NOUN
sc-2345	181	6	of	of	ADP
sc-2345	181	7	creating	create	VERB
sc-2345	181	8	malware	malware	NOUN
sc-2345	181	9	from	from	ADP
sc-2345	181	10	these	these	DET
sc-2345	181	11	signatures	signature	NOUN
sc-2345	181	12	and	and	CCONJ
sc-2345	181	13	adding	add	VERB
sc-2345	181	14	them	they	PRON
sc-2345	181	15	to	to	ADP
sc-2345	181	16	the	the	DET
sc-2345	181	17	repository	repository	NOUN
sc-2345	181	18	.	.	PUNCT
sc-2345	182	1	however	however	ADV
sc-2345	182	2	,	,	PUNCT
sc-2345	182	3	the	the	DET
sc-2345	182	4	variety	variety	NOUN
sc-2345	182	5	and	and	CCONJ
sc-2345	182	6	veracity	veracity	NOUN
sc-2345	182	7	of	of	ADP
sc-2345	182	8	the	the	DET
sc-2345	182	9	malware	malware	NOUN
sc-2345	182	10	variants	variant	NOUN
sc-2345	182	11	created	create	VERB
sc-2345	182	12	through	through	ADP
sc-2345	182	13	extracting	extract	VERB
sc-2345	182	14	dna	dna	NOUN
sc-2345	182	15	from	from	ADP
sc-2345	182	16	the	the	DET
sc-2345	182	17	existing	exist	VERB
sc-2345	182	18	signatures	signature	NOUN
sc-2345	182	19	can	can	AUX
sc-2345	182	20	not	not	PART
sc-2345	182	21	be	be	AUX
sc-2345	182	22	guaranteed	guarantee	VERB
sc-2345	182	23	.	.	PUNCT
sc-2345	183	1	the	the	DET
sc-2345	183	2	6	6	NUM
sc-2345	183	3	sreenivas	sreenivas	PROPN
sc-2345	183	4	sremath	sremath	PROPN
sc-2345	183	5	tirumala	tirumala	PROPN
sc-2345	183	6	,	,	PUNCT
sc-2345	183	7	narayan	narayan	PROPN
sc-2345	183	8	nepal	nepal	PROPN
sc-2345	183	9	and	and	CCONJ
sc-2345	183	10	sayan	sayan	PROPN
sc-2345	183	11	kumar	kumar	PROPN
sc-2345	183	12	ray	ray	PROPN
sc-2345	183	13	eai	eai	PROPN
sc-2345	183	14	endorsed	endorse	VERB
sc-2345	183	15	transactions	transaction	NOUN
sc-2345	183	16	on	on	ADP
sc-2345	183	17	smart	smart	ADJ
sc-2345	183	18	cities	city	NOUN
sc-2345	183	19	03	03	NUM
sc-2345	183	20	2022	2022	NUM
sc-2345	183	21	09	09	NUM
sc-2345	183	22	2022	2022	NUM
sc-2345	183	23	|	|	ADV
sc-2345	183	24	volume	volume	NOUN
sc-2345	183	25	6	6	NUM
sc-2345	183	26	|	|	NOUN
sc-2345	183	27	issue	issue	NOUN
sc-2345	183	28	18	18	NUM
sc-2345	183	29	|	|	NOUN
sc-2345	183	30	e4	e4	PROPN
sc-2345	183	31	work	work	NOUN
sc-2345	183	32	presented	present	VERB
sc-2345	183	33	in	in	ADP
sc-2345	183	34	this	this	DET
sc-2345	183	35	paper	paper	NOUN
sc-2345	183	36	is	be	AUX
sc-2345	183	37	inspired	inspire	VERB
sc-2345	183	38	from	from	ADP
sc-2345	183	39	this	this	DET
sc-2345	183	40	requirement	requirement	NOUN
sc-2345	183	41	of	of	ADP
sc-2345	183	42	guaranteeing	guarantee	VERB
sc-2345	183	43	variety	variety	NOUN
sc-2345	183	44	and	and	CCONJ
sc-2345	183	45	complexity	complexity	NOUN
sc-2345	183	46	and	and	CCONJ
sc-2345	183	47	tries	try	VERB
sc-2345	183	48	to	to	PART
sc-2345	183	49	propose	propose	VERB
sc-2345	183	50	a	a	DET
sc-2345	183	51	new	new	ADJ
sc-2345	183	52	approach	approach	NOUN
sc-2345	183	53	for	for	ADP
sc-2345	183	54	generating	generate	VERB
sc-2345	183	55	malware	malware	NOUN
sc-2345	183	56	signatures	signature	NOUN
sc-2345	183	57	.	.	PUNCT
sc-2345	184	1	a	a	DET
sc-2345	184	2	2013	2013	NUM
sc-2345	184	3	work	work	NOUN
sc-2345	184	4	published	publish	VERB
sc-2345	184	5	in	in	ADP
sc-2345	184	6	[	[	X
sc-2345	184	7	41	41	NUM
sc-2345	184	8	]	]	PUNCT
sc-2345	184	9	cites	cite	VERB
sc-2345	184	10	a	a	DET
sc-2345	184	11	work	work	NOUN
sc-2345	184	12	(	(	PUNCT
sc-2345	184	13	published	publish	VERB
sc-2345	184	14	in	in	ADP
sc-2345	184	15	korean	korean	PROPN
sc-2345	184	16	)	)	PUNCT
sc-2345	184	17	that	that	PRON
sc-2345	184	18	emphasises	emphasise	VERB
sc-2345	184	19	on	on	ADP
sc-2345	184	20	malware	malware	NOUN
sc-2345	184	21	generation	generation	NOUN
sc-2345	184	22	based	base	VERB
sc-2345	184	23	on	on	ADP
sc-2345	184	24	dna	dna	PROPN
sc-2345	184	25	signatures	signature	NOUN
sc-2345	184	26	but	but	CCONJ
sc-2345	184	27	not	not	PART
sc-2345	184	28	mentioning	mention	VERB
sc-2345	184	29	details	detail	NOUN
sc-2345	184	30	about	about	ADP
sc-2345	184	31	the	the	DET
sc-2345	184	32	approaches	approach	NOUN
sc-2345	184	33	used	use	VERB
sc-2345	184	34	to	to	PART
sc-2345	184	35	create	create	VERB
sc-2345	184	36	variety	variety	NOUN
sc-2345	184	37	and	and	CCONJ
sc-2345	184	38	veracity	veracity	NOUN
sc-2345	184	39	.	.	PUNCT
sc-2345	185	1	this	this	PRON
sc-2345	185	2	can	can	AUX
sc-2345	185	3	be	be	AUX
sc-2345	185	4	considered	consider	VERB
sc-2345	185	5	as	as	ADP
sc-2345	185	6	only	only	ADJ
sc-2345	185	7	work	work	NOUN
sc-2345	185	8	towards	towards	ADP
sc-2345	185	9	generating	generate	VERB
sc-2345	185	10	malware	malware	NOUN
sc-2345	185	11	signatures	signature	NOUN
sc-2345	185	12	from	from	ADP
sc-2345	185	13	dna	dna	NOUN
sc-2345	185	14	-	-	PUNCT
sc-2345	185	15	based	base	VERB
sc-2345	185	16	signature	signature	NOUN
sc-2345	185	17	repository	repository	NOUN
sc-2345	185	18	and	and	CCONJ
sc-2345	185	19	could	could	AUX
sc-2345	185	20	not	not	PART
sc-2345	185	21	be	be	AUX
sc-2345	185	22	compared	compare	VERB
sc-2345	185	23	to	to	ADP
sc-2345	185	24	the	the	DET
sc-2345	185	25	proposed	propose	VERB
sc-2345	185	26	approach	approach	NOUN
sc-2345	185	27	due	due	ADP
sc-2345	185	28	to	to	ADP
sc-2345	185	29	lack	lack	NOUN
sc-2345	185	30	of	of	ADP
sc-2345	185	31	technical	technical	ADJ
sc-2345	185	32	and	and	CCONJ
sc-2345	185	33	implementation	implementation	NOUN
sc-2345	185	34	details	detail	NOUN
sc-2345	185	35	.	.	PUNCT
sc-2345	186	1	3	3	X
sc-2345	186	2	.	.	NUM
sc-2345	186	3	proposed	propose	VERB
sc-2345	186	4	testbed	testbe	VERB
sc-2345	186	5	for	for	SCONJ
sc-2345	186	6	the	the	DET
sc-2345	186	7	experiments	experiment	NOUN
sc-2345	186	8	figure	figure	VERB
sc-2345	186	9	3	3	NUM
sc-2345	186	10	shows	show	VERB
sc-2345	186	11	the	the	DET
sc-2345	186	12	proposed	propose	VERB
sc-2345	186	13	system	system	NOUN
sc-2345	186	14	model	model	NOUN
sc-2345	186	15	for	for	ADP
sc-2345	186	16	using	use	VERB
sc-2345	186	17	raspberry	raspberry	NOUN
sc-2345	186	18	pi	pi	NOUN
sc-2345	186	19	4	4	NUM
sc-2345	186	20	as	as	ADP
sc-2345	186	21	the	the	DET
sc-2345	186	22	icds	icd	NOUN
sc-2345	186	23	in	in	ADP
sc-2345	186	24	order	order	NOUN
sc-2345	186	25	to	to	PART
sc-2345	186	26	filter	filter	VERB
sc-2345	186	27	malicious	malicious	ADJ
sc-2345	186	28	packets	packet	NOUN
sc-2345	186	29	from	from	ADP
sc-2345	186	30	entering	enter	VERB
sc-2345	186	31	sme	sme	NOUN
sc-2345	186	32	networks	network	NOUN
sc-2345	186	33	.	.	PUNCT
sc-2345	187	1	ideally	ideally	ADV
sc-2345	187	2	,	,	PUNCT
sc-2345	187	3	raspberry	raspberry	NOUN
sc-2345	187	4	pi	pi	NOUN
sc-2345	187	5	4.0	4.0	NUM
sc-2345	187	6	device	device	NOUN
sc-2345	187	7	with	with	ADP
sc-2345	187	8	4	4	NUM
sc-2345	187	9	gb	gb	NOUN
sc-2345	187	10	of	of	ADP
sc-2345	187	11	ram	ram	NOUN
sc-2345	187	12	and	and	CCONJ
sc-2345	187	13	1.5	1.5	NUM
sc-2345	187	14	ghz	ghz	NOUN
sc-2345	187	15	64	64	NUM
sc-2345	187	16	-	-	PUNCT
sc-2345	187	17	bit	bit	NOUN
sc-2345	187	18	quad	quad	ADV
sc-2345	187	19	-	-	PUNCT
sc-2345	187	20	core	core	NOUN
sc-2345	187	21	arm	arm	NOUN
sc-2345	187	22	cortex	cortex	NOUN
sc-2345	187	23	-	-	PUNCT
sc-2345	187	24	a72	a72	ADJ
sc-2345	187	25	processor	processor	NOUN
sc-2345	187	26	will	will	AUX
sc-2345	187	27	be	be	AUX
sc-2345	187	28	used	use	VERB
sc-2345	187	29	.	.	PUNCT
sc-2345	188	1	it	it	PRON
sc-2345	188	2	has	have	AUX
sc-2345	188	3	built	build	VERB
sc-2345	188	4	in	in	ADP
sc-2345	188	5	ethernet	ethernet	NOUN
sc-2345	188	6	and	and	CCONJ
sc-2345	188	7	wifi	wifi	NOUN
sc-2345	188	8	interfaces	interface	NOUN
sc-2345	188	9	.	.	PUNCT
sc-2345	189	1	the	the	DET
sc-2345	189	2	gigabit	gigabit	NOUN
sc-2345	189	3	ethernet	ethernet	NOUN
sc-2345	189	4	interface	interface	NOUN
sc-2345	189	5	in	in	ADP
sc-2345	189	6	raspberry	raspberry	NOUN
sc-2345	189	7	pi	pi	NOUN
sc-2345	189	8	4.0	4.0	NUM
sc-2345	189	9	can	can	AUX
sc-2345	189	10	reduce	reduce	VERB
sc-2345	189	11	communication	communication	NOUN
sc-2345	189	12	latency	latency	NOUN
sc-2345	189	13	and	and	CCONJ
sc-2345	189	14	provide	provide	VERB
sc-2345	189	15	faster	fast	ADJ
sc-2345	189	16	network	network	NOUN
sc-2345	189	17	connectivity	connectivity	NOUN
sc-2345	189	18	.	.	PUNCT
sc-2345	190	1	the	the	DET
sc-2345	190	2	device	device	NOUN
sc-2345	190	3	also	also	ADV
sc-2345	190	4	has	have	VERB
sc-2345	190	5	usb	usb	PRON
sc-2345	190	6	3.0	3.0	NUM
sc-2345	190	7	and	and	CCONJ
sc-2345	190	8	2.0	2.0	NUM
sc-2345	190	9	ports	port	NOUN
sc-2345	190	10	.	.	PUNCT
sc-2345	191	1	usb	usb	PRON
sc-2345	191	2	3.0	3.0	NUM
sc-2345	191	3	ports	port	NOUN
sc-2345	191	4	can	can	AUX
sc-2345	191	5	enable	enable	VERB
sc-2345	191	6	transfer	transfer	NOUN
sc-2345	191	7	of	of	ADP
sc-2345	191	8	data	datum	NOUN
sc-2345	191	9	up	up	ADP
sc-2345	191	10	to	to	PART
sc-2345	191	11	ten	ten	NUM
sc-2345	191	12	times	time	NOUN
sc-2345	191	13	faster	fast	ADV
sc-2345	191	14	than	than	ADP
sc-2345	191	15	usb	usb	NOUN
sc-2345	191	16	2.0	2.0	NUM
sc-2345	191	17	.	.	PUNCT
sc-2345	192	1	based	base	VERB
sc-2345	192	2	on	on	ADP
sc-2345	192	3	the	the	DET
sc-2345	192	4	discussion	discussion	NOUN
sc-2345	192	5	provided	provide	VERB
sc-2345	192	6	in	in	ADP
sc-2345	192	7	the	the	DET
sc-2345	192	8	previous	previous	ADJ
sc-2345	192	9	sub	sub	NOUN
sc-2345	192	10	-	-	NOUN
sc-2345	192	11	section	section	NOUN
sc-2345	192	12	,	,	PUNCT
sc-2345	192	13	the	the	DET
sc-2345	192	14	proposed	propose	VERB
sc-2345	192	15	model	model	NOUN
sc-2345	192	16	will	will	AUX
sc-2345	192	17	likely	likely	ADV
sc-2345	192	18	opt	opt	VERB
sc-2345	192	19	for	for	ADP
sc-2345	192	20	option	option	NOUN
sc-2345	192	21	2	2	NUM
sc-2345	192	22	,	,	PUNCT
sc-2345	192	23	where	where	SCONJ
sc-2345	192	24	the	the	DET
sc-2345	192	25	on	on	ADP
sc-2345	192	26	-	-	PUNCT
sc-2345	192	27	board	board	NOUN
sc-2345	192	28	ethernet	ethernet	NOUN
sc-2345	192	29	interface	interface	NOUN
sc-2345	192	30	will	will	AUX
sc-2345	192	31	be	be	AUX
sc-2345	192	32	used	use	VERB
sc-2345	192	33	for	for	ADP
sc-2345	192	34	incoming	incoming	ADJ
sc-2345	192	35	network	network	NOUN
sc-2345	192	36	traffic	traffic	NOUN
sc-2345	192	37	from	from	ADP
sc-2345	192	38	external	external	ADJ
sc-2345	192	39	networks	network	NOUN
sc-2345	192	40	trying	try	VERB
sc-2345	192	41	to	to	PART
sc-2345	192	42	enter	enter	VERB
sc-2345	192	43	the	the	DET
sc-2345	192	44	sme	sme	NOUN
sc-2345	192	45	network	network	NOUN
sc-2345	192	46	through	through	ADP
sc-2345	192	47	the	the	DET
sc-2345	192	48	raspberry	raspberry	NOUN
sc-2345	192	49	pi	pi	NOUN
sc-2345	192	50	4	4	NUM
sc-2345	192	51	-	-	PUNCT
sc-2345	192	52	based	base	VERB
sc-2345	192	53	icds	icd	NOUN
sc-2345	192	54	and	and	CCONJ
sc-2345	192	55	an	an	DET
sc-2345	192	56	usb	usb	NOUN
sc-2345	192	57	ethernet	ethernet	NOUN
sc-2345	192	58	interface	interface	NOUN
sc-2345	192	59	(	(	PUNCT
sc-2345	192	60	in	in	ADP
sc-2345	192	61	form	form	NOUN
sc-2345	192	62	of	of	ADP
sc-2345	192	63	an	an	DET
sc-2345	192	64	adaptor	adaptor	NOUN
sc-2345	192	65	)	)	PUNCT
sc-2345	192	66	will	will	AUX
sc-2345	192	67	be	be	AUX
sc-2345	192	68	used	use	VERB
sc-2345	192	69	as	as	ADP
sc-2345	192	70	the	the	DET
sc-2345	192	71	exit	exit	NOUN
sc-2345	192	72	for	for	ADP
sc-2345	192	73	the	the	DET
sc-2345	192	74	filtered	filter	VERB
sc-2345	192	75	outgoing	outgoing	ADJ
sc-2345	192	76	traffic	traffic	NOUN
sc-2345	192	77	from	from	ADP
sc-2345	192	78	the	the	DET
sc-2345	192	79	raspberry	raspberry	NOUN
sc-2345	192	80	pi	pi	NOUN
sc-2345	192	81	device	device	NOUN
sc-2345	192	82	to	to	ADP
sc-2345	192	83	the	the	DET
sc-2345	192	84	gateway	gateway	NOUN
sc-2345	192	85	of	of	ADP
sc-2345	192	86	the	the	DET
sc-2345	192	87	connected	connected	ADJ
sc-2345	192	88	sme	sme	NOUN
sc-2345	192	89	network	network	NOUN
sc-2345	192	90	(	(	PUNCT
sc-2345	192	91	refer	refer	VERB
sc-2345	192	92	to	to	ADP
sc-2345	192	93	fig	fig	NOUN
sc-2345	192	94	.	.	PUNCT
sc-2345	193	1	2	2	NUM
sc-2345	193	2	)	)	PUNCT
sc-2345	193	3	.	.	PUNCT
sc-2345	194	1	there	there	PRON
sc-2345	194	2	is	be	VERB
sc-2345	194	3	also	also	ADV
sc-2345	194	4	an	an	DET
sc-2345	194	5	issue	issue	NOUN
sc-2345	194	6	with	with	ADP
sc-2345	194	7	choosing	choose	VERB
sc-2345	194	8	usb	usb	NOUN
sc-2345	194	9	ethernet	ethernet	NOUN
sc-2345	194	10	for	for	ADP
sc-2345	194	11	communication	communication	NOUN
sc-2345	194	12	(	(	PUNCT
sc-2345	194	13	option	option	NOUN
sc-2345	194	14	2	2	NUM
sc-2345	194	15	)	)	PUNCT
sc-2345	194	16	as	as	SCONJ
sc-2345	194	17	it	it	PRON
sc-2345	194	18	may	may	AUX
sc-2345	194	19	slow	slow	VERB
sc-2345	194	20	down	down	ADP
sc-2345	194	21	the	the	DET
sc-2345	194	22	transfer	transfer	NOUN
sc-2345	194	23	of	of	ADP
sc-2345	194	24	outgoing	outgoing	ADJ
sc-2345	194	25	network	network	NOUN
sc-2345	194	26	traffic	traffic	NOUN
sc-2345	194	27	from	from	ADP
sc-2345	194	28	the	the	DET
sc-2345	194	29	raspberry	raspberry	NOUN
sc-2345	194	30	pi	pi	NOUN
sc-2345	194	31	device	device	NOUN
sc-2345	194	32	to	to	ADP
sc-2345	194	33	the	the	DET
sc-2345	194	34	gateway	gateway	NOUN
sc-2345	194	35	of	of	ADP
sc-2345	194	36	the	the	DET
sc-2345	194	37	sme	sme	PROPN
sc-2345	194	38	network	network	NOUN
sc-2345	194	39	,	,	PUNCT
sc-2345	194	40	however	however	ADV
sc-2345	194	41	,	,	PUNCT
sc-2345	194	42	with	with	SCONJ
sc-2345	194	43	the	the	DET
sc-2345	194	44	choice	choice	NOUN
sc-2345	194	45	of	of	ADP
sc-2345	194	46	proper	proper	ADJ
sc-2345	194	47	usb	usb	NOUN
sc-2345	194	48	ethernet	ethernet	NOUN
sc-2345	194	49	adaptor	adaptor	NOUN
sc-2345	194	50	this	this	DET
sc-2345	194	51	shortcoming	shortcoming	NOUN
sc-2345	194	52	can	can	AUX
sc-2345	194	53	be	be	AUX
sc-2345	194	54	overcome	overcome	VERB
sc-2345	194	55	.	.	PUNCT
sc-2345	195	1	usbs	usbs	NOUN
sc-2345	195	2	are	be	AUX
sc-2345	195	3	rated	rate	VERB
sc-2345	195	4	at	at	ADP
sc-2345	195	5	speeds	speed	NOUN
sc-2345	195	6	different	different	ADJ
sc-2345	195	7	to	to	PART
sc-2345	195	8	ethernet	ethernet	VERB
sc-2345	195	9	,	,	PUNCT
sc-2345	195	10	for	for	ADP
sc-2345	195	11	instance	instance	NOUN
sc-2345	195	12	,	,	PUNCT
sc-2345	195	13	usb	usb	PROPN
sc-2345	195	14	3.0	3.0	NUM
sc-2345	195	15	is	be	AUX
sc-2345	195	16	rated	rate	VERB
sc-2345	195	17	at	at	ADP
sc-2345	195	18	5	5	NUM
sc-2345	195	19	gigabits	gigabit	NOUN
sc-2345	195	20	per	per	ADP
sc-2345	195	21	second	second	NOUN
sc-2345	195	22	whereas	whereas	SCONJ
sc-2345	195	23	usb	usb	PRON
sc-2345	195	24	2.0	2.0	NUM
sc-2345	195	25	is	be	AUX
sc-2345	195	26	rated	rate	VERB
sc-2345	195	27	at	at	ADP
sc-2345	195	28	54	54	NUM
sc-2345	195	29	megabits	megabit	NOUN
sc-2345	195	30	per	per	ADP
sc-2345	195	31	second	second	NOUN
sc-2345	195	32	.	.	PUNCT
sc-2345	196	1	for	for	ADP
sc-2345	196	2	our	our	PRON
sc-2345	196	3	proposed	propose	VERB
sc-2345	196	4	experimental	experimental	NOUN
sc-2345	196	5	tested	test	VERB
sc-2345	196	6	in	in	ADP
sc-2345	196	7	this	this	DET
sc-2345	196	8	research	research	NOUN
sc-2345	196	9	,	,	PUNCT
sc-2345	196	10	a	a	DET
sc-2345	196	11	raspberry	raspberry	NOUN
sc-2345	196	12	pi	pi	NOUN
sc-2345	196	13	4.0	4.0	NUM
sc-2345	196	14	device	device	NOUN
sc-2345	196	15	is	be	AUX
sc-2345	196	16	used	use	VERB
sc-2345	196	17	that	that	PRON
sc-2345	196	18	has	have	VERB
sc-2345	196	19	a	a	DET
sc-2345	196	20	gigabit	gigabit	NOUN
sc-2345	196	21	ethernet	ethernet	NOUN
sc-2345	196	22	interface	interface	NOUN
sc-2345	196	23	.	.	PUNCT
sc-2345	197	1	also	also	ADV
sc-2345	197	2	,	,	PUNCT
sc-2345	197	3	to	to	PART
sc-2345	197	4	ensure	ensure	VERB
sc-2345	197	5	that	that	SCONJ
sc-2345	197	6	the	the	DET
sc-2345	197	7	network	network	NOUN
sc-2345	197	8	communication	communication	NOUN
sc-2345	197	9	on	on	ADP
sc-2345	197	10	the	the	DET
sc-2345	197	11	raspberry	raspberry	NOUN
sc-2345	197	12	pi	pi	NOUN
sc-2345	197	13	4.0	4.0	NUM
sc-2345	197	14	board	board	NOUN
sc-2345	197	15	does	do	AUX
sc-2345	197	16	not	not	PART
sc-2345	197	17	slow	slow	VERB
sc-2345	197	18	down	down	ADP
sc-2345	197	19	,	,	PUNCT
sc-2345	197	20	a	a	DET
sc-2345	197	21	usb	usb	NOUN
sc-2345	197	22	3.0	3.0	NUM
sc-2345	197	23	gigabit	gigabit	NOUN
sc-2345	197	24	ethernet	ethernet	NOUN
sc-2345	197	25	interface	interface	NOUN
sc-2345	197	26	(	(	PUNCT
sc-2345	197	27	adaptor	adaptor	NOUN
sc-2345	197	28	)	)	PUNCT
sc-2345	197	29	is	be	AUX
sc-2345	197	30	used	use	VERB
sc-2345	197	31	so	so	SCONJ
sc-2345	197	32	that	that	SCONJ
sc-2345	197	33	communication	communication	NOUN
sc-2345	197	34	between	between	ADP
sc-2345	197	35	the	the	DET
sc-2345	197	36	two	two	NUM
sc-2345	197	37	gigabit	gigabit	NOUN
sc-2345	197	38	ethernet	ethernet	NOUN
sc-2345	197	39	interfaces	interface	NOUN
sc-2345	197	40	(	(	PUNCT
sc-2345	197	41	the	the	DET
sc-2345	197	42	onboard	onboard	ADJ
sc-2345	197	43	one	one	NUM
sc-2345	197	44	and	and	CCONJ
sc-2345	197	45	the	the	DET
sc-2345	197	46	usb	usb	NOUN
sc-2345	197	47	one	one	NOUN
sc-2345	197	48	)	)	PUNCT
sc-2345	197	49	can	can	AUX
sc-2345	197	50	happen	happen	VERB
sc-2345	197	51	.	.	PUNCT
sc-2345	198	1	all	all	DET
sc-2345	198	2	the	the	DET
sc-2345	198	3	incoming	incoming	ADJ
sc-2345	198	4	internet	internet	NOUN
sc-2345	198	5	traffic	traffic	NOUN
sc-2345	198	6	meant	mean	VERB
sc-2345	198	7	for	for	ADP
sc-2345	198	8	the	the	DET
sc-2345	198	9	sme	sme	PROPN
sc-2345	198	10	network	network	NOUN
sc-2345	198	11	will	will	AUX
sc-2345	198	12	first	first	ADV
sc-2345	198	13	enter	enter	VERB
sc-2345	198	14	the	the	DET
sc-2345	198	15	raspberry	raspberry	NOUN
sc-2345	198	16	pi	pi	NOUN
sc-2345	198	17	based	base	VERB
sc-2345	198	18	icds	icd	NOUN
sc-2345	198	19	acting	act	VERB
sc-2345	198	20	as	as	ADP
sc-2345	198	21	a	a	DET
sc-2345	198	22	protective	protective	ADJ
sc-2345	198	23	shield	shield	NOUN
sc-2345	198	24	for	for	ADP
sc-2345	198	25	the	the	DET
sc-2345	198	26	sme	sme	PROPN
sc-2345	198	27	network	network	NOUN
sc-2345	198	28	.	.	PUNCT
sc-2345	199	1	this	this	DET
sc-2345	199	2	entire	entire	ADJ
sc-2345	199	3	research	research	NOUN
sc-2345	199	4	work	work	NOUN
sc-2345	199	5	will	will	AUX
sc-2345	199	6	be	be	AUX
sc-2345	199	7	carried	carry	VERB
sc-2345	199	8	out	out	ADP
sc-2345	199	9	in	in	ADP
sc-2345	199	10	two	two	NUM
sc-2345	199	11	phases	phase	NOUN
sc-2345	199	12	.	.	PUNCT
sc-2345	200	1	in	in	ADP
sc-2345	200	2	the	the	DET
sc-2345	200	3	first	first	ADJ
sc-2345	200	4	phase	phase	NOUN
sc-2345	200	5	,	,	PUNCT
sc-2345	200	6	as	as	SCONJ
sc-2345	200	7	mentioned	mention	VERB
sc-2345	200	8	before	before	ADV
sc-2345	200	9	,	,	PUNCT
sc-2345	200	10	the	the	DET
sc-2345	200	11	aim	aim	NOUN
sc-2345	200	12	is	be	AUX
sc-2345	200	13	to	to	PART
sc-2345	200	14	study	study	VERB
sc-2345	200	15	the	the	DET
sc-2345	200	16	feasibility	feasibility	NOUN
sc-2345	200	17	of	of	ADP
sc-2345	200	18	using	use	VERB
sc-2345	200	19	raspberry	raspberry	NOUN
sc-2345	200	20	device	device	NOUN
sc-2345	200	21	to	to	PART
sc-2345	200	22	develop	develop	VERB
sc-2345	200	23	the	the	DET
sc-2345	200	24	icds	icd	NOUN
sc-2345	200	25	and	and	CCONJ
sc-2345	200	26	to	to	PART
sc-2345	200	27	explore	explore	VERB
sc-2345	200	28	if	if	SCONJ
sc-2345	200	29	hardware	hardware	NOUN
sc-2345	200	30	interfaces	interface	NOUN
sc-2345	200	31	on	on	ADP
sc-2345	200	32	the	the	DET
sc-2345	200	33	raspberry	raspberry	NOUN
sc-2345	200	34	-	-	PUNCT
sc-2345	200	35	pi	pi	NOUN
sc-2345	200	36	device	device	NOUN
sc-2345	200	37	are	be	AUX
sc-2345	200	38	capable	capable	ADJ
sc-2345	200	39	of	of	ADP
sc-2345	200	40	handling	handle	VERB
sc-2345	200	41	high	high	ADJ
sc-2345	200	42	volume	volume	NOUN
sc-2345	200	43	of	of	ADP
sc-2345	200	44	real	real	ADJ
sc-2345	200	45	traffic	traffic	NOUN
sc-2345	200	46	.	.	PUNCT
sc-2345	201	1	these	these	DET
sc-2345	201	2	second	second	ADJ
sc-2345	201	3	phase	phase	NOUN
sc-2345	201	4	activities	activity	NOUN
sc-2345	201	5	is	be	AUX
sc-2345	201	6	using	use	VERB
sc-2345	201	7	artificial	artificial	ADJ
sc-2345	201	8	intelligence	intelligence	NOUN
sc-2345	201	9	(	(	PUNCT
sc-2345	201	10	ai	ai	NOUN
sc-2345	201	11	)	)	PUNCT
sc-2345	201	12	and	and	CCONJ
sc-2345	201	13	dna	dna	PROPN
sc-2345	201	14	based	base	VERB
sc-2345	201	15	approach	approach	NOUN
sc-2345	201	16	for	for	ADP
sc-2345	201	17	detecting	detect	VERB
sc-2345	201	18	malware	malware	NOUN
sc-2345	201	19	with	with	ADP
sc-2345	201	20	low	low	ADJ
sc-2345	201	21	hardware	hardware	NOUN
sc-2345	201	22	devices	device	NOUN
sc-2345	201	23	like	like	ADP
sc-2345	201	24	raspberry	raspberry	NOUN
sc-2345	201	25	-	-	PUNCT
sc-2345	201	26	pi	pi	NOUN
sc-2345	201	27	to	to	PART
sc-2345	201	28	support	support	VERB
sc-2345	201	29	its	its	PRON
sc-2345	201	30	usage	usage	NOUN
sc-2345	201	31	as	as	ADP
sc-2345	201	32	a	a	DET
sc-2345	201	33	commercial	commercial	ADJ
sc-2345	201	34	icds	icd	NOUN
sc-2345	201	35	,	,	PUNCT
sc-2345	201	36	which	which	PRON
sc-2345	201	37	is	be	AUX
sc-2345	201	38	what	what	PRON
sc-2345	201	39	this	this	DET
sc-2345	201	40	paper	paper	NOUN
sc-2345	201	41	will	will	AUX
sc-2345	201	42	discuss	discuss	VERB
sc-2345	201	43	.	.	PUNCT
sc-2345	202	1	in	in	ADP
sc-2345	202	2	the	the	DET
sc-2345	202	3	following	follow	VERB
sc-2345	202	4	phase	phase	NOUN
sc-2345	202	5	,	,	PUNCT
sc-2345	202	6	the	the	DET
sc-2345	202	7	incoming	incoming	ADJ
sc-2345	202	8	traffic	traffic	NOUN
sc-2345	202	9	on	on	ADP
sc-2345	202	10	the	the	DET
sc-2345	202	11	raspberry	raspberry	NOUN
sc-2345	202	12	pi	pi	NOUN
sc-2345	202	13	device	device	NOUN
sc-2345	202	14	will	will	AUX
sc-2345	202	15	be	be	AUX
sc-2345	202	16	sent	send	VERB
sc-2345	202	17	through	through	ADP
sc-2345	202	18	a	a	DET
sc-2345	202	19	cloud	cloud	NOUN
sc-2345	202	20	-	-	PUNCT
sc-2345	202	21	based	base	VERB
sc-2345	202	22	validation	validation	NOUN
sc-2345	202	23	system	system	NOUN
sc-2345	202	24	where	where	SCONJ
sc-2345	202	25	the	the	DET
sc-2345	202	26	signatures	signature	NOUN
sc-2345	202	27	of	of	ADP
sc-2345	202	28	the	the	DET
sc-2345	202	29	packets	packet	NOUN
sc-2345	202	30	will	will	AUX
sc-2345	202	31	be	be	AUX
sc-2345	202	32	thoroughly	thoroughly	ADV
sc-2345	202	33	checked	check	VERB
sc-2345	202	34	to	to	PART
sc-2345	202	35	identify	identify	VERB
sc-2345	202	36	malicious	malicious	ADJ
sc-2345	202	37	contents	content	NOUN
sc-2345	202	38	(	(	PUNCT
sc-2345	202	39	e.g.	e.g.	ADV
sc-2345	202	40	,	,	PUNCT
sc-2345	202	41	malware	malware	NOUN
sc-2345	202	42	)	)	PUNCT
sc-2345	202	43	.	.	PUNCT
sc-2345	203	1	such	such	ADJ
sc-2345	203	2	checking	checking	NOUN
sc-2345	203	3	will	will	AUX
sc-2345	203	4	be	be	AUX
sc-2345	203	5	done	do	VERB
sc-2345	203	6	at	at	ADP
sc-2345	203	7	the	the	DET
sc-2345	203	8	signature	signature	NOUN
sc-2345	203	9	-	-	PUNCT
sc-2345	203	10	based	base	VERB
sc-2345	203	11	detection	detection	NOUN
sc-2345	203	12	online	online	NOUN
sc-2345	203	13	module	module	NOUN
sc-2345	203	14	(	(	PUNCT
sc-2345	203	15	shown	show	VERB
sc-2345	203	16	as	as	ADP
sc-2345	203	17	cloud	cloud	NOUN
sc-2345	203	18	)	)	PUNCT
sc-2345	203	19	of	of	ADP
sc-2345	203	20	the	the	DET
sc-2345	203	21	proposed	propose	VERB
sc-2345	203	22	model	model	NOUN
sc-2345	203	23	where	where	SCONJ
sc-2345	203	24	a	a	DET
sc-2345	203	25	lightweight	lightweight	ADJ
sc-2345	203	26	ai	ai	NOUN
sc-2345	203	27	-	-	PUNCT
sc-2345	203	28	based	base	VERB
sc-2345	203	29	pattern	pattern	NOUN
sc-2345	203	30	recognition	recognition	NOUN
sc-2345	203	31	and	and	CCONJ
sc-2345	203	32	deep	deep	ADJ
sc-2345	203	33	learning	learning	NOUN
sc-2345	203	34	algorithm	algorithm	NOUN
sc-2345	203	35	will	will	AUX
sc-2345	203	36	inspect	inspect	VERB
sc-2345	203	37	every	every	DET
sc-2345	203	38	packet	packet	NOUN
sc-2345	203	39	to	to	PART
sc-2345	203	40	filter	filter	VERB
sc-2345	203	41	the	the	DET
sc-2345	203	42	malicious	malicious	ADJ
sc-2345	203	43	contents	content	NOUN
sc-2345	203	44	before	before	ADP
sc-2345	203	45	letting	let	VERB
sc-2345	203	46	the	the	DET
sc-2345	203	47	outgoing	outgoing	ADJ
sc-2345	203	48	packets	packet	NOUN
sc-2345	203	49	pass	pass	VERB
sc-2345	203	50	through	through	ADP
sc-2345	203	51	the	the	DET
sc-2345	203	52	exit	exit	NOUN
sc-2345	203	53	usb	usb	NOUN
sc-2345	203	54	ethernet	ethernet	NOUN
sc-2345	203	55	interface	interface	NOUN
sc-2345	203	56	to	to	PART
sc-2345	203	57	safely	safely	ADV
sc-2345	203	58	enter	enter	VERB
sc-2345	203	59	the	the	DET
sc-2345	203	60	sme	sme	PROPN
sc-2345	203	61	network	network	PROPN
sc-2345	203	62	’s	’s	PART
sc-2345	203	63	gateway	gateway	NOUN
sc-2345	203	64	.	.	PUNCT
sc-2345	204	1	3.1	3.1	NUM
sc-2345	204	2	.	.	PUNCT
sc-2345	204	3	raspberry	raspberry	NOUN
sc-2345	204	4	pi	pi	NOUN
sc-2345	204	5	as	as	ADP
sc-2345	204	6	an	an	DET
sc-2345	204	7	icds	icd	NOUN
sc-2345	204	8	:	:	PUNCT
sc-2345	204	9	from	from	ADP
sc-2345	204	10	perspective	perspective	NOUN
sc-2345	204	11	of	of	ADP
sc-2345	204	12	hardware	hardware	NOUN
sc-2345	204	13	capability	capability	NOUN
sc-2345	204	14	this	this	DET
sc-2345	204	15	current	current	ADJ
sc-2345	204	16	research	research	NOUN
sc-2345	204	17	explores	explore	VERB
sc-2345	204	18	the	the	DET
sc-2345	204	19	prospects	prospect	NOUN
sc-2345	204	20	of	of	ADP
sc-2345	204	21	implementing	implement	VERB
sc-2345	204	22	a	a	DET
sc-2345	204	23	raspberry	raspberry	NOUN
sc-2345	204	24	pi	pi	NOUN
sc-2345	204	25	(	(	PUNCT
sc-2345	204	26	raspberry	raspberry	NOUN
sc-2345	204	27	pi)-based	pi)-base	VERB
sc-2345	204	28	low	low	ADJ
sc-2345	204	29	cost	cost	NOUN
sc-2345	204	30	and	and	CCONJ
sc-2345	204	31	intelligent	intelligent	ADJ
sc-2345	204	32	cyber	cyber	ADJ
sc-2345	204	33	-	-	PUNCT
sc-2345	204	34	defense	defense	NOUN
sc-2345	204	35	system	system	NOUN
sc-2345	204	36	(	(	PUNCT
sc-2345	204	37	icds	icds	PROPN
sc-2345	204	38	)	)	PUNCT
sc-2345	204	39	for	for	ADP
sc-2345	204	40	sme	sme	NOUN
sc-2345	204	41	networks	network	NOUN
sc-2345	204	42	,	,	PUNCT
sc-2345	204	43	the	the	DET
sc-2345	204	44	architecture	architecture	NOUN
sc-2345	204	45	of	of	ADP
sc-2345	204	46	which	which	PRON
sc-2345	204	47	is	be	AUX
sc-2345	204	48	presented	present	VERB
sc-2345	204	49	in	in	ADP
sc-2345	204	50	fig	fig	NOUN
sc-2345	204	51	.	.	PUNCT
sc-2345	205	1	1	1	X
sc-2345	205	2	.	.	X
sc-2345	205	3	in	in	ADP
sc-2345	205	4	the	the	DET
sc-2345	205	5	icds	icd	NOUN
sc-2345	205	6	,	,	PUNCT
sc-2345	205	7	all	all	DET
sc-2345	205	8	incoming	incoming	ADJ
sc-2345	205	9	traffic	traffic	NOUN
sc-2345	205	10	to	to	ADP
sc-2345	205	11	the	the	DET
sc-2345	205	12	network	network	NOUN
sc-2345	205	13	of	of	ADP
sc-2345	205	14	the	the	DET
sc-2345	205	15	sme	sme	NOUN
sc-2345	205	16	will	will	AUX
sc-2345	205	17	go	go	VERB
sc-2345	205	18	through	through	ADP
sc-2345	205	19	the	the	DET
sc-2345	205	20	raspberry	raspberry	NOUN
sc-2345	205	21	pi	pi	NOUN
sc-2345	205	22	device	device	NOUN
sc-2345	205	23	that	that	PRON
sc-2345	205	24	will	will	AUX
sc-2345	205	25	scan	scan	VERB
sc-2345	205	26	the	the	DET
sc-2345	205	27	traffic	traffic	NOUN
sc-2345	205	28	for	for	ADP
sc-2345	205	29	any	any	DET
sc-2345	205	30	malicious	malicious	ADJ
sc-2345	205	31	contents	content	NOUN
sc-2345	205	32	.	.	PUNCT
sc-2345	206	1	the	the	DET
sc-2345	206	2	traffic	traffic	NOUN
sc-2345	206	3	will	will	AUX
sc-2345	206	4	be	be	AUX
sc-2345	206	5	monitored	monitor	VERB
sc-2345	206	6	and	and	CCONJ
sc-2345	206	7	filtered	filter	VERB
sc-2345	206	8	through	through	ADP
sc-2345	206	9	a	a	DET
sc-2345	206	10	cloud	cloud	NOUN
sc-2345	206	11	-	-	PUNCT
sc-2345	206	12	based	base	VERB
sc-2345	206	13	filtering	filtering	NOUN
sc-2345	206	14	system	system	NOUN
sc-2345	206	15	and	and	CCONJ
sc-2345	206	16	all	all	DET
sc-2345	206	17	malicious	malicious	ADJ
sc-2345	206	18	traffic	traffic	NOUN
sc-2345	206	19	will	will	AUX
sc-2345	206	20	be	be	AUX
sc-2345	206	21	quarantined	quarantine	VERB
sc-2345	206	22	for	for	ADP
sc-2345	206	23	further	further	ADJ
sc-2345	206	24	actions	action	NOUN
sc-2345	206	25	by	by	ADP
sc-2345	206	26	the	the	DET
sc-2345	206	27	sme	sme	PROPN
sc-2345	206	28	.	.	PUNCT
sc-2345	207	1	a	a	DET
sc-2345	207	2	deep	deep	ADJ
sc-2345	207	3	learning	learning	NOUN
sc-2345	207	4	-	-	PUNCT
sc-2345	207	5	based	base	VERB
sc-2345	207	6	signature	signature	NOUN
sc-2345	207	7	verification	verification	NOUN
sc-2345	207	8	system	system	NOUN
sc-2345	207	9	will	will	AUX
sc-2345	207	10	be	be	AUX
sc-2345	207	11	used	use	VERB
sc-2345	207	12	for	for	ADP
sc-2345	207	13	filtering	filter	VERB
sc-2345	207	14	the	the	DET
sc-2345	207	15	traffic	traffic	NOUN
sc-2345	207	16	in	in	ADP
sc-2345	207	17	the	the	DET
sc-2345	207	18	next	next	ADJ
sc-2345	207	19	phase	phase	NOUN
sc-2345	207	20	of	of	ADP
sc-2345	207	21	this	this	DET
sc-2345	207	22	work	work	NOUN
sc-2345	207	23	.	.	PUNCT
sc-2345	208	1	the	the	DET
sc-2345	208	2	primary	primary	ADJ
sc-2345	208	3	focus	focus	NOUN
sc-2345	208	4	of	of	ADP
sc-2345	208	5	the	the	DET
sc-2345	208	6	work	work	NOUN
sc-2345	208	7	presented	present	VERB
sc-2345	208	8	in	in	ADP
sc-2345	208	9	this	this	DET
sc-2345	208	10	paper	paper	NOUN
sc-2345	208	11	is	be	AUX
sc-2345	208	12	to	to	PART
sc-2345	208	13	explore	explore	VERB
sc-2345	208	14	(	(	PUNCT
sc-2345	208	15	a	a	X
sc-2345	208	16	)	)	PUNCT
sc-2345	208	17	the	the	DET
sc-2345	208	18	feasibility	feasibility	NOUN
sc-2345	208	19	of	of	ADP
sc-2345	208	20	using	use	VERB
sc-2345	208	21	raspberry	raspberry	NOUN
sc-2345	208	22	pi	pi	NOUN
sc-2345	208	23	device	device	NOUN
sc-2345	208	24	to	to	PART
sc-2345	208	25	develop	develop	VERB
sc-2345	208	26	an	an	DET
sc-2345	208	27	icds	icd	NOUN
sc-2345	208	28	,	,	PUNCT
sc-2345	208	29	and	and	CCONJ
sc-2345	208	30	(	(	PUNCT
sc-2345	208	31	b	b	X
sc-2345	208	32	)	)	PUNCT
sc-2345	208	33	if	if	SCONJ
sc-2345	208	34	the	the	DET
sc-2345	208	35	hardware	hardware	NOUN
sc-2345	208	36	components	component	NOUN
sc-2345	208	37	present	present	ADJ
sc-2345	208	38	in	in	ADP
sc-2345	208	39	the	the	DET
sc-2345	208	40	latest	late	ADJ
sc-2345	208	41	raspberry	raspberry	NOUN
sc-2345	208	42	pi	pi	NOUN
sc-2345	208	43	devices	device	NOUN
sc-2345	208	44	are	be	AUX
sc-2345	208	45	capable	capable	ADJ
sc-2345	208	46	and	and	CCONJ
sc-2345	208	47	compatible	compatible	ADJ
sc-2345	208	48	enough	enough	ADV
sc-2345	208	49	to	to	PART
sc-2345	208	50	support	support	VERB
sc-2345	208	51	the	the	DET
sc-2345	208	52	use	use	NOUN
sc-2345	208	53	of	of	ADP
sc-2345	208	54	raspberry	raspberry	NOUN
sc-2345	208	55	pi	pi	NOUN
sc-2345	208	56	-	-	PUNCT
sc-2345	208	57	based	base	VERB
sc-2345	208	58	icds	icd	NOUN
sc-2345	208	59	for	for	ADP
sc-2345	208	60	commercial	commercial	ADJ
sc-2345	208	61	sme	sme	PROPN
sc-2345	208	62	networks	network	NOUN
sc-2345	208	63	.	.	PUNCT
sc-2345	209	1	use	use	NOUN
sc-2345	209	2	of	of	ADP
sc-2345	209	3	raspberry	raspberry	NOUN
sc-2345	209	4	pi	pi	NOUN
sc-2345	209	5	as	as	ADP
sc-2345	209	6	a	a	DET
sc-2345	209	7	low	low	ADJ
sc-2345	209	8	-	-	PUNCT
sc-2345	209	9	cost	cost	NOUN
sc-2345	209	10	device	device	NOUN
sc-2345	209	11	is	be	AUX
sc-2345	209	12	becoming	become	VERB
sc-2345	209	13	common	common	ADJ
sc-2345	209	14	in	in	ADP
sc-2345	209	15	various	various	ADJ
sc-2345	209	16	iot	iot	NOUN
sc-2345	209	17	-	-	PUNCT
sc-2345	209	18	based	base	VERB
sc-2345	209	19	systems	system	NOUN
sc-2345	209	20	due	due	ADP
sc-2345	209	21	to	to	ADP
sc-2345	209	22	its	its	PRON
sc-2345	209	23	simple	simple	ADJ
sc-2345	209	24	operation	operation	NOUN
sc-2345	209	25	,	,	PUNCT
sc-2345	209	26	cost	cost	VERB
sc-2345	209	27	effective	effective	ADJ
sc-2345	209	28	usage	usage	NOUN
sc-2345	209	29	and	and	CCONJ
sc-2345	209	30	support	support	NOUN
sc-2345	209	31	of	of	ADP
sc-2345	209	32	open	open	ADJ
sc-2345	209	33	source	source	NOUN
sc-2345	209	34	software	software	NOUN
sc-2345	209	35	and	and	CCONJ
sc-2345	209	36	operating	operating	NOUN
sc-2345	209	37	systems	system	NOUN
sc-2345	209	38	.	.	PUNCT
sc-2345	210	1	from	from	ADP
sc-2345	210	2	the	the	DET
sc-2345	210	3	literature	literature	NOUN
sc-2345	210	4	study	study	NOUN
sc-2345	210	5	presented	present	VERB
sc-2345	210	6	in	in	ADP
sc-2345	210	7	section	section	PROPN
sc-2345	210	8	ii	ii	PROPN
sc-2345	210	9	,	,	PUNCT
sc-2345	210	10	it	it	PRON
sc-2345	210	11	can	can	AUX
sc-2345	210	12	be	be	AUX
sc-2345	210	13	concluded	conclude	VERB
sc-2345	210	14	that	that	SCONJ
sc-2345	210	15	,	,	PUNCT
sc-2345	210	16	although	although	SCONJ
sc-2345	210	17	,	,	PUNCT
sc-2345	210	18	research	research	NOUN
sc-2345	210	19	has	have	AUX
sc-2345	210	20	shown	show	VERB
sc-2345	210	21	the	the	DET
sc-2345	210	22	effectiveness	effectiveness	NOUN
sc-2345	210	23	of	of	ADP
sc-2345	210	24	using	use	VERB
sc-2345	210	25	raspberry	raspberry	NOUN
sc-2345	210	26	pi	pi	NOUN
sc-2345	210	27	-	-	PUNCT
sc-2345	210	28	based	base	VERB
sc-2345	210	29	commercial	commercial	ADJ
sc-2345	210	30	idss	idss	NOUN
sc-2345	210	31	,	,	PUNCT
sc-2345	210	32	previous	previous	ADJ
sc-2345	210	33	work	work	NOUN
sc-2345	210	34	done	do	VERB
sc-2345	210	35	on	on	ADP
sc-2345	210	36	this	this	DET
sc-2345	210	37	aspect	aspect	NOUN
sc-2345	210	38	(	(	PUNCT
sc-2345	210	39	i.e.	i.e.	X
sc-2345	210	40	,	,	PUNCT
sc-2345	210	41	use	use	NOUN
sc-2345	210	42	of	of	ADP
sc-2345	210	43	raspberry	raspberry	NOUN
sc-2345	210	44	pi	pi	NOUN
sc-2345	210	45	as	as	ADP
sc-2345	210	46	a	a	DET
sc-2345	210	47	commercial	commercial	ADJ
sc-2345	210	48	ids	id	NOUN
sc-2345	210	49	)	)	PUNCT
sc-2345	210	50	have	have	AUX
sc-2345	210	51	not	not	PART
sc-2345	210	52	evaluated	evaluate	VERB
sc-2345	210	53	the	the	DET
sc-2345	210	54	efficiency	efficiency	NOUN
sc-2345	210	55	and	and	CCONJ
sc-2345	210	56	capabilities	capability	NOUN
sc-2345	210	57	of	of	ADP
sc-2345	210	58	the	the	DET
sc-2345	210	59	hardware	hardware	NOUN
sc-2345	210	60	components	component	NOUN
sc-2345	210	61	,	,	PUNCT
sc-2345	210	62	especially	especially	ADV
sc-2345	210	63	,	,	PUNCT
sc-2345	210	64	the	the	DET
sc-2345	210	65	ethernet	ethernet	NOUN
sc-2345	210	66	and	and	CCONJ
sc-2345	210	67	wifi	wifi	NOUN
sc-2345	210	68	modules	module	NOUN
sc-2345	210	69	on	on	ADP
sc-2345	210	70	the	the	DET
sc-2345	210	71	raspberry	raspberry	NOUN
sc-2345	210	72	pi	pi	PROPN
sc-2345	210	73	board	board	PROPN
sc-2345	210	74	when	when	SCONJ
sc-2345	210	75	handling	handle	VERB
sc-2345	210	76	input	input	NOUN
sc-2345	210	77	and	and	CCONJ
sc-2345	210	78	output	output	NOUN
sc-2345	210	79	traffic	traffic	NOUN
sc-2345	210	80	.	.	PUNCT
sc-2345	211	1	also	also	ADV
sc-2345	211	2	,	,	PUNCT
sc-2345	211	3	typically	typically	ADV
sc-2345	211	4	,	,	PUNCT
sc-2345	211	5	a	a	DET
sc-2345	211	6	commercially	commercially	ADV
sc-2345	211	7	7	7	NUM
sc-2345	211	8	raspberry	raspberry	NOUN
sc-2345	211	9	pi	pi	NOUN
sc-2345	211	10	-	-	PUNCT
sc-2345	211	11	based	base	VERB
sc-2345	211	12	intelligent	intelligent	ADJ
sc-2345	211	13	cyber	cyber	NOUN
sc-2345	211	14	defense	defense	NOUN
sc-2345	211	15	systems	system	NOUN
sc-2345	211	16	for	for	ADP
sc-2345	211	17	smes	sme	NOUN
sc-2345	211	18	and	and	CCONJ
sc-2345	211	19	smart	smart	ADJ
sc-2345	211	20	-	-	PUNCT
sc-2345	211	21	homes	home	NOUN
sc-2345	211	22	:	:	PUNCT
sc-2345	211	23	an	an	DET
sc-2345	211	24	exploratory	exploratory	ADJ
sc-2345	211	25	study	study	NOUN
sc-2345	211	26	eai	eai	NOUN
sc-2345	211	27	endorsed	endorse	VERB
sc-2345	211	28	transactions	transaction	NOUN
sc-2345	211	29	on	on	ADP
sc-2345	211	30	smart	smart	ADJ
sc-2345	211	31	cities	city	NOUN
sc-2345	211	32	03	03	NUM
sc-2345	211	33	2022	2022	NUM
sc-2345	211	34	09	09	NUM
sc-2345	211	35	2022	2022	NUM
sc-2345	211	36	|	|	ADV
sc-2345	211	37	volume	volume	NOUN
sc-2345	211	38	6	6	NUM
sc-2345	211	39	|	|	NOUN
sc-2345	211	40	issue	issue	NOUN
sc-2345	211	41	18	18	NUM
sc-2345	211	42	|	|	NOUN
sc-2345	211	43	e4	e4	PROPN
sc-2345	211	44	figure	figure	NOUN
sc-2345	211	45	3	3	NUM
sc-2345	211	46	.	.	PUNCT
sc-2345	212	1	the	the	DET
sc-2345	212	2	hardware	hardware	NOUN
sc-2345	212	3	architecture	architecture	NOUN
sc-2345	212	4	for	for	ADP
sc-2345	212	5	the	the	DET
sc-2345	212	6	proposed	propose	VERB
sc-2345	212	7	raspberry	raspberry	NOUN
sc-2345	212	8	pi	pi	NOUN
sc-2345	212	9	-	-	PUNCT
sc-2345	212	10	based	base	VERB
sc-2345	212	11	icds	icd	NOUN
sc-2345	212	12	available	available	ADJ
sc-2345	212	13	ids	ids	PROPN
sc-2345	212	14	/	/	SYM
sc-2345	212	15	firewall	firewall	NOUN
sc-2345	212	16	will	will	AUX
sc-2345	212	17	need	need	VERB
sc-2345	212	18	gigabyte	gigabyte	NOUN
sc-2345	212	19	ethernetbased	ethernetbase	VERB
sc-2345	212	20	connections	connection	NOUN
sc-2345	212	21	for	for	ADP
sc-2345	212	22	its	its	PRON
sc-2345	212	23	input	input	NOUN
sc-2345	212	24	and	and	CCONJ
sc-2345	212	25	output	output	NOUN
sc-2345	212	26	interfaces	interface	NOUN
sc-2345	212	27	depending	depend	VERB
sc-2345	212	28	on	on	ADP
sc-2345	212	29	the	the	DET
sc-2345	212	30	network	network	NOUN
sc-2345	212	31	requirements	requirement	NOUN
sc-2345	212	32	but	but	CCONJ
sc-2345	212	33	each	each	DET
sc-2345	212	34	icds	icd	NOUN
sc-2345	212	35	,	,	PUNCT
sc-2345	212	36	on	on	ADP
sc-2345	212	37	the	the	DET
sc-2345	212	38	other	other	ADJ
sc-2345	212	39	hand	hand	NOUN
sc-2345	212	40	,	,	PUNCT
sc-2345	212	41	need	need	VERB
sc-2345	212	42	to	to	PART
sc-2345	212	43	have	have	VERB
sc-2345	212	44	at	at	ADV
sc-2345	212	45	least	least	ADV
sc-2345	212	46	two	two	NUM
sc-2345	212	47	physical	physical	ADJ
sc-2345	212	48	interfaces	interface	NOUN
sc-2345	212	49	with	with	ADP
sc-2345	212	50	high	high	ADJ
sc-2345	212	51	end	end	NOUN
sc-2345	212	52	throughput	throughput	NOUN
sc-2345	212	53	to	to	PART
sc-2345	212	54	segregate	segregate	VERB
sc-2345	212	55	the	the	DET
sc-2345	212	56	internal	internal	ADJ
sc-2345	212	57	and	and	CCONJ
sc-2345	212	58	external	external	ADJ
sc-2345	212	59	network	network	NOUN
sc-2345	212	60	traffic	traffic	NOUN
sc-2345	212	61	from	from	ADP
sc-2345	212	62	each	each	DET
sc-2345	212	63	other	other	ADJ
sc-2345	212	64	.	.	PUNCT
sc-2345	213	1	thus	thus	ADV
sc-2345	213	2	,	,	PUNCT
sc-2345	213	3	to	to	PART
sc-2345	213	4	explore	explore	VERB
sc-2345	213	5	whether	whether	SCONJ
sc-2345	213	6	it	it	PRON
sc-2345	213	7	is	be	AUX
sc-2345	213	8	possible	possible	ADJ
sc-2345	213	9	to	to	PART
sc-2345	213	10	develop	develop	VERB
sc-2345	213	11	a	a	DET
sc-2345	213	12	raspberry	raspberry	NOUN
sc-2345	213	13	pi	pi	NOUN
sc-2345	213	14	-	-	PUNCT
sc-2345	213	15	based	base	VERB
sc-2345	213	16	icds	icd	NOUN
sc-2345	213	17	,	,	PUNCT
sc-2345	213	18	monitoring	monitor	VERB
sc-2345	213	19	the	the	DET
sc-2345	213	20	performance	performance	NOUN
sc-2345	213	21	of	of	ADP
sc-2345	213	22	the	the	DET
sc-2345	213	23	different	different	ADJ
sc-2345	213	24	hardware	hardware	NOUN
sc-2345	213	25	interfaces	interface	NOUN
sc-2345	213	26	on	on	ADP
sc-2345	213	27	the	the	DET
sc-2345	213	28	pi	pi	NOUN
sc-2345	213	29	device	device	NOUN
sc-2345	213	30	when	when	SCONJ
sc-2345	213	31	handling	handle	VERB
sc-2345	213	32	high	high	ADJ
sc-2345	213	33	volume	volume	NOUN
sc-2345	213	34	of	of	ADP
sc-2345	213	35	real	real	ADJ
sc-2345	213	36	traffic	traffic	NOUN
sc-2345	213	37	,	,	PUNCT
sc-2345	213	38	is	be	AUX
sc-2345	213	39	necessary	necessary	ADJ
sc-2345	213	40	.	.	PUNCT
sc-2345	214	1	the	the	DET
sc-2345	214	2	following	follow	VERB
sc-2345	214	3	sub	sub	NOUN
sc-2345	214	4	-	-	NOUN
sc-2345	214	5	sections	section	NOUN
sc-2345	214	6	will	will	AUX
sc-2345	214	7	discuss	discuss	VERB
sc-2345	214	8	these	these	PRON
sc-2345	214	9	in	in	ADP
sc-2345	214	10	detail	detail	NOUN
sc-2345	214	11	.	.	PUNCT
sc-2345	215	1	an	an	DET
sc-2345	215	2	important	important	ADJ
sc-2345	215	3	point	point	NOUN
sc-2345	215	4	that	that	PRON
sc-2345	215	5	needs	need	VERB
sc-2345	215	6	mentioning	mention	VERB
sc-2345	215	7	here	here	ADV
sc-2345	215	8	is	be	AUX
sc-2345	215	9	how	how	SCONJ
sc-2345	215	10	the	the	DET
sc-2345	215	11	raspberry	raspberry	NOUN
sc-2345	215	12	pi	pi	NOUN
sc-2345	215	13	device	device	NOUN
sc-2345	215	14	can	can	AUX
sc-2345	215	15	capture	capture	VERB
sc-2345	215	16	and	and	CCONJ
sc-2345	215	17	track	track	VERB
sc-2345	215	18	the	the	DET
sc-2345	215	19	network	network	NOUN
sc-2345	215	20	traffic	traffic	NOUN
sc-2345	215	21	flowing	flow	VERB
sc-2345	215	22	between	between	ADP
sc-2345	215	23	its	its	PRON
sc-2345	215	24	incoming	incoming	ADJ
sc-2345	215	25	and	and	CCONJ
sc-2345	215	26	outgoing	outgoing	ADJ
sc-2345	215	27	interfaces	interface	NOUN
sc-2345	215	28	.	.	PUNCT
sc-2345	216	1	this	this	PRON
sc-2345	216	2	can	can	AUX
sc-2345	216	3	be	be	AUX
sc-2345	216	4	done	do	VERB
sc-2345	216	5	in	in	ADP
sc-2345	216	6	the	the	DET
sc-2345	216	7	following	following	ADJ
sc-2345	216	8	way	way	NOUN
sc-2345	216	9	.	.	PUNCT
sc-2345	217	1	on	on	ADP
sc-2345	217	2	starting	start	VERB
sc-2345	217	3	,	,	PUNCT
sc-2345	217	4	the	the	DET
sc-2345	217	5	raspberry	raspberry	NOUN
sc-2345	217	6	pi	pi	NOUN
sc-2345	217	7	device	device	NOUN
sc-2345	217	8	will	will	AUX
sc-2345	217	9	load	load	VERB
sc-2345	217	10	two	two	NUM
sc-2345	217	11	scripts	script	NOUN
sc-2345	217	12	,	,	PUNCT
sc-2345	217	13	the	the	DET
sc-2345	217	14	first	first	ADJ
sc-2345	217	15	of	of	ADP
sc-2345	217	16	which	which	PRON
sc-2345	217	17	is	be	AUX
sc-2345	217	18	a	a	DET
sc-2345	217	19	shell	shell	ADJ
sc-2345	217	20	script	script	NOUN
sc-2345	217	21	that	that	PRON
sc-2345	217	22	will	will	AUX
sc-2345	217	23	set	set	VERB
sc-2345	217	24	up	up	ADP
sc-2345	217	25	a	a	DET
sc-2345	217	26	software	software	NOUN
sc-2345	217	27	bridge	bridge	NOUN
sc-2345	217	28	connection	connection	NOUN
sc-2345	217	29	between	between	ADP
sc-2345	217	30	the	the	DET
sc-2345	217	31	incoming	incoming	ADJ
sc-2345	217	32	and	and	CCONJ
sc-2345	217	33	outgoing	outgoing	ADJ
sc-2345	217	34	interfaces	interface	NOUN
sc-2345	217	35	.	.	PUNCT
sc-2345	218	1	the	the	DET
sc-2345	218	2	bridge	bridge	NOUN
sc-2345	218	3	interface	interface	NOUN
sc-2345	218	4	will	will	AUX
sc-2345	218	5	have	have	VERB
sc-2345	218	6	its	its	PRON
sc-2345	218	7	own	own	ADJ
sc-2345	218	8	unique	unique	ADJ
sc-2345	218	9	ip	ip	PRON
sc-2345	218	10	address	address	NOUN
sc-2345	218	11	assigned	assign	VERB
sc-2345	218	12	and	and	CCONJ
sc-2345	218	13	will	will	AUX
sc-2345	218	14	allow	allow	VERB
sc-2345	218	15	for	for	ADP
sc-2345	218	16	network	network	NOUN
sc-2345	218	17	connectivity	connectivity	NOUN
sc-2345	218	18	.	.	PUNCT
sc-2345	219	1	the	the	DET
sc-2345	219	2	second	second	ADJ
sc-2345	219	3	python	python	NOUN
sc-2345	219	4	script	script	NOUN
sc-2345	219	5	will	will	AUX
sc-2345	219	6	tcpdump	tcpdump	VERB
sc-2345	219	7	the	the	DET
sc-2345	219	8	network	network	NOUN
sc-2345	219	9	packets	packet	NOUN
sc-2345	219	10	(	(	PUNCT
sc-2345	219	11	flowing	flow	VERB
sc-2345	219	12	between	between	ADP
sc-2345	219	13	the	the	DET
sc-2345	219	14	input	input	NOUN
sc-2345	219	15	and	and	CCONJ
sc-2345	219	16	output	output	NOUN
sc-2345	219	17	interfaces	interface	NOUN
sc-2345	219	18	)	)	PUNCT
sc-2345	219	19	on	on	ADP
sc-2345	219	20	the	the	DET
sc-2345	219	21	raspberry	raspberry	NOUN
sc-2345	219	22	pi	pi	NOUN
sc-2345	219	23	4.0	4.0	NUM
sc-2345	219	24	device	device	NOUN
sc-2345	219	25	so	so	SCONJ
sc-2345	219	26	that	that	SCONJ
sc-2345	219	27	they	they	PRON
sc-2345	219	28	can	can	AUX
sc-2345	219	29	be	be	AUX
sc-2345	219	30	captured	capture	VERB
sc-2345	219	31	and	and	CCONJ
sc-2345	219	32	assessed	assess	VERB
sc-2345	219	33	.	.	PUNCT
sc-2345	220	1	3.2	3.2	NUM
sc-2345	220	2	.	.	PUNCT
sc-2345	221	1	use	use	NOUN
sc-2345	221	2	of	of	ADP
sc-2345	221	3	raspberry	raspberry	NOUN
sc-2345	221	4	pi	pi	NOUN
sc-2345	221	5	as	as	ADP
sc-2345	221	6	an	an	DET
sc-2345	221	7	icds	icds	PROPN
sc-2345	221	8	raspberry	raspberry	NOUN
sc-2345	221	9	pi	pi	NOUN
sc-2345	221	10	is	be	AUX
sc-2345	221	11	a	a	DET
sc-2345	221	12	low	low	ADJ
sc-2345	221	13	-	-	PUNCT
sc-2345	221	14	cost	cost	NOUN
sc-2345	221	15	computer	computer	NOUN
sc-2345	221	16	that	that	PRON
sc-2345	221	17	is	be	AUX
sc-2345	221	18	commonly	commonly	ADV
sc-2345	221	19	finding	find	VERB
sc-2345	221	20	its	its	PRON
sc-2345	221	21	usage	usage	NOUN
sc-2345	221	22	in	in	ADP
sc-2345	221	23	iot	iot	NOUN
sc-2345	221	24	and	and	CCONJ
sc-2345	221	25	cyber	cyber	NOUN
sc-2345	221	26	-	-	PUNCT
sc-2345	221	27	physical	physical	ADJ
sc-2345	221	28	systems	system	NOUN
sc-2345	221	29	.	.	PUNCT
sc-2345	222	1	currently	currently	ADV
sc-2345	222	2	,	,	PUNCT
sc-2345	222	3	raspberry	raspberry	NOUN
sc-2345	222	4	pi	pi	NOUN
sc-2345	222	5	4	4	NUM
sc-2345	222	6	is	be	AUX
sc-2345	222	7	the	the	DET
sc-2345	222	8	latest	late	ADJ
sc-2345	222	9	version	version	NOUN
sc-2345	222	10	and	and	CCONJ
sc-2345	222	11	it	it	PRON
sc-2345	222	12	has	have	AUX
sc-2345	222	13	built	build	VERB
sc-2345	222	14	in	in	ADP
sc-2345	222	15	ethernet	ethernet	NOUN
sc-2345	222	16	interface	interface	NOUN
sc-2345	222	17	and	and	CCONJ
sc-2345	222	18	wifi	wifi	NOUN
sc-2345	222	19	module	module	NOUN
sc-2345	222	20	.	.	PUNCT
sc-2345	223	1	owing	owe	VERB
sc-2345	223	2	to	to	ADP
sc-2345	223	3	its	its	PRON
sc-2345	223	4	tiny	tiny	ADJ
sc-2345	223	5	size	size	NOUN
sc-2345	223	6	,	,	PUNCT
sc-2345	223	7	negligible	negligible	ADJ
sc-2345	223	8	power	power	NOUN
sc-2345	223	9	consumption	consumption	NOUN
sc-2345	223	10	and	and	CCONJ
sc-2345	223	11	low	low	ADJ
sc-2345	223	12	cost	cost	NOUN
sc-2345	223	13	,	,	PUNCT
sc-2345	223	14	raspberry	raspberry	NOUN
sc-2345	223	15	pi	pi	NOUN
sc-2345	223	16	4	4	NUM
sc-2345	223	17	can	can	AUX
sc-2345	223	18	ideally	ideally	ADV
sc-2345	223	19	be	be	AUX
sc-2345	223	20	used	use	VERB
sc-2345	223	21	as	as	ADP
sc-2345	223	22	a	a	DET
sc-2345	223	23	commercial	commercial	ADJ
sc-2345	223	24	icds	icd	NOUN
sc-2345	223	25	for	for	ADP
sc-2345	223	26	filtering	filter	VERB
sc-2345	223	27	of	of	ADP
sc-2345	223	28	malicious	malicious	ADJ
sc-2345	223	29	traffic	traffic	NOUN
sc-2345	223	30	entering	enter	VERB
sc-2345	223	31	the	the	DET
sc-2345	223	32	sme	sme	PROPN
sc-2345	223	33	networks	network	NOUN
sc-2345	223	34	.	.	PUNCT
sc-2345	224	1	however	however	ADV
sc-2345	224	2	,	,	PUNCT
sc-2345	224	3	traffic	traffic	NOUN
sc-2345	224	4	filtering	filtering	NOUN
sc-2345	224	5	using	use	VERB
sc-2345	224	6	raspberry	raspberry	NOUN
sc-2345	224	7	pi	pi	NOUN
sc-2345	224	8	device	device	NOUN
sc-2345	224	9	will	will	AUX
sc-2345	224	10	not	not	PART
sc-2345	224	11	be	be	AUX
sc-2345	224	12	a	a	DET
sc-2345	224	13	straight	straight	ADJ
sc-2345	224	14	forward	forward	ADJ
sc-2345	224	15	process	process	NOUN
sc-2345	224	16	since	since	SCONJ
sc-2345	224	17	raspberry	raspberry	NOUN
sc-2345	224	18	pi	pi	NOUN
sc-2345	224	19	can	can	AUX
sc-2345	224	20	use	use	VERB
sc-2345	224	21	only	only	ADV
sc-2345	224	22	one	one	NUM
sc-2345	224	23	network	network	NOUN
sc-2345	224	24	interface	interface	NOUN
sc-2345	224	25	at	at	ADP
sc-2345	224	26	any	any	DET
sc-2345	224	27	given	give	VERB
sc-2345	224	28	time	time	NOUN
sc-2345	224	29	even	even	ADV
sc-2345	224	30	if	if	SCONJ
sc-2345	224	31	it	it	PRON
sc-2345	224	32	may	may	AUX
sc-2345	224	33	have	have	VERB
sc-2345	224	34	multiple	multiple	ADJ
sc-2345	224	35	network	network	NOUN
sc-2345	224	36	interface	interface	NOUN
sc-2345	224	37	connections	connection	NOUN
sc-2345	224	38	(	(	PUNCT
sc-2345	224	39	i.e.	i.e.	X
sc-2345	224	40	,	,	PUNCT
sc-2345	224	41	internet	internet	NOUN
sc-2345	224	42	traffic	traffic	NOUN
sc-2345	224	43	only	only	ADV
sc-2345	224	44	goes	go	VERB
sc-2345	224	45	through	through	ADP
sc-2345	224	46	the	the	DET
sc-2345	224	47	particular	particular	ADJ
sc-2345	224	48	interface	interface	NOUN
sc-2345	224	49	connection	connection	NOUN
sc-2345	224	50	)	)	PUNCT
sc-2345	224	51	.	.	PUNCT
sc-2345	225	1	for	for	ADP
sc-2345	225	2	traffic	traffic	NOUN
sc-2345	225	3	filtering	filtering	NOUN
sc-2345	225	4	purpose	purpose	NOUN
sc-2345	225	5	an	an	DET
sc-2345	225	6	ids	ids	NOUN
sc-2345	225	7	needs	need	VERB
sc-2345	225	8	at	at	ADV
sc-2345	225	9	least	least	ADV
sc-2345	225	10	two	two	NUM
sc-2345	225	11	network	network	NOUN
sc-2345	225	12	interfaces	interface	NOUN
sc-2345	225	13	,	,	PUNCT
sc-2345	225	14	one	one	NUM
sc-2345	225	15	for	for	ADP
sc-2345	225	16	incoming	incoming	ADJ
sc-2345	225	17	traffic	traffic	NOUN
sc-2345	225	18	and	and	CCONJ
sc-2345	225	19	the	the	DET
sc-2345	225	20	other	other	ADJ
sc-2345	225	21	for	for	ADP
sc-2345	225	22	outgoing	outgoing	ADJ
sc-2345	225	23	traffic	traffic	NOUN
sc-2345	225	24	.	.	PUNCT
sc-2345	226	1	when	when	SCONJ
sc-2345	226	2	connected	connect	VERB
sc-2345	226	3	to	to	ADP
sc-2345	226	4	an	an	DET
sc-2345	226	5	external	external	ADJ
sc-2345	226	6	network	network	NOUN
sc-2345	226	7	,	,	PUNCT
sc-2345	226	8	incoming	incoming	ADJ
sc-2345	226	9	and	and	CCONJ
sc-2345	226	10	outgoing	outgoing	ADJ
sc-2345	226	11	internet	internet	NOUN
sc-2345	226	12	traffic	traffic	NOUN
sc-2345	226	13	to	to	ADP
sc-2345	226	14	and	and	CCONJ
sc-2345	226	15	from	from	ADP
sc-2345	226	16	the	the	DET
sc-2345	226	17	network	network	NOUN
sc-2345	226	18	only	only	ADV
sc-2345	226	19	flows	flow	VERB
sc-2345	226	20	through	through	ADP
sc-2345	226	21	the	the	DET
sc-2345	226	22	particular	particular	ADJ
sc-2345	226	23	interface	interface	NOUN
sc-2345	226	24	of	of	ADP
sc-2345	226	25	the	the	DET
sc-2345	226	26	raspberry	raspberry	NOUN
sc-2345	226	27	pi	pi	NOUN
sc-2345	226	28	that	that	PRON
sc-2345	226	29	is	be	AUX
sc-2345	226	30	directly	directly	ADV
sc-2345	226	31	connected	connect	VERB
sc-2345	226	32	to	to	ADP
sc-2345	226	33	the	the	DET
sc-2345	226	34	external	external	ADJ
sc-2345	226	35	network	network	NOUN
sc-2345	226	36	,	,	PUNCT
sc-2345	226	37	be	be	AUX
sc-2345	226	38	it	it	PRON
sc-2345	226	39	the	the	DET
sc-2345	226	40	ethernet	ethernet	NOUN
sc-2345	226	41	interface	interface	NOUN
sc-2345	226	42	or	or	CCONJ
sc-2345	226	43	the	the	DET
sc-2345	226	44	wifi	wifi	NOUN
sc-2345	226	45	interface	interface	NOUN
sc-2345	226	46	.	.	PUNCT
sc-2345	227	1	even	even	ADV
sc-2345	227	2	if	if	SCONJ
sc-2345	227	3	multiple	multiple	ADJ
sc-2345	227	4	usb	usb	NOUN
sc-2345	227	5	adapters	adapter	NOUN
sc-2345	227	6	are	be	AUX
sc-2345	227	7	connected	connect	VERB
sc-2345	227	8	to	to	ADP
sc-2345	227	9	the	the	DET
sc-2345	227	10	different	different	ADJ
sc-2345	227	11	available	available	ADJ
sc-2345	227	12	ports	port	NOUN
sc-2345	227	13	in	in	ADP
sc-2345	227	14	the	the	DET
sc-2345	227	15	raspberry	raspberry	NOUN
sc-2345	227	16	pi	pi	NOUN
sc-2345	227	17	device	device	NOUN
sc-2345	227	18	,	,	PUNCT
sc-2345	227	19	internet	internet	NOUN
sc-2345	227	20	traffic	traffic	NOUN
sc-2345	227	21	from	from	ADP
sc-2345	227	22	the	the	DET
sc-2345	227	23	external	external	ADJ
sc-2345	227	24	network	network	NOUN
sc-2345	227	25	will	will	AUX
sc-2345	227	26	only	only	ADV
sc-2345	227	27	flow	flow	VERB
sc-2345	227	28	through	through	ADP
sc-2345	227	29	one	one	NUM
sc-2345	227	30	of	of	ADP
sc-2345	227	31	these	these	DET
sc-2345	227	32	connections	connection	NOUN
sc-2345	227	33	and	and	CCONJ
sc-2345	227	34	that	that	PRON
sc-2345	227	35	is	be	AUX
sc-2345	227	36	an	an	DET
sc-2345	227	37	issue	issue	NOUN
sc-2345	227	38	with	with	ADP
sc-2345	227	39	the	the	DET
sc-2345	227	40	use	use	NOUN
sc-2345	227	41	of	of	ADP
sc-2345	227	42	raspberry	raspberry	NOUN
sc-2345	227	43	pi	pi	NOUN
sc-2345	227	44	as	as	ADP
sc-2345	227	45	an	an	DET
sc-2345	227	46	icds	icd	NOUN
sc-2345	227	47	.	.	PUNCT
sc-2345	228	1	using	use	VERB
sc-2345	228	2	some	some	DET
sc-2345	228	3	channel	channel	NOUN
sc-2345	228	4	bonding	bonding	NOUN
sc-2345	228	5	technology	technology	NOUN
sc-2345	228	6	,	,	PUNCT
sc-2345	228	7	however	however	ADV
sc-2345	228	8	,	,	PUNCT
sc-2345	228	9	it	it	PRON
sc-2345	228	10	is	be	AUX
sc-2345	228	11	possible	possible	ADJ
sc-2345	228	12	to	to	PART
sc-2345	228	13	channelize	channelize	VERB
sc-2345	228	14	the	the	DET
sc-2345	228	15	network	network	NOUN
sc-2345	228	16	traffic	traffic	NOUN
sc-2345	228	17	to	to	PART
sc-2345	228	18	flow	flow	VERB
sc-2345	228	19	through	through	ADP
sc-2345	228	20	two	two	NUM
sc-2345	228	21	separate	separate	ADJ
sc-2345	228	22	network	network	NOUN
sc-2345	228	23	interface	interface	NOUN
sc-2345	228	24	connections	connection	NOUN
sc-2345	228	25	,	,	PUNCT
sc-2345	228	26	one	one	NUM
sc-2345	228	27	for	for	ADP
sc-2345	228	28	incoming	incoming	ADJ
sc-2345	228	29	traffic	traffic	NOUN
sc-2345	228	30	entering	enter	VERB
sc-2345	228	31	the	the	DET
sc-2345	228	32	raspberry	raspberry	NOUN
sc-2345	228	33	pi	pi	NOUN
sc-2345	228	34	device	device	NOUN
sc-2345	228	35	from	from	ADP
sc-2345	228	36	external	external	ADJ
sc-2345	228	37	network	network	NOUN
sc-2345	228	38	and	and	CCONJ
sc-2345	228	39	the	the	DET
sc-2345	228	40	other	other	ADJ
sc-2345	228	41	for	for	ADP
sc-2345	228	42	outgoing	outgoing	ADJ
sc-2345	228	43	traffic	traffic	NOUN
sc-2345	228	44	from	from	ADP
sc-2345	228	45	the	the	DET
sc-2345	228	46	raspberry	raspberry	NOUN
sc-2345	228	47	pi	pi	NOUN
sc-2345	228	48	device	device	NOUN
sc-2345	228	49	[	[	X
sc-2345	228	50	42	42	NUM
sc-2345	228	51	]	]	PUNCT
sc-2345	228	52	.	.	PUNCT
sc-2345	229	1	this	this	PRON
sc-2345	229	2	will	will	AUX
sc-2345	229	3	need	need	VERB
sc-2345	229	4	two	two	NUM
sc-2345	229	5	network	network	NOUN
sc-2345	229	6	interface	interface	NOUN
sc-2345	229	7	connections	connection	NOUN
sc-2345	229	8	(	(	PUNCT
sc-2345	229	9	e.g.	e.g.	ADV
sc-2345	229	10	,	,	PUNCT
sc-2345	229	11	network	network	NOUN
sc-2345	229	12	adaptors	adaptor	NOUN
sc-2345	229	13	or	or	CCONJ
sc-2345	229	14	network	network	NOUN
sc-2345	229	15	interface	interface	NOUN
sc-2345	229	16	cards	card	NOUN
sc-2345	229	17	)	)	PUNCT
sc-2345	229	18	in	in	ADP
sc-2345	229	19	the	the	DET
sc-2345	229	20	raspberry	raspberry	NOUN
sc-2345	229	21	pi	pi	NOUN
sc-2345	229	22	4.0	4.0	NUM
sc-2345	229	23	board	board	NOUN
sc-2345	229	24	and	and	CCONJ
sc-2345	229	25	such	such	ADJ
sc-2345	229	26	connections	connection	NOUN
sc-2345	229	27	can	can	AUX
sc-2345	229	28	be	be	AUX
sc-2345	229	29	in	in	ADP
sc-2345	229	30	any	any	DET
sc-2345	229	31	form	form	NOUN
sc-2345	229	32	,	,	PUNCT
sc-2345	229	33	like	like	ADP
sc-2345	229	34	,	,	PUNCT
sc-2345	229	35	the	the	DET
sc-2345	229	36	on	on	ADP
sc-2345	229	37	-	-	PUNCT
sc-2345	229	38	board	board	NOUN
sc-2345	229	39	ethernet	ethernet	NOUN
sc-2345	229	40	interface	interface	NOUN
sc-2345	229	41	,	,	PUNCT
sc-2345	229	42	onboard	onboard	ADP
sc-2345	229	43	wifi	wifi	NOUN
sc-2345	229	44	interface	interface	NOUN
sc-2345	229	45	,	,	PUNCT
sc-2345	229	46	usb	usb	NOUN
sc-2345	229	47	ethernet	ethernet	NOUN
sc-2345	229	48	,	,	PUNCT
sc-2345	229	49	and	and	CCONJ
sc-2345	229	50	usb	usb	NOUN
sc-2345	229	51	wifi	wifi	NOUN
sc-2345	229	52	.	.	PUNCT
sc-2345	230	1	for	for	ADP
sc-2345	230	2	traffic	traffic	NOUN
sc-2345	230	3	filtering	filter	VERB
sc-2345	230	4	purpose	purpose	NOUN
sc-2345	230	5	,	,	PUNCT
sc-2345	230	6	the	the	DET
sc-2345	230	7	raspberry	raspberry	NOUN
sc-2345	230	8	pi	pi	NOUN
sc-2345	230	9	device	device	NOUN
sc-2345	230	10	connected	connect	VERB
sc-2345	230	11	to	to	ADP
sc-2345	230	12	a	a	DET
sc-2345	230	13	sme	sme	NOUN
sc-2345	230	14	network	network	NOUN
sc-2345	230	15	,	,	PUNCT
sc-2345	230	16	will	will	AUX
sc-2345	230	17	require	require	VERB
sc-2345	230	18	incoming	incoming	ADJ
sc-2345	230	19	8	8	NUM
sc-2345	230	20	sreenivas	sreenivas	NOUN
sc-2345	230	21	sremath	sremath	PROPN
sc-2345	230	22	tirumala	tirumala	PROPN
sc-2345	230	23	,	,	PUNCT
sc-2345	230	24	narayan	narayan	PROPN
sc-2345	230	25	nepal	nepal	PROPN
sc-2345	230	26	and	and	CCONJ
sc-2345	230	27	sayan	sayan	PROPN
sc-2345	230	28	kumar	kumar	PROPN
sc-2345	230	29	ray	ray	PROPN
sc-2345	230	30	eai	eai	PROPN
sc-2345	230	31	endorsed	endorse	VERB
sc-2345	230	32	transactions	transaction	NOUN
sc-2345	230	33	on	on	ADP
sc-2345	230	34	smart	smart	ADJ
sc-2345	230	35	cities	city	NOUN
sc-2345	230	36	03	03	NUM
sc-2345	230	37	2022	2022	NUM
sc-2345	230	38	09	09	NUM
sc-2345	230	39	2022	2022	NUM
sc-2345	230	40	|	|	ADV
sc-2345	230	41	volume	volume	NOUN
sc-2345	230	42	6	6	NUM
sc-2345	230	43	|	|	NOUN
sc-2345	230	44	issue	issue	NOUN
sc-2345	230	45	18	18	NUM
sc-2345	230	46	|	|	ADV
sc-2345	230	47	e4	e4	PROPN
sc-2345	230	48	and	and	CCONJ
sc-2345	230	49	outgoing	outgoing	ADJ
sc-2345	230	50	network	network	NOUN
sc-2345	230	51	traffic	traffic	NOUN
sc-2345	230	52	flowing	flow	VERB
sc-2345	230	53	through	through	ADP
sc-2345	230	54	any	any	PRON
sc-2345	230	55	of	of	ADP
sc-2345	230	56	the	the	DET
sc-2345	230	57	two	two	NUM
sc-2345	230	58	separate	separate	ADJ
sc-2345	230	59	network	network	NOUN
sc-2345	230	60	interfaces	interface	NOUN
sc-2345	230	61	.	.	PUNCT
sc-2345	231	1	based	base	VERB
sc-2345	231	2	on	on	ADP
sc-2345	231	3	such	such	ADJ
sc-2345	231	4	flow	flow	NOUN
sc-2345	231	5	of	of	ADP
sc-2345	231	6	network	network	NOUN
sc-2345	231	7	traffic	traffic	NOUN
sc-2345	231	8	,	,	PUNCT
sc-2345	231	9	the	the	DET
sc-2345	231	10	following	follow	VERB
sc-2345	231	11	combinations	combination	NOUN
sc-2345	231	12	are	be	AUX
sc-2345	231	13	possible	possible	ADJ
sc-2345	231	14	:	:	PUNCT
sc-2345	231	15	•	•	NUM
sc-2345	231	16	option	option	NOUN
sc-2345	231	17	1	1	NUM
sc-2345	231	18	:	:	PUNCT
sc-2345	231	19	network	network	NOUN
sc-2345	231	20	traffic	traffic	NOUN
sc-2345	231	21	entering	enter	VERB
sc-2345	231	22	the	the	DET
sc-2345	231	23	raspberry	raspberry	NOUN
sc-2345	231	24	pi	pi	NOUN
sc-2345	231	25	device	device	NOUN
sc-2345	231	26	through	through	ADP
sc-2345	231	27	the	the	DET
sc-2345	231	28	on	on	ADP
sc-2345	231	29	-	-	PUNCT
sc-2345	231	30	board	board	NOUN
sc-2345	231	31	ethernet	ethernet	NOUN
sc-2345	231	32	interface	interface	NOUN
sc-2345	231	33	and	and	CCONJ
sc-2345	231	34	flowing	flow	VERB
sc-2345	231	35	out	out	ADP
sc-2345	231	36	through	through	ADP
sc-2345	231	37	the	the	DET
sc-2345	231	38	on	on	ADP
sc-2345	231	39	-	-	PUNCT
sc-2345	231	40	board	board	NOUN
sc-2345	231	41	wifi	wifi	NOUN
sc-2345	231	42	interface	interface	NOUN
sc-2345	231	43	•	•	NUM
sc-2345	231	44	option	option	NOUN
sc-2345	231	45	2	2	NUM
sc-2345	231	46	:	:	PUNCT
sc-2345	231	47	network	network	NOUN
sc-2345	231	48	traffic	traffic	NOUN
sc-2345	231	49	entering	enter	VERB
sc-2345	231	50	the	the	DET
sc-2345	231	51	raspberry	raspberry	NOUN
sc-2345	231	52	pi	pi	NOUN
sc-2345	231	53	device	device	NOUN
sc-2345	231	54	through	through	ADP
sc-2345	231	55	the	the	DET
sc-2345	231	56	on	on	ADP
sc-2345	231	57	-	-	PUNCT
sc-2345	231	58	board	board	NOUN
sc-2345	231	59	ethernet	ethernet	NOUN
sc-2345	231	60	interface	interface	NOUN
sc-2345	231	61	and	and	CCONJ
sc-2345	231	62	flowing	flow	VERB
sc-2345	231	63	out	out	ADP
sc-2345	231	64	through	through	ADP
sc-2345	231	65	usb	usb	NOUN
sc-2345	231	66	ethernet	ethernet	NOUN
sc-2345	231	67	interface	interface	NOUN
sc-2345	231	68	•	•	NOUN
sc-2345	231	69	option	option	NOUN
sc-2345	231	70	3	3	NUM
sc-2345	231	71	:	:	PUNCT
sc-2345	231	72	network	network	NOUN
sc-2345	231	73	traffic	traffic	NOUN
sc-2345	231	74	entering	enter	VERB
sc-2345	231	75	the	the	DET
sc-2345	231	76	raspberry	raspberry	NOUN
sc-2345	231	77	pi	pi	NOUN
sc-2345	231	78	device	device	NOUN
sc-2345	231	79	through	through	ADP
sc-2345	231	80	the	the	DET
sc-2345	231	81	on	on	ADP
sc-2345	231	82	-	-	PUNCT
sc-2345	231	83	board	board	NOUN
sc-2345	231	84	wifi	wifi	NOUN
sc-2345	231	85	interface	interface	NOUN
sc-2345	231	86	and	and	CCONJ
sc-2345	231	87	flowing	flow	VERB
sc-2345	231	88	out	out	ADP
sc-2345	231	89	through	through	ADP
sc-2345	231	90	the	the	DET
sc-2345	231	91	usb	usb	NOUN
sc-2345	231	92	wifi	wifi	NOUN
sc-2345	231	93	interface	interface	NOUN
sc-2345	231	94	•	•	NUM
sc-2345	231	95	option	option	NOUN
sc-2345	231	96	4	4	NUM
sc-2345	231	97	:	:	PUNCT
sc-2345	231	98	network	network	NOUN
sc-2345	231	99	traffic	traffic	NOUN
sc-2345	231	100	entering	enter	VERB
sc-2345	231	101	the	the	DET
sc-2345	231	102	raspberry	raspberry	NOUN
sc-2345	231	103	pi	pi	NOUN
sc-2345	231	104	device	device	NOUN
sc-2345	231	105	through	through	ADP
sc-2345	231	106	the	the	DET
sc-2345	231	107	on	on	ADP
sc-2345	231	108	-	-	PUNCT
sc-2345	231	109	board	board	NOUN
sc-2345	231	110	wifi	wifi	NOUN
sc-2345	231	111	interface	interface	NOUN
sc-2345	231	112	and	and	CCONJ
sc-2345	231	113	flowing	flow	VERB
sc-2345	231	114	out	out	ADP
sc-2345	231	115	through	through	ADP
sc-2345	231	116	the	the	DET
sc-2345	231	117	usb	usb	NOUN
sc-2345	231	118	ethernet	ethernet	NOUN
sc-2345	231	119	interface	interface	NOUN
sc-2345	231	120	there	there	PRON
sc-2345	231	121	are	be	VERB
sc-2345	231	122	,	,	PUNCT
sc-2345	231	123	however	however	ADV
sc-2345	231	124	,	,	PUNCT
sc-2345	231	125	few	few	ADJ
sc-2345	231	126	issues	issue	NOUN
sc-2345	231	127	with	with	ADP
sc-2345	231	128	the	the	DET
sc-2345	231	129	selection	selection	NOUN
sc-2345	231	130	of	of	ADP
sc-2345	231	131	the	the	DET
sc-2345	231	132	different	different	ADJ
sc-2345	231	133	interfaces	interface	NOUN
sc-2345	231	134	on	on	ADP
sc-2345	231	135	the	the	DET
sc-2345	231	136	raspberry	raspberry	NOUN
sc-2345	231	137	pi	pi	NOUN
sc-2345	231	138	4.0	4.0	NUM
sc-2345	231	139	board	board	NOUN
sc-2345	231	140	for	for	ADP
sc-2345	231	141	incoming	incoming	ADJ
sc-2345	231	142	and	and	CCONJ
sc-2345	231	143	outgoing	outgoing	ADJ
sc-2345	231	144	network	network	NOUN
sc-2345	231	145	traffic	traffic	NOUN
sc-2345	231	146	unless	unless	SCONJ
sc-2345	231	147	proper	proper	ADJ
sc-2345	231	148	channel	channel	NOUN
sc-2345	231	149	bonding	bonding	NOUN
sc-2345	231	150	is	be	AUX
sc-2345	231	151	used	use	VERB
sc-2345	231	152	.	.	PUNCT
sc-2345	232	1	one	one	NUM
sc-2345	232	2	such	such	ADJ
sc-2345	232	3	issue	issue	NOUN
sc-2345	232	4	,	,	PUNCT
sc-2345	232	5	for	for	ADP
sc-2345	232	6	example	example	NOUN
sc-2345	232	7	,	,	PUNCT
sc-2345	232	8	when	when	SCONJ
sc-2345	232	9	choosing	choose	VERB
sc-2345	232	10	option	option	NOUN
sc-2345	232	11	1	1	NUM
sc-2345	232	12	(	(	PUNCT
sc-2345	232	13	on	on	ADP
sc-2345	232	14	-	-	PUNCT
sc-2345	232	15	board	board	NOUN
sc-2345	232	16	ethernet	ethernet	NOUN
sc-2345	232	17	interface	interface	NOUN
sc-2345	232	18	for	for	ADP
sc-2345	232	19	incoming	incoming	ADJ
sc-2345	232	20	traffic	traffic	NOUN
sc-2345	232	21	and	and	CCONJ
sc-2345	232	22	wifi	wifi	NOUN
sc-2345	232	23	interface	interface	NOUN
sc-2345	232	24	for	for	ADP
sc-2345	232	25	outgoing	outgoing	ADJ
sc-2345	232	26	traffic	traffic	NOUN
sc-2345	232	27	)	)	PUNCT
sc-2345	232	28	,	,	PUNCT
sc-2345	232	29	the	the	DET
sc-2345	232	30	configuration	configuration	NOUN
sc-2345	232	31	will	will	AUX
sc-2345	232	32	face	face	VERB
sc-2345	232	33	an	an	DET
sc-2345	232	34	issue	issue	NOUN
sc-2345	232	35	with	with	ADP
sc-2345	232	36	the	the	DET
sc-2345	232	37	assigned	assign	VERB
sc-2345	232	38	ip	ip	NOUN
sc-2345	232	39	addresses	address	NOUN
sc-2345	232	40	for	for	ADP
sc-2345	232	41	the	the	DET
sc-2345	232	42	two	two	NUM
sc-2345	232	43	interfaces	interface	NOUN
sc-2345	232	44	.	.	PUNCT
sc-2345	233	1	generally	generally	ADV
sc-2345	233	2	,	,	PUNCT
sc-2345	233	3	individual	individual	ADJ
sc-2345	233	4	ip	ip	NOUN
sc-2345	233	5	addresses	address	NOUN
sc-2345	233	6	will	will	AUX
sc-2345	233	7	be	be	AUX
sc-2345	233	8	assigned	assign	VERB
sc-2345	233	9	to	to	ADP
sc-2345	233	10	the	the	DET
sc-2345	233	11	ethernet	ethernet	NOUN
sc-2345	233	12	interface	interface	NOUN
sc-2345	233	13	and	and	CCONJ
sc-2345	233	14	wifi	wifi	NOUN
sc-2345	233	15	interface	interface	NOUN
sc-2345	233	16	,	,	PUNCT
sc-2345	233	17	respectively	respectively	ADV
sc-2345	233	18	,	,	PUNCT
sc-2345	233	19	for	for	ADP
sc-2345	233	20	incoming	incoming	ADJ
sc-2345	233	21	packets	packet	NOUN
sc-2345	233	22	entering	enter	VERB
sc-2345	233	23	the	the	DET
sc-2345	233	24	raspberry	raspberry	NOUN
sc-2345	233	25	pi	pi	PROPN
sc-2345	233	26	board	board	PROPN
sc-2345	233	27	to	to	PART
sc-2345	233	28	identify	identify	VERB
sc-2345	233	29	the	the	DET
sc-2345	233	30	particular	particular	ADJ
sc-2345	233	31	entry	entry	NOUN
sc-2345	233	32	interface	interface	NOUN
sc-2345	233	33	’s	’s	PART
sc-2345	233	34	ip	ip	ADJ
sc-2345	233	35	address	address	NOUN
sc-2345	233	36	and	and	CCONJ
sc-2345	233	37	filtered	filter	VERB
sc-2345	233	38	outgoing	outgoing	ADJ
sc-2345	233	39	packets	packet	NOUN
sc-2345	233	40	(	(	PUNCT
sc-2345	233	41	i.e.	i.e.	X
sc-2345	233	42	,	,	PUNCT
sc-2345	233	43	network	network	NOUN
sc-2345	233	44	traffic	traffic	NOUN
sc-2345	233	45	packets	packet	NOUN
sc-2345	233	46	leaving	leave	VERB
sc-2345	233	47	the	the	DET
sc-2345	233	48	raspberry	raspberry	NOUN
sc-2345	233	49	pi	pi	PROPN
sc-2345	233	50	board	board	PROPN
sc-2345	233	51	to	to	PART
sc-2345	233	52	enter	enter	VERB
sc-2345	233	53	the	the	DET
sc-2345	233	54	sme	sme	PROPN
sc-2345	233	55	network	network	PROPN
sc-2345	233	56	gateway	gateway	PROPN
sc-2345	233	57	)	)	PUNCT
sc-2345	233	58	to	to	PART
sc-2345	233	59	identify	identify	VERB
sc-2345	233	60	the	the	DET
sc-2345	233	61	exit	exit	NOUN
sc-2345	233	62	interface	interface	NOUN
sc-2345	233	63	’s	’s	PART
sc-2345	233	64	ip	ip	PRON
sc-2345	233	65	address	address	NOUN
sc-2345	233	66	.	.	PUNCT
sc-2345	234	1	since	since	SCONJ
sc-2345	234	2	,	,	PUNCT
sc-2345	234	3	network	network	NOUN
sc-2345	234	4	traffic	traffic	NOUN
sc-2345	234	5	flows	flow	VERB
sc-2345	234	6	through	through	ADP
sc-2345	234	7	only	only	ADV
sc-2345	234	8	one	one	NUM
sc-2345	234	9	connection	connection	NOUN
sc-2345	234	10	(	(	PUNCT
sc-2345	234	11	at	at	ADP
sc-2345	234	12	a	a	DET
sc-2345	234	13	time	time	NOUN
sc-2345	234	14	)	)	PUNCT
sc-2345	234	15	on	on	ADP
sc-2345	234	16	the	the	DET
sc-2345	234	17	raspberry	raspberry	PROPN
sc-2345	234	18	pi	pi	PROPN
sc-2345	234	19	board	board	PROPN
sc-2345	234	20	,	,	PUNCT
sc-2345	234	21	in	in	ADP
sc-2345	234	22	absence	absence	NOUN
sc-2345	234	23	of	of	ADP
sc-2345	234	24	channel	channel	NOUN
sc-2345	234	25	bonding	bonding	NOUN
sc-2345	234	26	technique	technique	NOUN
sc-2345	234	27	,	,	PUNCT
sc-2345	234	28	all	all	DET
sc-2345	234	29	traffic	traffic	NOUN
sc-2345	234	30	will	will	AUX
sc-2345	234	31	just	just	ADV
sc-2345	234	32	identify	identify	VERB
sc-2345	234	33	the	the	DET
sc-2345	234	34	ethernet	ethernet	NOUN
sc-2345	234	35	interface	interface	NOUN
sc-2345	234	36	’s	’s	PART
sc-2345	234	37	ip	ip	ADJ
sc-2345	234	38	address	address	NOUN
sc-2345	234	39	and	and	CCONJ
sc-2345	234	40	flow	flow	VERB
sc-2345	234	41	through	through	ADP
sc-2345	234	42	that	that	PRON
sc-2345	234	43	,	,	PUNCT
sc-2345	234	44	whereas	whereas	SCONJ
sc-2345	234	45	,	,	PUNCT
sc-2345	234	46	the	the	DET
sc-2345	234	47	other	other	ADJ
sc-2345	234	48	wifi	wifi	NOUN
sc-2345	234	49	interface	interface	NOUN
sc-2345	234	50	connection	connection	NOUN
sc-2345	234	51	will	will	AUX
sc-2345	234	52	remain	remain	VERB
sc-2345	234	53	unnoticed	unnoticed	ADJ
sc-2345	234	54	.	.	PUNCT
sc-2345	235	1	this	this	PRON
sc-2345	235	2	implies	imply	VERB
sc-2345	235	3	,	,	PUNCT
sc-2345	235	4	that	that	SCONJ
sc-2345	235	5	traffic	traffic	NOUN
sc-2345	235	6	will	will	AUX
sc-2345	235	7	not	not	PART
sc-2345	235	8	enter	enter	VERB
sc-2345	235	9	the	the	DET
sc-2345	235	10	gateway	gateway	NOUN
sc-2345	235	11	of	of	ADP
sc-2345	235	12	the	the	DET
sc-2345	235	13	sme	sme	PROPN
sc-2345	235	14	network	network	PROPN
sc-2345	235	15	.	.	PUNCT
sc-2345	236	1	also	also	ADV
sc-2345	236	2	,	,	PUNCT
sc-2345	236	3	in	in	ADP
sc-2345	236	4	case	case	NOUN
sc-2345	236	5	of	of	ADP
sc-2345	236	6	option	option	NOUN
sc-2345	236	7	3	3	NUM
sc-2345	236	8	,	,	PUNCT
sc-2345	236	9	when	when	SCONJ
sc-2345	236	10	choosing	choose	VERB
sc-2345	236	11	two	two	NUM
sc-2345	236	12	wifi	wifi	NOUN
sc-2345	236	13	interfaces	interface	NOUN
sc-2345	236	14	for	for	ADP
sc-2345	236	15	incoming	incoming	ADJ
sc-2345	236	16	and	and	CCONJ
sc-2345	236	17	outgoing	outgoing	ADJ
sc-2345	236	18	traffic	traffic	NOUN
sc-2345	236	19	there	there	PRON
sc-2345	236	20	can	can	AUX
sc-2345	236	21	be	be	AUX
sc-2345	236	22	an	an	DET
sc-2345	236	23	issue	issue	NOUN
sc-2345	236	24	with	with	ADP
sc-2345	236	25	the	the	DET
sc-2345	236	26	raspberry	raspberry	NOUN
sc-2345	236	27	pi	pi	PROPN
sc-2345	236	28	board	board	PROPN
sc-2345	236	29	not	not	PART
sc-2345	236	30	properly	properly	ADV
sc-2345	236	31	identifying	identify	VERB
sc-2345	236	32	the	the	DET
sc-2345	236	33	particular	particular	ADJ
sc-2345	236	34	wifi	wifi	NOUN
sc-2345	236	35	interface	interface	NOUN
sc-2345	236	36	after	after	ADP
sc-2345	236	37	every	every	DET
sc-2345	236	38	reboot	reboot	NOUN
sc-2345	236	39	operation	operation	NOUN
sc-2345	236	40	(	(	PUNCT
sc-2345	236	41	i.e.	i.e.	X
sc-2345	236	42	,	,	PUNCT
sc-2345	236	43	which	which	DET
sc-2345	236	44	interface	interface	NOUN
sc-2345	236	45	is	be	AUX
sc-2345	236	46	for	for	ADP
sc-2345	236	47	incoming	incoming	ADJ
sc-2345	236	48	and	and	CCONJ
sc-2345	236	49	which	which	DET
sc-2345	236	50	one	one	NUM
sc-2345	236	51	is	be	AUX
sc-2345	236	52	for	for	ADP
sc-2345	236	53	outgoing	outgoing	ADJ
sc-2345	236	54	traffic	traffic	NOUN
sc-2345	236	55	)	)	PUNCT
sc-2345	236	56	.	.	PUNCT
sc-2345	237	1	there	there	PRON
sc-2345	237	2	is	be	VERB
sc-2345	237	3	a	a	DET
sc-2345	237	4	possibility	possibility	NOUN
sc-2345	237	5	that	that	SCONJ
sc-2345	237	6	raspberry	raspberry	NOUN
sc-2345	237	7	pi	pi	NOUN
sc-2345	237	8	may	may	AUX
sc-2345	237	9	not	not	PART
sc-2345	237	10	identify	identify	VERB
sc-2345	237	11	the	the	DET
sc-2345	237	12	wifi	wifi	NOUN
sc-2345	237	13	interfaces	interface	NOUN
sc-2345	237	14	correctly	correctly	ADV
sc-2345	237	15	when	when	SCONJ
sc-2345	237	16	rebooted	reboot	VERB
sc-2345	237	17	and	and	CCONJ
sc-2345	237	18	that	that	PRON
sc-2345	237	19	may	may	AUX
sc-2345	237	20	lead	lead	VERB
sc-2345	237	21	to	to	ADP
sc-2345	237	22	incorrect	incorrect	ADJ
sc-2345	237	23	communication	communication	NOUN
sc-2345	237	24	of	of	ADP
sc-2345	237	25	the	the	DET
sc-2345	237	26	network	network	NOUN
sc-2345	237	27	traffic	traffic	NOUN
sc-2345	237	28	.	.	PUNCT
sc-2345	238	1	thus	thus	ADV
sc-2345	238	2	,	,	PUNCT
sc-2345	238	3	from	from	ADP
sc-2345	238	4	these	these	DET
sc-2345	238	5	discussions	discussion	NOUN
sc-2345	238	6	it	it	PRON
sc-2345	238	7	can	can	AUX
sc-2345	238	8	be	be	AUX
sc-2345	238	9	concluded	conclude	VERB
sc-2345	238	10	that	that	SCONJ
sc-2345	238	11	it	it	PRON
sc-2345	238	12	is	be	AUX
sc-2345	238	13	feasible	feasible	ADJ
sc-2345	238	14	to	to	PART
sc-2345	238	15	use	use	VERB
sc-2345	238	16	raspberry	raspberry	NOUN
sc-2345	238	17	pi	pi	NOUN
sc-2345	238	18	device	device	NOUN
sc-2345	238	19	to	to	PART
sc-2345	238	20	develop	develop	VERB
sc-2345	238	21	an	an	DET
sc-2345	238	22	icds	icd	NOUN
sc-2345	238	23	but	but	CCONJ
sc-2345	238	24	proper	proper	ADJ
sc-2345	238	25	channel	channel	NOUN
sc-2345	238	26	bonding	bonding	NOUN
sc-2345	238	27	needs	need	NOUN
sc-2345	238	28	to	to	PART
sc-2345	238	29	be	be	AUX
sc-2345	238	30	used	use	VERB
sc-2345	238	31	for	for	ADP
sc-2345	238	32	tracking	track	VERB
sc-2345	238	33	the	the	DET
sc-2345	238	34	network	network	NOUN
sc-2345	238	35	traffic	traffic	NOUN
sc-2345	238	36	entering	enter	VERB
sc-2345	238	37	and	and	CCONJ
sc-2345	238	38	exiting	exit	VERB
sc-2345	238	39	the	the	DET
sc-2345	238	40	different	different	ADJ
sc-2345	238	41	interfaces	interface	NOUN
sc-2345	238	42	on	on	ADP
sc-2345	238	43	board	board	NOUN
sc-2345	238	44	.	.	PUNCT
sc-2345	239	1	in	in	ADP
sc-2345	239	2	the	the	DET
sc-2345	239	3	following	follow	VERB
sc-2345	239	4	sections	section	NOUN
sc-2345	239	5	we	we	PRON
sc-2345	239	6	study	study	VERB
sc-2345	239	7	the	the	DET
sc-2345	239	8	performance	performance	NOUN
sc-2345	239	9	of	of	ADP
sc-2345	239	10	different	different	ADJ
sc-2345	239	11	interfaces	interface	NOUN
sc-2345	239	12	on	on	ADP
sc-2345	239	13	the	the	DET
sc-2345	239	14	raspberry	raspberry	NOUN
sc-2345	239	15	pi	pi	NOUN
sc-2345	239	16	device	device	NOUN
sc-2345	239	17	in	in	ADP
sc-2345	239	18	handling	handle	VERB
sc-2345	239	19	high	high	ADJ
sc-2345	239	20	volume	volume	NOUN
sc-2345	239	21	of	of	ADP
sc-2345	239	22	real	real	ADJ
sc-2345	239	23	traffic	traffic	NOUN
sc-2345	239	24	entering	enter	VERB
sc-2345	239	25	the	the	DET
sc-2345	239	26	device	device	NOUN
sc-2345	239	27	.	.	PUNCT
sc-2345	240	1	4	4	X
sc-2345	240	2	.	.	X
sc-2345	240	3	experiment	experiment	NOUN
sc-2345	240	4	results	result	NOUN
sc-2345	240	5	and	and	CCONJ
sc-2345	240	6	discussion	discussion	NOUN
sc-2345	240	7	4.1	4.1	NUM
sc-2345	240	8	.	.	PUNCT
sc-2345	241	1	performance	performance	NOUN
sc-2345	241	2	of	of	ADP
sc-2345	241	3	the	the	DET
sc-2345	241	4	raspberry	raspberry	NOUN
sc-2345	241	5	pi	pi	NOUN
sc-2345	241	6	interfaces	interface	NOUN
sc-2345	241	7	this	this	DET
sc-2345	241	8	section	section	NOUN
sc-2345	241	9	discusses	discuss	VERB
sc-2345	241	10	the	the	DET
sc-2345	241	11	preliminary	preliminary	ADJ
sc-2345	241	12	experimental	experimental	ADJ
sc-2345	241	13	results	result	NOUN
sc-2345	241	14	of	of	ADP
sc-2345	241	15	the	the	DET
sc-2345	241	16	proposed	propose	VERB
sc-2345	241	17	raspberry	raspberry	NOUN
sc-2345	241	18	pi	pi	NOUN
sc-2345	241	19	architecture	architecture	NOUN
sc-2345	241	20	(	(	PUNCT
sc-2345	241	21	refer	refer	VERB
sc-2345	241	22	to	to	PART
sc-2345	241	23	figure	figure	VERB
sc-2345	241	24	3	3	NUM
sc-2345	241	25	)	)	PUNCT
sc-2345	241	26	.	.	PUNCT
sc-2345	242	1	as	as	SCONJ
sc-2345	242	2	explained	explain	VERB
sc-2345	242	3	in	in	ADP
sc-2345	242	4	the	the	DET
sc-2345	242	5	previous	previous	ADJ
sc-2345	242	6	section	section	NOUN
sc-2345	242	7	,	,	PUNCT
sc-2345	242	8	in	in	ADP
sc-2345	242	9	this	this	DET
sc-2345	242	10	first	first	ADJ
sc-2345	242	11	phase	phase	NOUN
sc-2345	242	12	of	of	ADP
sc-2345	242	13	the	the	DET
sc-2345	242	14	work	work	NOUN
sc-2345	242	15	,	,	PUNCT
sc-2345	242	16	the	the	DET
sc-2345	242	17	aim	aim	NOUN
sc-2345	242	18	is	be	AUX
sc-2345	242	19	to	to	PART
sc-2345	242	20	study	study	VERB
sc-2345	242	21	the	the	DET
sc-2345	242	22	performance	performance	NOUN
sc-2345	242	23	of	of	ADP
sc-2345	242	24	the	the	DET
sc-2345	242	25	different	different	ADJ
sc-2345	242	26	interfaces	interface	NOUN
sc-2345	242	27	on	on	ADP
sc-2345	242	28	the	the	DET
sc-2345	242	29	raspberry	raspberry	NOUN
sc-2345	242	30	pi	pi	NOUN
sc-2345	242	31	4.0	4.0	NUM
sc-2345	242	32	device	device	NOUN
sc-2345	242	33	when	when	SCONJ
sc-2345	242	34	handling	handle	VERB
sc-2345	242	35	high	high	ADJ
sc-2345	242	36	volume	volume	NOUN
sc-2345	242	37	of	of	ADP
sc-2345	242	38	real	real	ADJ
sc-2345	242	39	unfiltered	unfiltered	ADJ
sc-2345	242	40	network	network	NOUN
sc-2345	242	41	traffic	traffic	NOUN
sc-2345	242	42	entering	enter	VERB
sc-2345	242	43	the	the	DET
sc-2345	242	44	device	device	NOUN
sc-2345	242	45	(	(	PUNCT
sc-2345	242	46	i.e.	i.e.	X
sc-2345	242	47	,	,	PUNCT
sc-2345	242	48	incoming	incoming	ADJ
sc-2345	242	49	traffic	traffic	NOUN
sc-2345	242	50	)	)	PUNCT
sc-2345	242	51	.	.	PUNCT
sc-2345	243	1	identifying	identify	VERB
sc-2345	243	2	malicious	malicious	ADJ
sc-2345	243	3	traffic	traffic	NOUN
sc-2345	243	4	entering	enter	VERB
sc-2345	243	5	the	the	DET
sc-2345	243	6	raspberry	raspberry	NOUN
sc-2345	243	7	pi	pi	NOUN
sc-2345	243	8	4.0	4.0	NUM
sc-2345	243	9	device	device	NOUN
sc-2345	243	10	and	and	CCONJ
sc-2345	243	11	filtering	filter	VERB
sc-2345	243	12	them	they	PRON
sc-2345	243	13	before	before	ADP
sc-2345	243	14	entering	enter	VERB
sc-2345	243	15	the	the	DET
sc-2345	243	16	sme	sme	NOUN
sc-2345	243	17	network	network	NOUN
sc-2345	243	18	is	be	AUX
sc-2345	243	19	not	not	PART
sc-2345	243	20	done	do	VERB
sc-2345	243	21	in	in	ADP
sc-2345	243	22	this	this	DET
sc-2345	243	23	work	work	NOUN
sc-2345	243	24	.	.	PUNCT
sc-2345	244	1	the	the	DET
sc-2345	244	2	different	different	ADJ
sc-2345	244	3	interfaces	interface	NOUN
sc-2345	244	4	on	on	ADP
sc-2345	244	5	the	the	DET
sc-2345	244	6	raspberry	raspberry	NOUN
sc-2345	244	7	pi	pi	NOUN
sc-2345	244	8	4.0	4.0	NUM
sc-2345	244	9	device	device	NOUN
sc-2345	244	10	are	be	AUX
sc-2345	244	11	the	the	DET
sc-2345	244	12	ethernet	ethernet	NOUN
sc-2345	244	13	interface	interface	NOUN
sc-2345	244	14	,	,	PUNCT
sc-2345	244	15	wifi	wifi	NOUN
sc-2345	244	16	interface	interface	NOUN
sc-2345	244	17	and	and	CCONJ
sc-2345	244	18	external	external	ADJ
sc-2345	244	19	usb	usb	NOUN
sc-2345	244	20	interface	interface	NOUN
sc-2345	244	21	and	and	CCONJ
sc-2345	244	22	in	in	ADP
sc-2345	244	23	the	the	DET
sc-2345	244	24	experiment	experiment	NOUN
sc-2345	244	25	conducted	conduct	VERB
sc-2345	244	26	,	,	PUNCT
sc-2345	244	27	these	these	DET
sc-2345	244	28	three	three	NUM
sc-2345	244	29	interfaces	interface	NOUN
sc-2345	244	30	are	be	AUX
sc-2345	244	31	exposed	expose	VERB
sc-2345	244	32	to	to	ADP
sc-2345	244	33	real	real	ADJ
sc-2345	244	34	unfiltered	unfiltered	ADJ
sc-2345	244	35	network	network	NOUN
sc-2345	244	36	traffic	traffic	NOUN
sc-2345	244	37	entering	enter	VERB
sc-2345	244	38	the	the	DET
sc-2345	244	39	pi	pi	PROPN
sc-2345	244	40	board	board	PROPN
sc-2345	244	41	separately	separately	ADV
sc-2345	244	42	through	through	ADP
sc-2345	244	43	each	each	PRON
sc-2345	244	44	of	of	ADP
sc-2345	244	45	these	these	DET
sc-2345	244	46	interfaces	interface	NOUN
sc-2345	244	47	and	and	CCONJ
sc-2345	244	48	are	be	AUX
sc-2345	244	49	measured	measure	VERB
sc-2345	244	50	over	over	ADP
sc-2345	244	51	a	a	DET
sc-2345	244	52	time	time	NOUN
sc-2345	244	53	interval	interval	NOUN
sc-2345	244	54	.	.	PUNCT
sc-2345	245	1	for	for	ADP
sc-2345	245	2	example	example	NOUN
sc-2345	245	3	,	,	PUNCT
sc-2345	245	4	traffic	traffic	NOUN
sc-2345	245	5	entering	enter	VERB
sc-2345	245	6	the	the	DET
sc-2345	245	7	pi	pi	NOUN
sc-2345	245	8	device	device	NOUN
sc-2345	245	9	through	through	ADP
sc-2345	245	10	the	the	DET
sc-2345	245	11	ethernet	ethernet	NOUN
sc-2345	245	12	interface	interface	NOUN
sc-2345	245	13	is	be	AUX
sc-2345	245	14	measured	measure	VERB
sc-2345	245	15	from	from	ADP
sc-2345	245	16	time	time	NOUN
sc-2345	245	17	t	t	PROPN
sc-2345	245	18	till	till	SCONJ
sc-2345	245	19	t+1	t+1	PRON
sc-2345	245	20	.	.	PUNCT
sc-2345	246	1	similarly	similarly	ADV
sc-2345	246	2	,	,	PUNCT
sc-2345	246	3	traffic	traffic	NOUN
sc-2345	246	4	entering	enter	VERB
sc-2345	246	5	through	through	ADP
sc-2345	246	6	the	the	DET
sc-2345	246	7	wifi	wifi	NOUN
sc-2345	246	8	interface	interface	NOUN
sc-2345	246	9	and	and	CCONJ
sc-2345	246	10	the	the	DET
sc-2345	246	11	usb	usb	NOUN
sc-2345	246	12	interface	interface	NOUN
sc-2345	246	13	are	be	AUX
sc-2345	246	14	separately	separately	ADV
sc-2345	246	15	measured	measure	VERB
sc-2345	246	16	from	from	ADP
sc-2345	246	17	t	t	PROPN
sc-2345	246	18	to	to	ADP
sc-2345	246	19	t+1	t+1	PROPN
sc-2345	246	20	time	time	NOUN
sc-2345	246	21	interval	interval	NOUN
sc-2345	246	22	.	.	PUNCT
sc-2345	247	1	based	base	VERB
sc-2345	247	2	on	on	ADP
sc-2345	247	3	the	the	DET
sc-2345	247	4	incoming	incoming	ADJ
sc-2345	247	5	traffic	traffic	NOUN
sc-2345	247	6	,	,	PUNCT
sc-2345	247	7	performance	performance	NOUN
sc-2345	247	8	of	of	ADP
sc-2345	247	9	each	each	DET
sc-2345	247	10	interface	interface	NOUN
sc-2345	247	11	on	on	ADP
sc-2345	247	12	the	the	DET
sc-2345	247	13	raspberry	raspberry	NOUN
sc-2345	247	14	pi	pi	NOUN
sc-2345	247	15	device	device	NOUN
sc-2345	247	16	is	be	AUX
sc-2345	247	17	measured	measure	VERB
sc-2345	247	18	in	in	ADP
sc-2345	247	19	terms	term	NOUN
sc-2345	247	20	of	of	ADP
sc-2345	247	21	latency	latency	NOUN
sc-2345	247	22	,	,	PUNCT
sc-2345	247	23	and	and	CCONJ
sc-2345	247	24	download	download	VERB
sc-2345	247	25	and	and	CCONJ
sc-2345	247	26	upload	upload	VERB
sc-2345	247	27	throughput	throughput	NOUN
sc-2345	247	28	.	.	PUNCT
sc-2345	248	1	all	all	DET
sc-2345	248	2	the	the	DET
sc-2345	248	3	graphs	graph	NOUN
sc-2345	248	4	in	in	ADP
sc-2345	248	5	the	the	DET
sc-2345	248	6	next	next	ADJ
sc-2345	248	7	subsection	subsection	NOUN
sc-2345	248	8	depict	depict	NOUN
sc-2345	248	9	results	result	NOUN
sc-2345	248	10	based	base	VERB
sc-2345	248	11	on	on	ADP
sc-2345	248	12	the	the	DET
sc-2345	248	13	average	average	NOUN
sc-2345	248	14	of	of	ADP
sc-2345	248	15	multiple	multiple	ADJ
sc-2345	248	16	measurements	measurement	NOUN
sc-2345	248	17	.	.	PUNCT
sc-2345	249	1	4.2	4.2	NUM
sc-2345	249	2	.	.	PUNCT
sc-2345	249	3	measurement	measurement	NOUN
sc-2345	249	4	of	of	ADP
sc-2345	249	5	latency	latency	NOUN
sc-2345	249	6	latency	latency	NOUN
sc-2345	249	7	is	be	AUX
sc-2345	249	8	a	a	DET
sc-2345	249	9	significant	significant	ADJ
sc-2345	249	10	aspect	aspect	NOUN
sc-2345	249	11	in	in	ADP
sc-2345	249	12	determining	determine	VERB
sc-2345	249	13	the	the	DET
sc-2345	249	14	efficiency	efficiency	NOUN
sc-2345	249	15	of	of	ADP
sc-2345	249	16	any	any	DET
sc-2345	249	17	network	network	NOUN
sc-2345	249	18	interface	interface	NOUN
sc-2345	249	19	.	.	PUNCT
sc-2345	250	1	in	in	ADP
sc-2345	250	2	the	the	DET
sc-2345	250	3	experiments	experiment	NOUN
sc-2345	250	4	conducted	conduct	VERB
sc-2345	250	5	,	,	PUNCT
sc-2345	250	6	latency	latency	NOUN
sc-2345	250	7	of	of	ADP
sc-2345	250	8	each	each	DET
sc-2345	250	9	interface	interface	NOUN
sc-2345	250	10	on	on	ADP
sc-2345	250	11	the	the	DET
sc-2345	250	12	pi	pi	PROPN
sc-2345	250	13	board	board	PROPN
sc-2345	250	14	(	(	PUNCT
sc-2345	250	15	i.e.	i.e.	X
sc-2345	250	16	,	,	PUNCT
sc-2345	250	17	ethernet	ethernet	NOUN
sc-2345	250	18	,	,	PUNCT
sc-2345	250	19	wifi	wifi	NOUN
sc-2345	250	20	,	,	PUNCT
sc-2345	250	21	and	and	CCONJ
sc-2345	250	22	usb	usb	NOUN
sc-2345	250	23	interfaces	interface	NOUN
sc-2345	250	24	)	)	PUNCT
sc-2345	250	25	is	be	AUX
sc-2345	250	26	measured	measure	VERB
sc-2345	250	27	individually	individually	ADV
sc-2345	250	28	based	base	VERB
sc-2345	250	29	on	on	ADP
sc-2345	250	30	the	the	DET
sc-2345	250	31	incoming	incoming	ADJ
sc-2345	250	32	unfiltered	unfiltered	ADJ
sc-2345	250	33	real	real	ADJ
sc-2345	250	34	network	network	NOUN
sc-2345	250	35	traffic	traffic	NOUN
sc-2345	250	36	entering	enter	VERB
sc-2345	250	37	each	each	DET
sc-2345	250	38	interface	interface	NOUN
sc-2345	250	39	separately	separately	ADV
sc-2345	250	40	over	over	ADP
sc-2345	250	41	a	a	DET
sc-2345	250	42	time	time	NOUN
sc-2345	250	43	interval	interval	NOUN
sc-2345	250	44	of	of	ADP
sc-2345	250	45	t	t	PROPN
sc-2345	250	46	to	to	ADP
sc-2345	250	47	t+1	t+1	PROPN
sc-2345	250	48	.	.	PUNCT
sc-2345	251	1	figure	figure	NOUN
sc-2345	251	2	3	3	NUM
sc-2345	251	3	depicts	depict	VERB
sc-2345	251	4	the	the	DET
sc-2345	251	5	latency	latency	NOUN
sc-2345	251	6	comparison	comparison	NOUN
sc-2345	251	7	of	of	ADP
sc-2345	251	8	the	the	DET
sc-2345	251	9	three	three	NUM
sc-2345	251	10	interfaces	interface	NOUN
sc-2345	251	11	on	on	ADP
sc-2345	251	12	the	the	DET
sc-2345	251	13	raspberry	raspberry	NOUN
sc-2345	251	14	pi	pi	NOUN
sc-2345	251	15	4.0	4.0	NUM
sc-2345	251	16	device	device	NOUN
sc-2345	251	17	based	base	VERB
sc-2345	251	18	on	on	ADP
sc-2345	251	19	separate	separate	ADJ
sc-2345	251	20	measurements	measurement	NOUN
sc-2345	251	21	of	of	ADP
sc-2345	251	22	the	the	DET
sc-2345	251	23	incoming	incoming	ADJ
sc-2345	251	24	network	network	NOUN
sc-2345	251	25	traffic	traffic	NOUN
sc-2345	251	26	.	.	PUNCT
sc-2345	252	1	as	as	SCONJ
sc-2345	252	2	can	can	AUX
sc-2345	252	3	be	be	AUX
sc-2345	252	4	seen	see	VERB
sc-2345	252	5	in	in	ADP
sc-2345	252	6	figure	figure	NOUN
sc-2345	252	7	4	4	NUM
sc-2345	252	8	,	,	PUNCT
sc-2345	252	9	the	the	DET
sc-2345	252	10	latency	latency	NOUN
sc-2345	252	11	of	of	ADP
sc-2345	252	12	the	the	DET
sc-2345	252	13	built	build	VERB
sc-2345	252	14	-	-	PUNCT
sc-2345	252	15	in	in	ADP
sc-2345	252	16	wifi	wifi	NOUN
sc-2345	252	17	interface	interface	NOUN
sc-2345	252	18	on	on	ADP
sc-2345	252	19	the	the	DET
sc-2345	252	20	raspberry	raspberry	NOUN
sc-2345	252	21	pi	pi	NOUN
sc-2345	252	22	device	device	NOUN
sc-2345	252	23	is	be	AUX
sc-2345	252	24	considerably	considerably	ADV
sc-2345	252	25	high	high	ADJ
sc-2345	252	26	in	in	ADP
sc-2345	252	27	comparison	comparison	NOUN
sc-2345	252	28	to	to	ADP
sc-2345	252	29	the	the	DET
sc-2345	252	30	latency	latency	NOUN
sc-2345	252	31	values	value	NOUN
sc-2345	252	32	of	of	ADP
sc-2345	252	33	the	the	DET
sc-2345	252	34	built	build	VERB
sc-2345	252	35	-	-	PUNCT
sc-2345	252	36	in	in	ADP
sc-2345	252	37	ethernet	ethernet	NOUN
sc-2345	252	38	and	and	CCONJ
sc-2345	252	39	usb	usb	NOUN
sc-2345	252	40	adapter	adapter	NOUN
sc-2345	252	41	interfaces	interface	NOUN
sc-2345	252	42	.	.	PUNCT
sc-2345	253	1	apart	apart	ADV
sc-2345	253	2	from	from	ADP
sc-2345	253	3	the	the	DET
sc-2345	253	4	fact	fact	NOUN
sc-2345	253	5	that	that	SCONJ
sc-2345	253	6	ethernet	ethernet	NOUN
sc-2345	253	7	(	(	PUNCT
sc-2345	253	8	wired	wire	VERB
sc-2345	253	9	)	)	PUNCT
sc-2345	253	10	connections	connection	NOUN
sc-2345	253	11	usually	usually	ADV
sc-2345	253	12	offers	offer	VERB
sc-2345	253	13	better	well	ADJ
sc-2345	253	14	network	network	NOUN
sc-2345	253	15	speed	speed	NOUN
sc-2345	253	16	and	and	CCONJ
sc-2345	253	17	significantly	significantly	ADV
sc-2345	253	18	lower	low	ADJ
sc-2345	253	19	latency	latency	NOUN
sc-2345	253	20	compared	compare	VERB
sc-2345	253	21	to	to	ADP
sc-2345	253	22	wifi	wifi	NOUN
sc-2345	253	23	(	(	PUNCT
sc-2345	253	24	wireless	wireless	NOUN
sc-2345	253	25	)	)	PUNCT
sc-2345	253	26	connections	connection	NOUN
sc-2345	253	27	,	,	PUNCT
sc-2345	253	28	the	the	DET
sc-2345	253	29	other	other	ADJ
sc-2345	253	30	reason	reason	NOUN
sc-2345	253	31	can	can	AUX
sc-2345	253	32	be	be	AUX
sc-2345	253	33	that	that	SCONJ
sc-2345	253	34	the	the	DET
sc-2345	253	35	built	build	VERB
sc-2345	253	36	-	-	PUNCT
sc-2345	253	37	in	in	ADP
sc-2345	253	38	wifi	wifi	NOUN
sc-2345	253	39	on	on	ADP
sc-2345	253	40	the	the	DET
sc-2345	253	41	pi	pi	NOUN
sc-2345	253	42	device	device	NOUN
sc-2345	253	43	has	have	VERB
sc-2345	253	44	a	a	DET
sc-2345	253	45	single	single	ADJ
sc-2345	253	46	antenna	antenna	NOUN
sc-2345	253	47	and	and	CCONJ
sc-2345	253	48	not	not	PART
sc-2345	253	49	a	a	DET
sc-2345	253	50	mimo	mimo	NOUN
sc-2345	253	51	,	,	PUNCT
sc-2345	253	52	so	so	ADV
sc-2345	253	53	lower	low	ADJ
sc-2345	253	54	speed	speed	NOUN
sc-2345	253	55	and	and	CCONJ
sc-2345	253	56	more	more	ADJ
sc-2345	253	57	latency	latency	NOUN
sc-2345	253	58	anyway	anyway	ADV
sc-2345	253	59	.	.	PUNCT
sc-2345	254	1	on	on	ADP
sc-2345	254	2	the	the	DET
sc-2345	254	3	other	other	ADJ
sc-2345	254	4	hand	hand	NOUN
sc-2345	254	5	,	,	PUNCT
sc-2345	254	6	the	the	DET
sc-2345	254	7	9	9	NUM
sc-2345	254	8	raspberry	raspberry	NOUN
sc-2345	254	9	pi	pi	NOUN
sc-2345	254	10	-	-	PUNCT
sc-2345	254	11	based	base	VERB
sc-2345	254	12	intelligent	intelligent	ADJ
sc-2345	254	13	cyber	cyber	NOUN
sc-2345	254	14	defense	defense	NOUN
sc-2345	254	15	systems	system	NOUN
sc-2345	254	16	for	for	ADP
sc-2345	254	17	smes	sme	NOUN
sc-2345	254	18	and	and	CCONJ
sc-2345	254	19	smart	smart	ADJ
sc-2345	254	20	-	-	PUNCT
sc-2345	254	21	homes	home	NOUN
sc-2345	254	22	:	:	PUNCT
sc-2345	254	23	an	an	DET
sc-2345	254	24	exploratory	exploratory	ADJ
sc-2345	254	25	study	study	NOUN
sc-2345	254	26	eai	eai	NOUN
sc-2345	254	27	endorsed	endorse	VERB
sc-2345	254	28	transactions	transaction	NOUN
sc-2345	254	29	on	on	ADP
sc-2345	254	30	smart	smart	ADJ
sc-2345	254	31	cities	city	NOUN
sc-2345	254	32	03	03	NUM
sc-2345	254	33	2022	2022	NUM
sc-2345	254	34	09	09	NUM
sc-2345	254	35	2022	2022	NUM
sc-2345	254	36	|	|	ADV
sc-2345	254	37	volume	volume	NOUN
sc-2345	254	38	6	6	NUM
sc-2345	254	39	|	|	NOUN
sc-2345	254	40	issue	issue	NOUN
sc-2345	254	41	18	18	NUM
sc-2345	254	42	|	|	ADJ
sc-2345	254	43	e4	e4	PROPN
sc-2345	254	44	ethernet	ethernet	NOUN
sc-2345	254	45	interface	interface	NOUN
sc-2345	254	46	also	also	ADV
sc-2345	254	47	offers	offer	VERB
sc-2345	254	48	lower	low	ADJ
sc-2345	254	49	latency	latency	NOUN
sc-2345	254	50	than	than	ADP
sc-2345	254	51	the	the	DET
sc-2345	254	52	usb	usb	PROPN
sc-2345	254	53	adapter	adapter	NOUN
sc-2345	254	54	interface	interface	NOUN
sc-2345	254	55	.	.	PUNCT
sc-2345	255	1	4.3	4.3	NUM
sc-2345	255	2	.	.	PUNCT
sc-2345	255	3	measurement	measurement	NOUN
sc-2345	255	4	of	of	ADP
sc-2345	255	5	download	download	NOUN
sc-2345	255	6	traffic	traffic	NOUN
sc-2345	255	7	throughput	throughput	NOUN
sc-2345	255	8	similar	similar	ADJ
sc-2345	255	9	to	to	ADP
sc-2345	255	10	latency	latency	NOUN
sc-2345	255	11	,	,	PUNCT
sc-2345	255	12	download	download	NOUN
sc-2345	255	13	and	and	CCONJ
sc-2345	255	14	upload	upload	VERB
sc-2345	255	15	throughput	throughput	NOUN
sc-2345	255	16	of	of	ADP
sc-2345	255	17	network	network	NOUN
sc-2345	255	18	traffic	traffic	NOUN
sc-2345	255	19	are	be	AUX
sc-2345	255	20	other	other	ADJ
sc-2345	255	21	important	important	ADJ
sc-2345	255	22	aspects	aspect	NOUN
sc-2345	255	23	of	of	ADP
sc-2345	255	24	determining	determine	VERB
sc-2345	255	25	the	the	DET
sc-2345	255	26	efficiency	efficiency	NOUN
sc-2345	255	27	of	of	ADP
sc-2345	255	28	a	a	DET
sc-2345	255	29	communication	communication	NOUN
sc-2345	255	30	interface	interface	NOUN
sc-2345	255	31	.	.	PUNCT
sc-2345	256	1	the	the	DET
sc-2345	256	2	download	download	NOUN
sc-2345	256	3	traffic	traffic	NOUN
sc-2345	256	4	for	for	ADP
sc-2345	256	5	each	each	DET
sc-2345	256	6	interface	interface	NOUN
sc-2345	256	7	on	on	ADP
sc-2345	256	8	the	the	DET
sc-2345	256	9	raspberry	raspberry	NOUN
sc-2345	256	10	pi	pi	NOUN
sc-2345	256	11	4.0	4.0	NUM
sc-2345	256	12	device	device	NOUN
sc-2345	256	13	is	be	AUX
sc-2345	256	14	measured	measure	VERB
sc-2345	256	15	separately	separately	ADV
sc-2345	256	16	over	over	ADP
sc-2345	256	17	the	the	DET
sc-2345	256	18	t	t	NOUN
sc-2345	256	19	to	to	ADP
sc-2345	256	20	t+1	t+1	PROPN
sc-2345	256	21	time	time	NOUN
sc-2345	256	22	interval	interval	NOUN
sc-2345	256	23	and	and	CCONJ
sc-2345	256	24	the	the	DET
sc-2345	256	25	comparison	comparison	NOUN
sc-2345	256	26	results	result	VERB
sc-2345	256	27	for	for	SCONJ
sc-2345	256	28	the	the	DET
sc-2345	256	29	three	three	NUM
sc-2345	256	30	interfaces	interface	NOUN
sc-2345	256	31	are	be	AUX
sc-2345	256	32	shown	show	VERB
sc-2345	256	33	in	in	ADP
sc-2345	256	34	figure	figure	NOUN
sc-2345	256	35	5	5	NUM
sc-2345	256	36	.	.	PUNCT
sc-2345	256	37	from	from	ADP
sc-2345	256	38	the	the	DET
sc-2345	256	39	presented	present	VERB
sc-2345	256	40	figures	figure	NOUN
sc-2345	256	41	,	,	PUNCT
sc-2345	256	42	it	it	PRON
sc-2345	256	43	is	be	AUX
sc-2345	256	44	evident	evident	ADJ
sc-2345	256	45	that	that	SCONJ
sc-2345	256	46	the	the	DET
sc-2345	256	47	throughput	throughput	NOUN
sc-2345	256	48	of	of	ADP
sc-2345	256	49	the	the	DET
sc-2345	256	50	built	build	VERB
sc-2345	256	51	-	-	PUNCT
sc-2345	256	52	in	in	ADP
sc-2345	256	53	ethernet	ethernet	NOUN
sc-2345	256	54	interface	interface	NOUN
sc-2345	256	55	on	on	ADP
sc-2345	256	56	the	the	DET
sc-2345	256	57	pi	pi	NOUN
sc-2345	256	58	device	device	NOUN
sc-2345	256	59	is	be	AUX
sc-2345	256	60	significantly	significantly	ADV
sc-2345	256	61	higher	high	ADJ
sc-2345	256	62	than	than	ADP
sc-2345	256	63	the	the	DET
sc-2345	256	64	throughput	throughput	NOUN
sc-2345	256	65	of	of	ADP
sc-2345	256	66	the	the	DET
sc-2345	256	67	wifi	wifi	NOUN
sc-2345	256	68	and	and	CCONJ
sc-2345	256	69	usb	usb	NOUN
sc-2345	256	70	adapter	adapter	NOUN
sc-2345	256	71	interfaces	interface	NOUN
sc-2345	256	72	.	.	PUNCT
sc-2345	257	1	again	again	ADV
sc-2345	257	2	,	,	PUNCT
sc-2345	257	3	this	this	PRON
sc-2345	257	4	can	can	AUX
sc-2345	257	5	be	be	AUX
sc-2345	257	6	related	relate	VERB
sc-2345	257	7	to	to	ADP
sc-2345	257	8	the	the	DET
sc-2345	257	9	fact	fact	NOUN
sc-2345	257	10	that	that	SCONJ
sc-2345	257	11	ethernet	ethernet	NOUN
sc-2345	257	12	connections	connection	NOUN
sc-2345	257	13	generally	generally	ADV
sc-2345	257	14	offer	offer	VERB
sc-2345	257	15	better	well	ADJ
sc-2345	257	16	network	network	NOUN
sc-2345	257	17	speed	speed	NOUN
sc-2345	257	18	and	and	CCONJ
sc-2345	257	19	thus	thus	ADV
sc-2345	257	20	better	well	ADJ
sc-2345	257	21	(	(	PUNCT
sc-2345	257	22	download	download	NOUN
sc-2345	257	23	)	)	PUNCT
sc-2345	257	24	throughout	throughout	ADP
sc-2345	257	25	in	in	ADP
sc-2345	257	26	comparison	comparison	NOUN
sc-2345	257	27	to	to	ADP
sc-2345	257	28	wifi	wifi	NOUN
sc-2345	257	29	and	and	CCONJ
sc-2345	257	30	the	the	DET
sc-2345	257	31	usb	usb	NOUN
sc-2345	257	32	connections	connection	NOUN
sc-2345	257	33	.	.	PUNCT
sc-2345	258	1	performance	performance	NOUN
sc-2345	258	2	of	of	ADP
sc-2345	258	3	the	the	DET
sc-2345	258	4	in	in	ADV
sc-2345	258	5	-	-	PUNCT
sc-2345	258	6	built	build	VERB
sc-2345	258	7	wifi	wifi	NOUN
sc-2345	258	8	and	and	CCONJ
sc-2345	258	9	usb	usb	NOUN
sc-2345	258	10	interfaces	interface	NOUN
sc-2345	258	11	look	look	VERB
sc-2345	258	12	somewhat	somewhat	ADV
sc-2345	258	13	similar	similar	ADJ
sc-2345	258	14	.	.	PUNCT
sc-2345	259	1	4.4	4.4	NUM
sc-2345	259	2	.	.	PUNCT
sc-2345	259	3	measurement	measurement	NOUN
sc-2345	259	4	of	of	ADP
sc-2345	259	5	upload	upload	VERB
sc-2345	259	6	traffic	traffic	NOUN
sc-2345	259	7	throughput	throughput	NOUN
sc-2345	259	8	figure	figure	NOUN
sc-2345	259	9	6	6	NUM
sc-2345	259	10	compares	compare	VERB
sc-2345	259	11	the	the	DET
sc-2345	259	12	throughput	throughput	NOUN
sc-2345	259	13	of	of	ADP
sc-2345	259	14	the	the	DET
sc-2345	259	15	upload	upload	NOUN
sc-2345	259	16	traffic	traffic	NOUN
sc-2345	259	17	for	for	ADP
sc-2345	259	18	the	the	DET
sc-2345	259	19	three	three	NUM
sc-2345	259	20	network	network	NOUN
sc-2345	259	21	interfaces	interface	NOUN
sc-2345	259	22	on	on	ADP
sc-2345	259	23	the	the	DET
sc-2345	259	24	raspberry	raspberry	NOUN
sc-2345	259	25	pi	pi	NOUN
sc-2345	259	26	4.0	4.0	NUM
sc-2345	259	27	device	device	NOUN
sc-2345	259	28	.	.	PUNCT
sc-2345	260	1	the	the	DET
sc-2345	260	2	upload	upload	NOUN
sc-2345	260	3	throughout	throughout	ADP
sc-2345	260	4	performance	performance	NOUN
sc-2345	260	5	of	of	ADP
sc-2345	260	6	the	the	DET
sc-2345	260	7	built	build	VERB
sc-2345	260	8	-	-	PUNCT
sc-2345	260	9	in	in	ADP
sc-2345	260	10	ethernet	ethernet	NOUN
sc-2345	260	11	interface	interface	NOUN
sc-2345	260	12	has	have	AUX
sc-2345	260	13	somewhat	somewhat	ADV
sc-2345	260	14	outperformed	outperform	VERB
sc-2345	260	15	the	the	DET
sc-2345	260	16	other	other	ADJ
sc-2345	260	17	two	two	NUM
sc-2345	260	18	interfaces	interface	NOUN
sc-2345	260	19	.	.	PUNCT
sc-2345	261	1	the	the	DET
sc-2345	261	2	usb	usb	PROPN
sc-2345	261	3	adapter	adapter	NOUN
sc-2345	261	4	on	on	ADP
sc-2345	261	5	the	the	DET
sc-2345	261	6	pi	pi	NOUN
sc-2345	261	7	4.0	4.0	NUM
sc-2345	261	8	device	device	NOUN
sc-2345	261	9	,	,	PUNCT
sc-2345	261	10	unlike	unlike	ADP
sc-2345	261	11	the	the	DET
sc-2345	261	12	ethernet	ethernet	NOUN
sc-2345	261	13	,	,	PUNCT
sc-2345	261	14	shares	share	VERB
sc-2345	261	15	a	a	DET
sc-2345	261	16	common	common	ADJ
sc-2345	261	17	bus	bus	NOUN
sc-2345	261	18	and	and	CCONJ
sc-2345	261	19	hence	hence	ADV
sc-2345	261	20	its	its	PRON
sc-2345	261	21	bandwidth	bandwidth	NOUN
sc-2345	261	22	is	be	AUX
sc-2345	261	23	also	also	ADV
sc-2345	261	24	distributed	distribute	VERB
sc-2345	261	25	among	among	ADP
sc-2345	261	26	other	other	ADJ
sc-2345	261	27	ports	port	NOUN
sc-2345	261	28	,	,	PUNCT
sc-2345	261	29	which	which	PRON
sc-2345	261	30	is	be	AUX
sc-2345	261	31	why	why	SCONJ
sc-2345	261	32	it	it	PRON
sc-2345	261	33	experiences	experience	VERB
sc-2345	261	34	some	some	DET
sc-2345	261	35	internal	internal	ADJ
sc-2345	261	36	delays	delay	NOUN
sc-2345	261	37	and	and	CCONJ
sc-2345	261	38	has	have	VERB
sc-2345	261	39	a	a	DET
sc-2345	261	40	low	low	ADJ
sc-2345	261	41	throughput	throughput	NOUN
sc-2345	261	42	.	.	PUNCT
sc-2345	262	1	4.5	4.5	NUM
sc-2345	262	2	.	.	PUNCT
sc-2345	262	3	dna	dna	PROPN
sc-2345	262	4	based	base	VERB
sc-2345	262	5	malware	malware	NOUN
sc-2345	262	6	detection	detection	NOUN
sc-2345	262	7	approach	approach	NOUN
sc-2345	262	8	using	use	VERB
sc-2345	262	9	deep	deep	ADJ
sc-2345	262	10	auto	auto	NOUN
sc-2345	262	11	encoders	encoder	NOUN
sc-2345	262	12	the	the	DET
sc-2345	262	13	experiment	experiment	NOUN
sc-2345	262	14	design	design	NOUN
sc-2345	262	15	consists	consist	VERB
sc-2345	262	16	of	of	ADP
sc-2345	262	17	a	a	DET
sc-2345	262	18	classifier	classifier	NOUN
sc-2345	262	19	that	that	PRON
sc-2345	262	20	is	be	AUX
sc-2345	262	21	used	use	VERB
sc-2345	262	22	to	to	PART
sc-2345	262	23	match	match	VERB
sc-2345	262	24	the	the	DET
sc-2345	262	25	pattern	pattern	NOUN
sc-2345	262	26	of	of	ADP
sc-2345	262	27	signatures	signature	NOUN
sc-2345	262	28	from	from	ADP
sc-2345	262	29	the	the	DET
sc-2345	262	30	repositories	repository	NOUN
sc-2345	262	31	,	,	PUNCT
sc-2345	262	32	i.e.	i.e.	X
sc-2345	262	33	,	,	PUNCT
sc-2345	262	34	hashsigns	hashsign	NOUN
sc-2345	262	35	and	and	CCONJ
sc-2345	262	36	dnasigns	dnasign	NOUN
sc-2345	262	37	.	.	PUNCT
sc-2345	263	1	initially	initially	ADV
sc-2345	263	2	,	,	PUNCT
sc-2345	263	3	60,000	60,000	NUM
sc-2345	263	4	files	file	NOUN
sc-2345	263	5	are	be	AUX
sc-2345	263	6	created	create	VERB
sc-2345	263	7	with	with	ADP
sc-2345	263	8	random	random	ADJ
sc-2345	263	9	hexadecimal	hexadecimal	ADJ
sc-2345	263	10	values	value	NOUN
sc-2345	263	11	followed	follow	VERB
sc-2345	263	12	by	by	ADP
sc-2345	263	13	creating	create	VERB
sc-2345	263	14	two	two	NUM
sc-2345	263	15	sets	set	NOUN
sc-2345	263	16	of	of	ADP
sc-2345	263	17	input	input	NOUN
sc-2345	263	18	data	datum	NOUN
sc-2345	263	19	through	through	ADP
sc-2345	263	20	injecting	inject	VERB
sc-2345	263	21	13500	13500	NUM
sc-2345	263	22	synthetic	synthetic	ADJ
sc-2345	263	23	signatures	signature	NOUN
sc-2345	263	24	into	into	ADP
sc-2345	263	25	those	those	DET
sc-2345	263	26	files	file	NOUN
sc-2345	263	27	.	.	PUNCT
sc-2345	264	1	the	the	DET
sc-2345	264	2	first	first	ADJ
sc-2345	264	3	set	set	NOUN
sc-2345	264	4	input1	input1	PROPN
sc-2345	264	5	is	be	AUX
sc-2345	264	6	created	create	VERB
sc-2345	264	7	by	by	ADP
sc-2345	264	8	injecting	inject	VERB
sc-2345	264	9	malware	malware	NOUN
sc-2345	264	10	signatures	signature	NOUN
sc-2345	264	11	into	into	ADP
sc-2345	264	12	36,000	36,000	NUM
sc-2345	264	13	files	file	NOUN
sc-2345	264	14	to	to	PART
sc-2345	264	15	obtain	obtain	VERB
sc-2345	264	16	a	a	DET
sc-2345	264	17	ratio	ratio	NOUN
sc-2345	264	18	of	of	ADP
sc-2345	264	19	60:40	60:40	NUM
sc-2345	264	20	between	between	ADP
sc-2345	264	21	malicious	malicious	ADJ
sc-2345	264	22	and	and	CCONJ
sc-2345	264	23	non	non	ADJ
sc-2345	264	24	-	-	ADJ
sc-2345	264	25	malicious	malicious	ADJ
sc-2345	264	26	contents	content	NOUN
sc-2345	264	27	,	,	PUNCT
sc-2345	264	28	the	the	DET
sc-2345	264	29	second	second	ADJ
sc-2345	264	30	input2	input2	PROPN
sc-2345	264	31	is	be	AUX
sc-2345	264	32	created	create	VERB
sc-2345	264	33	by	by	ADP
sc-2345	264	34	interchanging	interchange	VERB
sc-2345	264	35	the	the	DET
sc-2345	264	36	ratio	ratio	NOUN
sc-2345	264	37	between	between	ADP
sc-2345	264	38	malicious	malicious	ADJ
sc-2345	264	39	and	and	CCONJ
sc-2345	264	40	non	non	ADJ
sc-2345	264	41	-	-	ADJ
sc-2345	264	42	malicious	malicious	ADJ
sc-2345	264	43	contents	content	NOUN
sc-2345	264	44	,	,	PUNCT
sc-2345	264	45	i.e.	i.e.	X
sc-2345	264	46	,	,	PUNCT
sc-2345	264	47	40:60	40:60	NUM
sc-2345	264	48	between	between	ADP
sc-2345	264	49	malicious	malicious	ADJ
sc-2345	264	50	and	and	CCONJ
sc-2345	264	51	non	non	ADJ
sc-2345	264	52	-	-	ADJ
sc-2345	264	53	malicious	malicious	ADJ
sc-2345	264	54	contents	content	NOUN
sc-2345	264	55	.	.	PUNCT
sc-2345	265	1	two	two	NUM
sc-2345	265	2	sets	set	NOUN
sc-2345	265	3	of	of	ADP
sc-2345	265	4	experiments	experiment	NOUN
sc-2345	265	5	are	be	AUX
sc-2345	265	6	performed	perform	VERB
sc-2345	265	7	using	use	VERB
sc-2345	265	8	input1	input1	PROPN
sc-2345	265	9	and	and	CCONJ
sc-2345	265	10	input2	input2	PROPN
sc-2345	265	11	.	.	PUNCT
sc-2345	266	1	the	the	DET
sc-2345	266	2	design	design	NOUN
sc-2345	266	3	of	of	ADP
sc-2345	266	4	the	the	DET
sc-2345	266	5	experiments	experiment	NOUN
sc-2345	266	6	is	be	AUX
sc-2345	266	7	presented	present	VERB
sc-2345	266	8	in	in	ADP
sc-2345	266	9	fig	fig	NOUN
sc-2345	266	10	.	.	PUNCT
sc-2345	267	1	7	7	X
sc-2345	267	2	.	.	X
sc-2345	267	3	two	two	NUM
sc-2345	267	4	deep	deep	ADJ
sc-2345	267	5	autoencoder	autoencoder	NOUN
sc-2345	267	6	(	(	PUNCT
sc-2345	267	7	daes	daes	PROPN
sc-2345	267	8	)	)	PUNCT
sc-2345	267	9	with	with	ADP
sc-2345	267	10	3	3	NUM
sc-2345	267	11	layers	layer	NOUN
sc-2345	267	12	are	be	AUX
sc-2345	267	13	used	use	VERB
sc-2345	267	14	for	for	SCONJ
sc-2345	267	15	the	the	DET
sc-2345	267	16	experiments	experiment	NOUN
sc-2345	267	17	namely	namely	ADV
sc-2345	267	18	daedna	daedna	VERB
sc-2345	267	19	and	and	CCONJ
sc-2345	267	20	daehash	daehash	NOUN
sc-2345	267	21	based	base	VERB
sc-2345	267	22	on	on	ADP
sc-2345	267	23	the	the	DET
sc-2345	267	24	training	training	NOUN
sc-2345	267	25	data	datum	NOUN
sc-2345	267	26	set	set	VERB
sc-2345	267	27	.	.	PUNCT
sc-2345	268	1	daedna	daedna	PROPN
sc-2345	268	2	is	be	AUX
sc-2345	268	3	trained	train	VERB
sc-2345	268	4	using	use	VERB
sc-2345	268	5	the	the	DET
sc-2345	268	6	repository	repository	NOUN
sc-2345	268	7	of	of	ADP
sc-2345	268	8	signatures	signature	NOUN
sc-2345	268	9	,	,	PUNCT
sc-2345	268	10	dnasigns	dnasign	NOUN
sc-2345	268	11	,	,	PUNCT
sc-2345	268	12	created	create	VERB
sc-2345	268	13	using	use	VERB
sc-2345	268	14	proposed	propose	VERB
sc-2345	268	15	dna	dna	NOUN
sc-2345	268	16	-	-	PUNCT
sc-2345	268	17	based	base	VERB
sc-2345	268	18	approach	approach	NOUN
sc-2345	268	19	,	,	PUNCT
sc-2345	268	20	whereas	whereas	SCONJ
sc-2345	268	21	,	,	PUNCT
sc-2345	268	22	the	the	DET
sc-2345	268	23	second	second	ADJ
sc-2345	268	24	autoencoder	autoencoder	NOUN
sc-2345	268	25	daehash	daehash	NOUN
sc-2345	268	26	is	be	AUX
sc-2345	268	27	trained	train	VERB
sc-2345	268	28	using	use	VERB
sc-2345	268	29	the	the	DET
sc-2345	268	30	repository	repository	NOUN
sc-2345	268	31	,	,	PUNCT
sc-2345	268	32	hashsigns	hashsign	NOUN
sc-2345	268	33	,	,	PUNCT
sc-2345	268	34	created	create	VERB
sc-2345	268	35	with	with	ADP
sc-2345	268	36	hexadecimal	hexadecimal	ADJ
sc-2345	268	37	signatures	signature	NOUN
sc-2345	268	38	.	.	PUNCT
sc-2345	269	1	the	the	DET
sc-2345	269	2	total	total	ADJ
sc-2345	269	3	input	input	NOUN
sc-2345	269	4	files	file	NOUN
sc-2345	269	5	of	of	ADP
sc-2345	269	6	60,000	60,000	NUM
sc-2345	269	7	are	be	AUX
sc-2345	269	8	sent	send	VERB
sc-2345	269	9	to	to	PART
sc-2345	269	10	daedna	daedna	VERB
sc-2345	269	11	and	and	CCONJ
sc-2345	269	12	daehash	daehash	NOUN
sc-2345	269	13	,	,	PUNCT
sc-2345	269	14	one	one	NUM
sc-2345	269	15	at	at	ADP
sc-2345	269	16	a	a	DET
sc-2345	269	17	time	time	NOUN
sc-2345	269	18	(	(	PUNCT
sc-2345	269	19	same	same	ADJ
sc-2345	269	20	input	input	NOUN
sc-2345	269	21	)	)	PUNCT
sc-2345	269	22	for	for	ADP
sc-2345	269	23	performing	perform	VERB
sc-2345	269	24	classification	classification	NOUN
sc-2345	269	25	in	in	ADP
sc-2345	269	26	order	order	NOUN
sc-2345	269	27	to	to	PART
sc-2345	269	28	identify	identify	VERB
sc-2345	269	29	malicious	malicious	ADJ
sc-2345	269	30	and	and	CCONJ
sc-2345	269	31	non	non	ADJ
sc-2345	269	32	-	-	ADJ
sc-2345	269	33	malicious	malicious	ADJ
sc-2345	269	34	content	content	NOUN
sc-2345	269	35	as	as	SCONJ
sc-2345	269	36	shown	show	VERB
sc-2345	269	37	in	in	ADP
sc-2345	269	38	fig	fig	NOUN
sc-2345	269	39	.	.	PUNCT
sc-2345	270	1	7	7	X
sc-2345	270	2	.	.	X
sc-2345	270	3	outputs	output	NOUN
sc-2345	270	4	obtained	obtain	VERB
sc-2345	270	5	from	from	ADP
sc-2345	270	6	the	the	DET
sc-2345	270	7	daes	daes	PROPN
sc-2345	270	8	are	be	AUX
sc-2345	270	9	tabulated	tabulate	VERB
sc-2345	270	10	and	and	CCONJ
sc-2345	270	11	presented	present	VERB
sc-2345	270	12	as	as	ADP
sc-2345	270	13	experiment	experiment	NOUN
sc-2345	270	14	results	result	NOUN
sc-2345	270	15	.	.	PUNCT
sc-2345	271	1	since	since	SCONJ
sc-2345	271	2	there	there	PRON
sc-2345	271	3	are	be	VERB
sc-2345	271	4	two	two	NUM
sc-2345	271	5	repositories	repository	NOUN
sc-2345	271	6	input1	input1	PROPN
sc-2345	271	7	and	and	CCONJ
sc-2345	271	8	input2	input2	PROPN
sc-2345	271	9	,	,	PUNCT
sc-2345	271	10	the	the	DET
sc-2345	271	11	experiments	experiment	NOUN
sc-2345	271	12	are	be	AUX
sc-2345	271	13	performed	perform	VERB
sc-2345	271	14	in	in	ADP
sc-2345	271	15	two	two	NUM
sc-2345	271	16	independent	independent	ADJ
sc-2345	271	17	cycles	cycle	NOUN
sc-2345	271	18	.	.	PUNCT
sc-2345	272	1	the	the	DET
sc-2345	272	2	technical	technical	ADJ
sc-2345	272	3	details	detail	NOUN
sc-2345	272	4	of	of	ADP
sc-2345	272	5	the	the	DET
sc-2345	272	6	experiment	experiment	NOUN
sc-2345	272	7	along	along	ADP
sc-2345	272	8	with	with	ADP
sc-2345	272	9	the	the	DET
sc-2345	272	10	results	result	NOUN
sc-2345	272	11	are	be	AUX
sc-2345	272	12	discussed	discuss	VERB
sc-2345	272	13	in	in	ADP
sc-2345	272	14	the	the	DET
sc-2345	272	15	next	next	ADJ
sc-2345	272	16	section	section	NOUN
sc-2345	272	17	.	.	PUNCT
sc-2345	273	1	the	the	DET
sc-2345	273	2	details	detail	NOUN
sc-2345	273	3	of	of	ADP
sc-2345	273	4	the	the	DET
sc-2345	273	5	input	input	NOUN
sc-2345	273	6	data	datum	NOUN
sc-2345	273	7	set	set	VERB
sc-2345	273	8	and	and	CCONJ
sc-2345	273	9	signature	signature	NOUN
sc-2345	273	10	repository	repository	NOUN
sc-2345	273	11	along	along	ADP
sc-2345	273	12	with	with	ADP
sc-2345	273	13	the	the	DET
sc-2345	273	14	technicalities	technicality	NOUN
sc-2345	273	15	of	of	ADP
sc-2345	273	16	dae	dae	NOUN
sc-2345	273	17	are	be	AUX
sc-2345	273	18	presented	present	VERB
sc-2345	273	19	as	as	SCONJ
sc-2345	273	20	follows	follow	VERB
sc-2345	273	21	.	.	PUNCT
sc-2345	274	1	experiments	experiment	NOUN
sc-2345	274	2	are	be	AUX
sc-2345	274	3	performed	perform	VERB
sc-2345	274	4	using	use	VERB
sc-2345	274	5	the	the	DET
sc-2345	274	6	similar	similar	ADJ
sc-2345	274	7	approach	approach	NOUN
sc-2345	274	8	adopted	adopt	VERB
sc-2345	274	9	for	for	ADP
sc-2345	274	10	pattern	pattern	NOUN
sc-2345	274	11	recognition	recognition	NOUN
sc-2345	274	12	used	use	VERB
sc-2345	274	13	in	in	ADP
sc-2345	274	14	[	[	X
sc-2345	274	15	43	43	NUM
sc-2345	274	16	]	]	PUNCT
sc-2345	274	17	for	for	ADP
sc-2345	274	18	determining	determine	VERB
sc-2345	274	19	watermarks	watermark	NOUN
sc-2345	274	20	.	.	PUNCT
sc-2345	275	1	4.6	4.6	NUM
sc-2345	275	2	.	.	PUNCT
sc-2345	275	3	outcome	outcome	NOUN
sc-2345	275	4	of	of	ADP
sc-2345	275	5	dae	dae	NOUN
sc-2345	275	6	experiment	experiment	NOUN
sc-2345	275	7	the	the	DET
sc-2345	275	8	dae	dae	NOUN
sc-2345	275	9	used	use	VERB
sc-2345	275	10	for	for	ADP
sc-2345	275	11	the	the	DET
sc-2345	275	12	experiment	experiment	NOUN
sc-2345	275	13	consists	consist	VERB
sc-2345	275	14	of	of	ADP
sc-2345	275	15	three	three	NUM
sc-2345	275	16	layers	layer	NOUN
sc-2345	275	17	apart	apart	ADV
sc-2345	275	18	from	from	ADP
sc-2345	275	19	the	the	DET
sc-2345	275	20	softmax	softmax	NOUN
sc-2345	275	21	layer	layer	NOUN
sc-2345	275	22	used	use	VERB
sc-2345	275	23	for	for	ADP
sc-2345	275	24	training	training	NOUN
sc-2345	275	25	.	.	PUNCT
sc-2345	276	1	since	since	SCONJ
sc-2345	276	2	,	,	PUNCT
sc-2345	276	3	the	the	DET
sc-2345	276	4	dae	dae	NOUN
sc-2345	276	5	learns	learn	VERB
sc-2345	276	6	from	from	ADP
sc-2345	276	7	the	the	DET
sc-2345	276	8	patterns	pattern	NOUN
sc-2345	276	9	in	in	ADP
sc-2345	276	10	the	the	DET
sc-2345	276	11	input	input	NOUN
sc-2345	276	12	,	,	PUNCT
sc-2345	276	13	the	the	DET
sc-2345	276	14	softmax	softmax	NOUN
sc-2345	276	15	layer	layer	NOUN
sc-2345	276	16	is	be	AUX
sc-2345	276	17	used	use	VERB
sc-2345	276	18	for	for	ADP
sc-2345	276	19	validation	validation	NOUN
sc-2345	276	20	.	.	PUNCT
sc-2345	277	1	the	the	DET
sc-2345	277	2	daes	daes	PROPN
sc-2345	277	3	are	be	AUX
sc-2345	277	4	trained	train	VERB
sc-2345	277	5	using	use	VERB
sc-2345	277	6	the	the	DET
sc-2345	277	7	signature	signature	NOUN
sc-2345	277	8	repositories	repository	NOUN
sc-2345	277	9	for	for	ADP
sc-2345	277	10	500	500	NUM
sc-2345	277	11	epochs	epoch	NOUN
sc-2345	277	12	for	for	ADP
sc-2345	277	13	the	the	DET
sc-2345	277	14	first	first	ADJ
sc-2345	277	15	and	and	CCONJ
sc-2345	277	16	last	last	ADJ
sc-2345	277	17	layers	layer	NOUN
sc-2345	277	18	and	and	CCONJ
sc-2345	277	19	1000	1000	NUM
sc-2345	277	20	epochs	epoch	NOUN
sc-2345	277	21	for	for	ADP
sc-2345	277	22	the	the	DET
sc-2345	277	23	middle	middle	ADJ
sc-2345	277	24	layer	layer	NOUN
sc-2345	277	25	.	.	PUNCT
sc-2345	278	1	the	the	DET
sc-2345	278	2	signatures	signature	NOUN
sc-2345	278	3	are	be	AUX
sc-2345	278	4	divided	divide	VERB
sc-2345	278	5	based	base	VERB
sc-2345	278	6	on	on	ADP
sc-2345	278	7	their	their	PRON
sc-2345	278	8	lengths	length	NOUN
sc-2345	278	9	and	and	CCONJ
sc-2345	278	10	dae	dae	NOUN
sc-2345	278	11	nodes	node	NOUN
sc-2345	278	12	are	be	AUX
sc-2345	278	13	adjusted	adjust	VERB
sc-2345	278	14	to	to	PART
sc-2345	278	15	fit	fit	VERB
sc-2345	278	16	the	the	DET
sc-2345	278	17	size	size	NOUN
sc-2345	278	18	of	of	ADP
sc-2345	278	19	the	the	DET
sc-2345	278	20	signatures	signature	NOUN
sc-2345	278	21	.	.	PUNCT
sc-2345	279	1	since	since	SCONJ
sc-2345	279	2	the	the	DET
sc-2345	279	3	aim	aim	NOUN
sc-2345	279	4	of	of	ADP
sc-2345	279	5	the	the	DET
sc-2345	279	6	training	training	NOUN
sc-2345	279	7	was	be	AUX
sc-2345	279	8	to	to	PART
sc-2345	279	9	make	make	VERB
sc-2345	279	10	dae	dae	NOUN
sc-2345	279	11	learn	learn	VERB
sc-2345	279	12	the	the	DET
sc-2345	279	13	patterns	pattern	NOUN
sc-2345	279	14	in	in	ADP
sc-2345	279	15	the	the	DET
sc-2345	279	16	signatures	signature	NOUN
sc-2345	279	17	,	,	PUNCT
sc-2345	279	18	the	the	DET
sc-2345	279	19	changes	change	NOUN
sc-2345	279	20	in	in	ADP
sc-2345	279	21	the	the	DET
sc-2345	279	22	input	input	NOUN
sc-2345	279	23	size	size	NOUN
sc-2345	279	24	is	be	AUX
sc-2345	279	25	insignificant	insignificant	ADJ
sc-2345	279	26	.	.	PUNCT
sc-2345	280	1	the	the	DET
sc-2345	280	2	learning	learning	NOUN
sc-2345	280	3	rate	rate	NOUN
sc-2345	280	4	and	and	CCONJ
sc-2345	280	5	momentum	momentum	NOUN
sc-2345	280	6	are	be	AUX
sc-2345	280	7	varied	varied	ADJ
sc-2345	280	8	from	from	ADP
sc-2345	280	9	0.4	0.4	NUM
sc-2345	280	10	to	to	ADP
sc-2345	280	11	0.6	0.6	NUM
sc-2345	280	12	and	and	CCONJ
sc-2345	280	13	from	from	ADP
sc-2345	280	14	0.2	0.2	NUM
sc-2345	280	15	to	to	ADP
sc-2345	280	16	0.4	0.4	NUM
sc-2345	280	17	respectively	respectively	ADV
sc-2345	280	18	with	with	ADP
sc-2345	280	19	an	an	DET
sc-2345	280	20	interval	interval	NOUN
sc-2345	280	21	of	of	ADP
sc-2345	280	22	0.1	0.1	NUM
sc-2345	280	23	for	for	ADP
sc-2345	280	24	both	both	CCONJ
sc-2345	280	25	the	the	DET
sc-2345	280	26	parameters	parameter	NOUN
sc-2345	280	27	.	.	PUNCT
sc-2345	281	1	the	the	DET
sc-2345	281	2	individual	individual	ADJ
sc-2345	281	3	average	average	ADJ
sc-2345	281	4	time	time	NOUN
sc-2345	281	5	for	for	ADP
sc-2345	281	6	training	training	NOUN
sc-2345	281	7	and	and	CCONJ
sc-2345	281	8	validation	validation	NOUN
sc-2345	281	9	are	be	AUX
sc-2345	281	10	recorded	record	VERB
sc-2345	281	11	as	as	ADP
sc-2345	281	12	23.5	23.5	NUM
sc-2345	281	13	minutes	minute	NOUN
sc-2345	281	14	and	and	CCONJ
sc-2345	281	15	19.2	19.2	NUM
sc-2345	281	16	minutes	minute	NOUN
sc-2345	281	17	respectively	respectively	ADV
sc-2345	281	18	.	.	PUNCT
sc-2345	282	1	the	the	DET
sc-2345	282	2	testing	testing	NOUN
sc-2345	282	3	times	time	NOUN
sc-2345	282	4	are	be	AUX
sc-2345	282	5	averaged	average	VERB
sc-2345	282	6	between	between	ADP
sc-2345	282	7	19	19	NUM
sc-2345	282	8	and	and	CCONJ
sc-2345	282	9	32	32	NUM
sc-2345	282	10	minutes	minute	NOUN
sc-2345	282	11	for	for	ADP
sc-2345	282	12	different	different	ADJ
sc-2345	282	13	runs	run	NOUN
sc-2345	282	14	.	.	PUNCT
sc-2345	283	1	the	the	DET
sc-2345	283	2	differences	difference	NOUN
sc-2345	283	3	are	be	AUX
sc-2345	283	4	often	often	ADV
sc-2345	283	5	due	due	ADJ
sc-2345	283	6	to	to	ADP
sc-2345	283	7	hardware	hardware	NOUN
sc-2345	283	8	and	and	CCONJ
sc-2345	283	9	software	software	NOUN
sc-2345	283	10	limitations	limitation	NOUN
sc-2345	283	11	and	and	CCONJ
sc-2345	283	12	also	also	ADV
sc-2345	283	13	based	base	VERB
sc-2345	283	14	on	on	ADP
sc-2345	283	15	the	the	DET
sc-2345	283	16	input	input	NOUN
sc-2345	283	17	(	(	PUNCT
sc-2345	283	18	files	file	NOUN
sc-2345	283	19	)	)	PUNCT
sc-2345	283	20	selected	select	VERB
sc-2345	283	21	(	(	PUNCT
sc-2345	283	22	in	in	ADP
sc-2345	283	23	terms	term	NOUN
sc-2345	283	24	of	of	ADP
sc-2345	283	25	length	length	NOUN
sc-2345	283	26	and	and	CCONJ
sc-2345	283	27	number	number	NOUN
sc-2345	283	28	of	of	ADP
sc-2345	283	29	epochs	epoch	NOUN
sc-2345	283	30	)	)	PUNCT
sc-2345	283	31	.	.	PUNCT
sc-2345	284	1	since	since	SCONJ
sc-2345	284	2	the	the	DET
sc-2345	284	3	emphasis	emphasis	NOUN
sc-2345	284	4	of	of	ADP
sc-2345	284	5	the	the	DET
sc-2345	284	6	current	current	ADJ
sc-2345	284	7	research	research	NOUN
sc-2345	284	8	is	be	AUX
sc-2345	284	9	not	not	PART
sc-2345	284	10	optimising	optimise	VERB
sc-2345	284	11	the	the	DET
sc-2345	284	12	dae	dae	NOUN
sc-2345	284	13	,	,	PUNCT
sc-2345	284	14	the	the	DET
sc-2345	284	15	variance	variance	NOUN
sc-2345	284	16	in	in	ADP
sc-2345	284	17	execution	execution	NOUN
sc-2345	284	18	times	time	NOUN
sc-2345	284	19	can	can	AUX
sc-2345	284	20	be	be	AUX
sc-2345	284	21	ignored	ignore	VERB
sc-2345	284	22	.	.	PUNCT
sc-2345	285	1	the	the	DET
sc-2345	285	2	input	input	NOUN
sc-2345	285	3	size	size	NOUN
sc-2345	285	4	for	for	ADP
sc-2345	285	5	validation	validation	NOUN
sc-2345	285	6	and	and	CCONJ
sc-2345	285	7	testing	testing	NOUN
sc-2345	285	8	is	be	AUX
sc-2345	285	9	determined	determine	VERB
sc-2345	285	10	by	by	ADP
sc-2345	285	11	splitting	split	VERB
sc-2345	285	12	the	the	DET
sc-2345	285	13	content	content	NOUN
sc-2345	285	14	of	of	ADP
sc-2345	285	15	the	the	DET
sc-2345	285	16	file	file	NOUN
sc-2345	285	17	.	.	PUNCT
sc-2345	286	1	in	in	ADP
sc-2345	286	2	this	this	DET
sc-2345	286	3	research	research	NOUN
sc-2345	286	4	,	,	PUNCT
sc-2345	286	5	the	the	DET
sc-2345	286	6	malware	malware	NOUN
sc-2345	286	7	file	file	NOUN
sc-2345	286	8	consists	consist	VERB
sc-2345	286	9	of	of	ADP
sc-2345	286	10	data	datum	NOUN
sc-2345	286	11	and	and	CCONJ
sc-2345	286	12	malware	malware	NOUN
sc-2345	286	13	signature	signature	NOUN
sc-2345	286	14	in	in	ADP
sc-2345	286	15	the	the	DET
sc-2345	286	16	form	form	NOUN
sc-2345	286	17	of	of	ADP
sc-2345	286	18	hexadecimal	hexadecimal	ADJ
sc-2345	286	19	values	value	NOUN
sc-2345	286	20	.	.	PUNCT
sc-2345	287	1	therefore	therefore	ADV
sc-2345	287	2	,	,	PUNCT
sc-2345	287	3	the	the	DET
sc-2345	287	4	file	file	NOUN
sc-2345	287	5	is	be	AUX
sc-2345	287	6	treated	treat	VERB
sc-2345	287	7	as	as	ADP
sc-2345	287	8	a	a	DET
sc-2345	287	9	continues	continue	VERB
sc-2345	287	10	hexadecimal	hexadecimal	ADJ
sc-2345	287	11	values	value	NOUN
sc-2345	287	12	and	and	CCONJ
sc-2345	287	13	it	it	PRON
sc-2345	287	14	is	be	AUX
sc-2345	287	15	split	split	VERB
sc-2345	287	16	based	base	VERB
sc-2345	287	17	on	on	ADP
sc-2345	287	18	the	the	DET
sc-2345	287	19	size	size	NOUN
sc-2345	287	20	of	of	ADP
sc-2345	287	21	the	the	DET
sc-2345	287	22	file	file	NOUN
sc-2345	287	23	.	.	PUNCT
sc-2345	288	1	the	the	DET
sc-2345	288	2	dae	dae	NOUN
sc-2345	288	3	can	can	AUX
sc-2345	288	4	not	not	PART
sc-2345	288	5	be	be	AUX
sc-2345	288	6	used	use	VERB
sc-2345	288	7	with	with	ADP
sc-2345	288	8	varying	vary	VERB
sc-2345	288	9	number	number	NOUN
sc-2345	288	10	of	of	ADP
sc-2345	288	11	input	input	NOUN
sc-2345	288	12	nodes	node	NOUN
sc-2345	288	13	,	,	PUNCT
sc-2345	288	14	hence	hence	ADV
sc-2345	288	15	the	the	DET
sc-2345	288	16	file	file	NOUN
sc-2345	288	17	size	size	NOUN
sc-2345	288	18	is	be	AUX
sc-2345	288	19	fixed	fix	VERB
sc-2345	288	20	at	at	ADP
sc-2345	288	21	250	250	NUM
sc-2345	288	22	lines	line	NOUN
sc-2345	288	23	with	with	ADP
sc-2345	288	24	80	80	NUM
sc-2345	288	25	characters	character	NOUN
sc-2345	288	26	per	per	ADP
sc-2345	288	27	line	line	NOUN
sc-2345	288	28	.	.	PUNCT
sc-2345	289	1	since	since	SCONJ
sc-2345	289	2	the	the	DET
sc-2345	289	3	input	input	NOUN
sc-2345	289	4	is	be	AUX
sc-2345	289	5	supplied	supply	VERB
sc-2345	289	6	as	as	ADP
sc-2345	289	7	continues	continue	NOUN
sc-2345	289	8	stream	stream	NOUN
sc-2345	289	9	,	,	PUNCT
sc-2345	289	10	the	the	DET
sc-2345	289	11	size	size	NOUN
sc-2345	289	12	of	of	ADP
sc-2345	289	13	the	the	DET
sc-2345	289	14	lines	line	NOUN
sc-2345	289	15	and	and	CCONJ
sc-2345	289	16	characters	character	NOUN
sc-2345	289	17	are	be	AUX
sc-2345	289	18	insignificant	insignificant	ADJ
sc-2345	289	19	and	and	CCONJ
sc-2345	289	20	has	have	VERB
sc-2345	289	21	no	no	DET
sc-2345	289	22	impact	impact	NOUN
sc-2345	289	23	on	on	ADP
sc-2345	289	24	the	the	DET
sc-2345	289	25	functionality	functionality	NOUN
sc-2345	289	26	of	of	ADP
sc-2345	289	27	dae	dae	NOUN
sc-2345	289	28	.	.	PUNCT
sc-2345	290	1	all	all	DET
sc-2345	290	2	the	the	DET
sc-2345	290	3	experiments	experiment	NOUN
sc-2345	290	4	are	be	AUX
sc-2345	290	5	performed	perform	VERB
sc-2345	290	6	on	on	ADP
sc-2345	290	7	mac	mac	PROPN
sc-2345	290	8	book	book	NOUN
sc-2345	290	9	pro	pro	PROPN
sc-2345	290	10	m1	m1	PROPN
sc-2345	290	11	having	have	VERB
sc-2345	290	12	8	8	NUM
sc-2345	290	13	gb	gb	NOUN
sc-2345	290	14	ram	ram	NOUN
sc-2345	290	15	,	,	PUNCT
sc-2345	290	16	256	256	NUM
sc-2345	290	17	ssd	ssd	NOUN
sc-2345	290	18	,	,	PUNCT
sc-2345	290	19	and	and	CCONJ
sc-2345	290	20	8	8	NUM
sc-2345	290	21	core	core	NOUN
sc-2345	290	22	gpu	gpu	PROPN
sc-2345	290	23	.	.	PROPN
sc-2345	290	24	for	for	ADP
sc-2345	290	25	generating	generate	VERB
sc-2345	290	26	the	the	DET
sc-2345	290	27	synthetic	synthetic	ADJ
sc-2345	290	28	malware	malware	NOUN
sc-2345	290	29	,	,	PUNCT
sc-2345	290	30	python	python	NOUN
sc-2345	290	31	3.6	3.6	NUM
sc-2345	290	32	is	be	AUX
sc-2345	290	33	used	use	VERB
sc-2345	290	34	with	with	ADP
sc-2345	290	35	a	a	DET
sc-2345	290	36	default	default	NOUN
sc-2345	290	37	random	random	ADJ
sc-2345	290	38	10	10	NUM
sc-2345	290	39	sreenivas	sreenivas	PROPN
sc-2345	290	40	sremath	sremath	PROPN
sc-2345	290	41	tirumala	tirumala	PROPN
sc-2345	290	42	,	,	PUNCT
sc-2345	290	43	narayan	narayan	PROPN
sc-2345	290	44	nepal	nepal	PROPN
sc-2345	290	45	and	and	CCONJ
sc-2345	290	46	sayan	sayan	PROPN
sc-2345	290	47	kumar	kumar	PROPN
sc-2345	290	48	ray	ray	PROPN
sc-2345	290	49	eai	eai	PROPN
sc-2345	290	50	endorsed	endorse	VERB
sc-2345	290	51	transactions	transaction	NOUN
sc-2345	290	52	on	on	ADP
sc-2345	290	53	smart	smart	ADJ
sc-2345	290	54	cities	city	NOUN
sc-2345	290	55	03	03	NUM
sc-2345	290	56	2022	2022	NUM
sc-2345	290	57	09	09	NUM
sc-2345	290	58	2022	2022	NUM
sc-2345	291	1	|	|	ADV
sc-2345	291	2	volume	volume	NOUN
sc-2345	291	3	6	6	NUM
sc-2345	291	4	|	|	NOUN
sc-2345	291	5	issue	issue	NOUN
sc-2345	291	6	18	18	NUM
sc-2345	291	7	|	|	NOUN
sc-2345	291	8	e4	e4	PROPN
sc-2345	291	9	figure	figure	NOUN
sc-2345	291	10	4	4	NUM
sc-2345	291	11	.	.	PUNCT
sc-2345	292	1	latency	latency	NOUN
sc-2345	292	2	comparison	comparison	NOUN
sc-2345	292	3	of	of	ADP
sc-2345	292	4	raspberry	raspberry	NOUN
sc-2345	292	5	-	-	PUNCT
sc-2345	292	6	pi	pi	NOUN
sc-2345	292	7	interfaces	interface	NOUN
sc-2345	292	8	when	when	SCONJ
sc-2345	292	9	handling	handle	VERB
sc-2345	292	10	external	external	ADJ
sc-2345	292	11	traffic	traffic	NOUN
sc-2345	292	12	figure	figure	NOUN
sc-2345	292	13	5	5	NUM
sc-2345	292	14	.	.	PUNCT
sc-2345	293	1	traffic	traffic	NOUN
sc-2345	293	2	comparison	comparison	NOUN
sc-2345	293	3	for	for	ADP
sc-2345	293	4	download	download	NOUN
sc-2345	293	5	throughput	throughput	NOUN
sc-2345	293	6	figure	figure	NOUN
sc-2345	293	7	6	6	NUM
sc-2345	293	8	.	.	PUNCT
sc-2345	294	1	traffic	traffic	NOUN
sc-2345	294	2	comparison	comparison	NOUN
sc-2345	294	3	for	for	ADP
sc-2345	294	4	upload	upload	VERB
sc-2345	294	5	throughput	throughput	NOUN
sc-2345	294	6	number	number	NOUN
sc-2345	294	7	generator	generator	NOUN
sc-2345	294	8	that	that	PRON
sc-2345	294	9	is	be	AUX
sc-2345	294	10	modified	modify	VERB
sc-2345	294	11	to	to	PART
sc-2345	294	12	use	use	VERB
sc-2345	294	13	only	only	ADJ
sc-2345	294	14	prime	prime	ADJ
sc-2345	294	15	numbers	number	NOUN
sc-2345	294	16	.	.	PUNCT
sc-2345	295	1	for	for	ADP
sc-2345	295	2	dae	dae	NOUN
sc-2345	295	3	experiments	experiment	NOUN
sc-2345	295	4	,	,	PUNCT
sc-2345	295	5	matlab	matlab	PROPN
sc-2345	295	6	2020b	2020b	NUM
sc-2345	295	7	(	(	PUNCT
sc-2345	295	8	mac	mac	NOUN
sc-2345	295	9	version	version	NOUN
sc-2345	295	10	)	)	PUNCT
sc-2345	295	11	is	be	AUX
sc-2345	295	12	used	use	VERB
sc-2345	295	13	.	.	PUNCT
sc-2345	296	1	each	each	DET
sc-2345	296	2	experiment	experiment	NOUN
sc-2345	296	3	is	be	AUX
sc-2345	296	4	performed	perform	VERB
sc-2345	296	5	50	50	NUM
sc-2345	296	6	times	time	NOUN
sc-2345	296	7	.	.	PUNCT
sc-2345	297	1	the	the	DET
sc-2345	297	2	validation	validation	NOUN
sc-2345	297	3	and	and	CCONJ
sc-2345	297	4	testing	testing	NOUN
sc-2345	297	5	data	datum	NOUN
sc-2345	297	6	is	be	AUX
sc-2345	297	7	divided	divide	VERB
sc-2345	297	8	in	in	ADP
sc-2345	297	9	2:1	2:1	NUM
sc-2345	297	10	ratio	ratio	NOUN
sc-2345	297	11	due	due	ADP
sc-2345	297	12	to	to	PART
sc-2345	297	13	dae	dae	VERB
sc-2345	297	14	having	have	VERB
sc-2345	297	15	no	no	DET
sc-2345	297	16	previous	previous	ADJ
sc-2345	297	17	exposure	exposure	NOUN
sc-2345	297	18	to	to	ADP
sc-2345	297	19	the	the	DET
sc-2345	297	20	files	file	NOUN
sc-2345	297	21	.	.	PUNCT
sc-2345	298	1	a	a	DET
sc-2345	298	2	3fold	3fold	NUM
sc-2345	298	3	cross	cross	NOUN
sc-2345	298	4	validation	validation	NOUN
sc-2345	298	5	is	be	AUX
sc-2345	298	6	also	also	ADV
sc-2345	298	7	performed	perform	VERB
sc-2345	298	8	on	on	ADP
sc-2345	298	9	selected	select	VERB
sc-2345	298	10	input	input	NOUN
sc-2345	298	11	files	file	NOUN
sc-2345	298	12	for	for	ADP
sc-2345	298	13	further	further	ADJ
sc-2345	298	14	affirmation	affirmation	NOUN
sc-2345	298	15	of	of	ADP
sc-2345	298	16	results	result	NOUN
sc-2345	298	17	.	.	PUNCT
sc-2345	299	1	the	the	DET
sc-2345	299	2	experiment	experiment	NOUN
sc-2345	299	3	results	result	VERB
sc-2345	299	4	for	for	ADP
sc-2345	299	5	the	the	DET
sc-2345	299	6	different	different	ADJ
sc-2345	299	7	input	input	NOUN
sc-2345	299	8	data	data	NOUN
sc-2345	299	9	sets	set	NOUN
sc-2345	299	10	along	along	ADP
sc-2345	299	11	with	with	ADP
sc-2345	299	12	the	the	DET
sc-2345	299	13	two	two	NUM
sc-2345	299	14	different	different	ADJ
sc-2345	299	15	repositories	repository	NOUN
sc-2345	299	16	are	be	AUX
sc-2345	299	17	presented	present	VERB
sc-2345	299	18	below	below	ADP
sc-2345	299	19	in	in	ADP
sc-2345	299	20	table	table	NOUN
sc-2345	299	21	1	1	NUM
sc-2345	299	22	.	.	PUNCT
sc-2345	300	1	the	the	DET
sc-2345	300	2	results	result	NOUN
sc-2345	300	3	presented	present	VERB
sc-2345	300	4	in	in	ADP
sc-2345	300	5	table	table	NOUN
sc-2345	300	6	1	1	NUM
sc-2345	300	7	consists	consist	VERB
sc-2345	300	8	of	of	ADP
sc-2345	300	9	training	training	NOUN
sc-2345	300	10	accuracies	accuracy	NOUN
sc-2345	300	11	attained	attain	VERB
sc-2345	300	12	using	use	VERB
sc-2345	300	13	dnasigns	dnasign	NOUN
sc-2345	300	14	and	and	CCONJ
sc-2345	300	15	hashsigns	hashsign	NOUN
sc-2345	300	16	repositories	repository	NOUN
sc-2345	300	17	.	.	PUNCT
sc-2345	301	1	along	along	ADP
sc-2345	301	2	with	with	ADP
sc-2345	301	3	the	the	DET
sc-2345	301	4	training	training	NOUN
sc-2345	301	5	results	result	NOUN
sc-2345	301	6	,	,	PUNCT
sc-2345	301	7	validation	validation	NOUN
sc-2345	301	8	and	and	CCONJ
sc-2345	301	9	testing	testing	NOUN
sc-2345	301	10	accuracies	accuracy	NOUN
sc-2345	301	11	are	be	AUX
sc-2345	301	12	also	also	ADV
sc-2345	301	13	presented	present	VERB
sc-2345	301	14	.	.	PUNCT
sc-2345	302	1	11	11	NUM
sc-2345	302	2	raspberry	raspberry	NOUN
sc-2345	302	3	pi	pi	NOUN
sc-2345	302	4	-	-	PUNCT
sc-2345	302	5	based	base	VERB
sc-2345	302	6	intelligent	intelligent	ADJ
sc-2345	302	7	cyber	cyber	NOUN
sc-2345	302	8	defense	defense	NOUN
sc-2345	302	9	systems	system	NOUN
sc-2345	302	10	for	for	ADP
sc-2345	302	11	smes	sme	NOUN
sc-2345	302	12	and	and	CCONJ
sc-2345	302	13	smart	smart	ADJ
sc-2345	302	14	-	-	PUNCT
sc-2345	302	15	homes	home	NOUN
sc-2345	302	16	:	:	PUNCT
sc-2345	302	17	an	an	DET
sc-2345	302	18	exploratory	exploratory	ADJ
sc-2345	302	19	study	study	NOUN
sc-2345	302	20	eai	eai	NOUN
sc-2345	302	21	endorsed	endorse	VERB
sc-2345	302	22	transactions	transaction	NOUN
sc-2345	302	23	on	on	ADP
sc-2345	302	24	smart	smart	ADJ
sc-2345	302	25	cities	city	NOUN
sc-2345	302	26	03	03	NUM
sc-2345	302	27	2022	2022	NUM
sc-2345	302	28	09	09	NUM
sc-2345	302	29	2022	2022	NUM
sc-2345	302	30	|	|	ADV
sc-2345	302	31	volume	volume	NOUN
sc-2345	302	32	6	6	NUM
sc-2345	302	33	|	|	NOUN
sc-2345	302	34	issue	issue	NOUN
sc-2345	302	35	18	18	NUM
sc-2345	302	36	|	|	NOUN
sc-2345	302	37	e4	e4	PROPN
sc-2345	302	38	figure	figure	NOUN
sc-2345	302	39	7	7	NUM
sc-2345	302	40	.	.	PUNCT
sc-2345	302	41	experiment	experiment	NOUN
sc-2345	302	42	designthe	designthe	DET
sc-2345	302	43	hexadecimal	hexadecimal	ADJ
sc-2345	302	44	code	code	NOUN
sc-2345	302	45	of	of	ADP
sc-2345	302	46	input	input	NOUN
sc-2345	302	47	(	(	PUNCT
sc-2345	302	48	file	file	NOUN
sc-2345	302	49	)	)	PUNCT
sc-2345	302	50	is	be	AUX
sc-2345	302	51	sent	send	VERB
sc-2345	302	52	as	as	ADP
sc-2345	302	53	an	an	DET
sc-2345	302	54	input	input	NOUN
sc-2345	302	55	to	to	ADP
sc-2345	302	56	two	two	NUM
sc-2345	302	57	different	different	ADJ
sc-2345	302	58	deep	deep	ADJ
sc-2345	302	59	autoencoder	autoencoder	NOUN
sc-2345	302	60	networks	network	NOUN
sc-2345	302	61	(	(	PUNCT
sc-2345	302	62	daedna	daedna	NOUN
sc-2345	302	63	and	and	CCONJ
sc-2345	302	64	daehash	daehash	NOUN
sc-2345	302	65	)	)	PUNCT
sc-2345	302	66	trained	train	VERB
sc-2345	302	67	using	use	VERB
sc-2345	302	68	data	datum	NOUN
sc-2345	302	69	from	from	ADP
sc-2345	302	70	dnasigns	dnasign	NOUN
sc-2345	302	71	and	and	CCONJ
sc-2345	302	72	hashsigns	hashsign	NOUN
sc-2345	302	73	repositories	repository	NOUN
sc-2345	302	74	respectively	respectively	ADV
sc-2345	302	75	.	.	PUNCT
sc-2345	303	1	the	the	DET
sc-2345	303	2	dae	dae	NOUN
sc-2345	303	3	will	will	AUX
sc-2345	303	4	be	be	AUX
sc-2345	303	5	looking	look	VERB
sc-2345	303	6	for	for	ADP
sc-2345	303	7	pattern	pattern	NOUN
sc-2345	303	8	that	that	PRON
sc-2345	303	9	might	might	AUX
sc-2345	303	10	resemble	resemble	VERB
sc-2345	303	11	malware	malware	NOUN
sc-2345	303	12	signatures	signature	NOUN
sc-2345	303	13	at	at	ADV
sc-2345	303	14	least	least	ADJ
sc-2345	303	15	partly	partly	ADV
sc-2345	303	16	to	to	PART
sc-2345	303	17	identify	identify	VERB
sc-2345	303	18	and	and	CCONJ
sc-2345	303	19	classify	classify	VERB
sc-2345	303	20	files	file	NOUN
sc-2345	303	21	with	with	ADP
sc-2345	303	22	the	the	DET
sc-2345	303	23	potentially	potentially	ADV
sc-2345	303	24	malicious	malicious	ADJ
sc-2345	303	25	content	content	NOUN
sc-2345	303	26	table	table	NOUN
sc-2345	303	27	1	1	NUM
sc-2345	303	28	.	.	PUNCT
sc-2345	303	29	experiment	experiment	NOUN
sc-2345	303	30	results	result	NOUN
sc-2345	303	31	:	:	PUNCT
sc-2345	303	32	classification	classification	NOUN
sc-2345	303	33	accuracies	accuracy	NOUN
sc-2345	303	34	(	(	PUNCT
sc-2345	303	35	training	training	NOUN
sc-2345	303	36	,	,	PUNCT
sc-2345	303	37	testing	testing	NOUN
sc-2345	303	38	and	and	CCONJ
sc-2345	303	39	validation	validation	NOUN
sc-2345	303	40	)	)	PUNCT
sc-2345	303	41	with	with	ADP
sc-2345	303	42	full	full	ADJ
sc-2345	303	43	set	set	NOUN
sc-2345	303	44	of	of	ADP
sc-2345	303	45	dna	dna	PROPN
sc-2345	303	46	and	and	CCONJ
sc-2345	303	47	hexa	hexa	ADJ
sc-2345	303	48	signature	signature	NOUN
sc-2345	303	49	repositories	repository	NOUN
sc-2345	303	50	.	.	PUNCT
sc-2345	304	1	type	type	NOUN
sc-2345	304	2	of	of	ADP
sc-2345	304	3	malware	malware	NOUN
sc-2345	304	4	training	training	NOUN
sc-2345	304	5	validation	validation	NOUN
sc-2345	304	6	testing	testing	NOUN
sc-2345	304	7	rms	rm	NOUN
sc-2345	304	8	t	t	NOUN
sc-2345	304	9	-	-	PUNCT
sc-2345	304	10	test	test	NOUN
sc-2345	304	11	repository	repository	NOUN
sc-2345	304	12	ratio	ratio	NOUN
sc-2345	304	13	%	%	NOUN
sc-2345	305	1	%	%	NOUN
sc-2345	305	2	%	%	NOUN
sc-2345	305	3	error	error	NOUN
sc-2345	305	4	value	value	NOUN
sc-2345	305	5	60:40	60:40	NUM
sc-2345	305	6	98.4	98.4	NUM
sc-2345	305	7	99	99	NUM
sc-2345	305	8	92.1	92.1	NUM
sc-2345	305	9	0.21	0.21	NUM
sc-2345	305	10	0.192	0.192	NUM
sc-2345	305	11	dnasigns	dnasign	VERB
sc-2345	305	12	40:60	40:60	NUM
sc-2345	305	13	99.2	99.2	NUM
sc-2345	305	14	99	99	NUM
sc-2345	305	15	94.8	94.8	NUM
sc-2345	305	16	0.38	0.38	NUM
sc-2345	305	17	0.263	0.263	NUM
sc-2345	305	18	60:40	60:40	NUM
sc-2345	305	19	99.6	99.6	NUM
sc-2345	305	20	99.3	99.3	NUM
sc-2345	305	21	72.6	72.6	NUM
sc-2345	305	22	0.64	0.64	NUM
sc-2345	305	23	0.211	0.211	NUM
sc-2345	305	24	hashsigns	hashsign	NOUN
sc-2345	305	25	40:60	40:60	NUM
sc-2345	305	26	99.19	99.19	NUM
sc-2345	305	27	99.8	99.8	NUM
sc-2345	305	28	82.1	82.1	NUM
sc-2345	305	29	0.52	0.52	NUM
sc-2345	305	30	0.241	0.241	NUM
sc-2345	305	31	the	the	DET
sc-2345	305	32	first	first	ADJ
sc-2345	305	33	part	part	NOUN
sc-2345	305	34	of	of	ADP
sc-2345	305	35	the	the	DET
sc-2345	305	36	results	result	NOUN
sc-2345	305	37	show	show	VERB
sc-2345	305	38	that	that	SCONJ
sc-2345	305	39	the	the	DET
sc-2345	305	40	proposed	propose	VERB
sc-2345	305	41	dna	dna	NOUN
sc-2345	305	42	-	-	PUNCT
sc-2345	305	43	based	base	VERB
sc-2345	305	44	approach	approach	NOUN
sc-2345	305	45	is	be	AUX
sc-2345	305	46	able	able	ADJ
sc-2345	305	47	to	to	PART
sc-2345	305	48	attain	attain	VERB
sc-2345	305	49	a	a	DET
sc-2345	305	50	classification	classification	NOUN
sc-2345	305	51	accuracy	accuracy	NOUN
sc-2345	305	52	of	of	ADP
sc-2345	305	53	92.1	92.1	NUM
sc-2345	305	54	%	%	NOUN
sc-2345	305	55	for	for	ADP
sc-2345	305	56	malware	malware	NOUN
sc-2345	305	57	repository	repository	NOUN
sc-2345	305	58	with	with	ADP
sc-2345	305	59	60:40	60:40	NUM
sc-2345	305	60	ratio	ratio	NOUN
sc-2345	305	61	,	,	PUNCT
sc-2345	305	62	which	which	PRON
sc-2345	305	63	is	be	AUX
sc-2345	305	64	an	an	DET
sc-2345	305	65	improvement	improvement	NOUN
sc-2345	305	66	of	of	ADP
sc-2345	305	67	19.5	19.5	NUM
sc-2345	305	68	%	%	NOUN
sc-2345	305	69	in	in	ADP
sc-2345	305	70	comparison	comparison	NOUN
sc-2345	305	71	to	to	ADP
sc-2345	305	72	the	the	DET
sc-2345	305	73	signature	signature	NOUN
sc-2345	305	74	-	-	PUNCT
sc-2345	305	75	based	base	VERB
sc-2345	305	76	approach	approach	NOUN
sc-2345	305	77	.	.	PUNCT
sc-2345	306	1	the	the	DET
sc-2345	306	2	proposed	propose	VERB
sc-2345	306	3	dnabased	dnabase	VERB
sc-2345	306	4	approach	approach	NOUN
sc-2345	306	5	also	also	ADV
sc-2345	306	6	performs	perform	VERB
sc-2345	306	7	better	well	ADJ
sc-2345	306	8	than	than	ADP
sc-2345	306	9	the	the	DET
sc-2345	306	10	signaturebased	signaturebase	VERB
sc-2345	306	11	approach	approach	NOUN
sc-2345	306	12	for	for	ADP
sc-2345	306	13	the	the	DET
sc-2345	306	14	second	second	ADJ
sc-2345	306	15	set	set	NOUN
sc-2345	306	16	of	of	ADP
sc-2345	306	17	experiments	experiment	NOUN
sc-2345	306	18	with	with	ADP
sc-2345	306	19	40:60	40:60	NUM
sc-2345	306	20	ratio	ratio	NOUN
sc-2345	306	21	of	of	ADP
sc-2345	306	22	malicious	malicious	ADJ
sc-2345	306	23	and	and	CCONJ
sc-2345	306	24	non	non	ADJ
sc-2345	306	25	-	-	ADJ
sc-2345	306	26	malicious	malicious	ADJ
sc-2345	306	27	data	datum	NOUN
sc-2345	306	28	set	set	VERB
sc-2345	306	29	with	with	ADP
sc-2345	306	30	94.8	94.8	NUM
sc-2345	306	31	%	%	NOUN
sc-2345	306	32	of	of	ADP
sc-2345	306	33	accuracy	accuracy	NOUN
sc-2345	306	34	,	,	PUNCT
sc-2345	306	35	which	which	PRON
sc-2345	306	36	is	be	AUX
sc-2345	306	37	an	an	DET
sc-2345	306	38	improvement	improvement	NOUN
sc-2345	306	39	of	of	ADP
sc-2345	306	40	12.7	12.7	NUM
sc-2345	306	41	%	%	NOUN
sc-2345	306	42	over	over	ADP
sc-2345	306	43	signature	signature	NOUN
sc-2345	306	44	based	base	VERB
sc-2345	306	45	approach	approach	NOUN
sc-2345	306	46	(	(	PUNCT
sc-2345	306	47	82.1	82.1	NUM
sc-2345	306	48	%	%	NOUN
sc-2345	306	49	)	)	PUNCT
sc-2345	306	50	.	.	PUNCT
sc-2345	307	1	it	it	PRON
sc-2345	307	2	is	be	AUX
sc-2345	307	3	noteworthy	noteworthy	ADJ
sc-2345	307	4	to	to	PART
sc-2345	307	5	observe	observe	VERB
sc-2345	307	6	that	that	SCONJ
sc-2345	307	7	despite	despite	SCONJ
sc-2345	307	8	of	of	ADP
sc-2345	307	9	better	well	ADJ
sc-2345	307	10	training	training	NOUN
sc-2345	307	11	accuracy	accuracy	NOUN
sc-2345	307	12	for	for	ADP
sc-2345	307	13	signature	signature	NOUN
sc-2345	307	14	-	-	PUNCT
sc-2345	307	15	based	base	VERB
sc-2345	307	16	approach	approach	NOUN
sc-2345	307	17	(	(	PUNCT
sc-2345	307	18	with	with	ADP
sc-2345	307	19	a	a	DET
sc-2345	307	20	minute	minute	ADJ
sc-2345	307	21	deference	deference	NOUN
sc-2345	307	22	of	of	ADP
sc-2345	307	23	0.2	0.2	NUM
sc-2345	307	24	%	%	NOUN
sc-2345	307	25	for	for	ADP
sc-2345	307	26	60:40	60:40	NUM
sc-2345	307	27	and	and	CCONJ
sc-2345	307	28	-0.1	-0.1	PROPN
sc-2345	307	29	for	for	ADP
sc-2345	307	30	40:60	40:60	NUM
sc-2345	307	31	,	,	PUNCT
sc-2345	307	32	respectively	respectively	ADV
sc-2345	307	33	,	,	PUNCT
sc-2345	307	34	in	in	ADP
sc-2345	307	35	favour	favour	NOUN
sc-2345	307	36	of	of	ADP
sc-2345	307	37	signature	signature	NOUN
sc-2345	307	38	-	-	PUNCT
sc-2345	307	39	based	base	VERB
sc-2345	307	40	approach	approach	NOUN
sc-2345	307	41	)	)	PUNCT
sc-2345	307	42	the	the	DET
sc-2345	307	43	proposed	propose	VERB
sc-2345	307	44	dna	dna	NOUN
sc-2345	307	45	-	-	PUNCT
sc-2345	307	46	based	base	VERB
sc-2345	307	47	approach	approach	NOUN
sc-2345	307	48	attained	attain	VERB
sc-2345	307	49	better	well	ADJ
sc-2345	307	50	classification	classification	NOUN
sc-2345	307	51	accuracy	accuracy	NOUN
sc-2345	307	52	than	than	ADP
sc-2345	307	53	signature	signature	NOUN
sc-2345	307	54	-	-	PUNCT
sc-2345	307	55	based	base	VERB
sc-2345	307	56	approach	approach	NOUN
sc-2345	307	57	.	.	PUNCT
sc-2345	308	1	it	it	PRON
sc-2345	308	2	is	be	AUX
sc-2345	308	3	significant	significant	ADJ
sc-2345	308	4	to	to	PART
sc-2345	308	5	observe	observe	VERB
sc-2345	308	6	that	that	SCONJ
sc-2345	308	7	the	the	DET
sc-2345	308	8	difference	difference	NOUN
sc-2345	308	9	of	of	ADP
sc-2345	308	10	accuracies	accuracy	NOUN
sc-2345	308	11	between	between	ADP
sc-2345	308	12	the	the	DET
sc-2345	308	13	two	two	NUM
sc-2345	308	14	experiments	experiment	NOUN
sc-2345	308	15	(	(	PUNCT
sc-2345	308	16	i.e.	i.e.	X
sc-2345	308	17	,	,	PUNCT
sc-2345	308	18	with	with	ADP
sc-2345	308	19	60:40	60:40	NUM
sc-2345	308	20	and	and	CCONJ
sc-2345	308	21	40:60	40:60	NUM
sc-2345	308	22	ratios	ratio	NOUN
sc-2345	308	23	of	of	ADP
sc-2345	308	24	malware	malware	NOUN
sc-2345	308	25	and	and	CCONJ
sc-2345	308	26	non	non	ADJ
sc-2345	308	27	-	-	NOUN
sc-2345	308	28	malware	malware	NOUN
sc-2345	308	29	)	)	PUNCT
sc-2345	308	30	the	the	DET
sc-2345	308	31	accuracy	accuracy	NOUN
sc-2345	308	32	is	be	AUX
sc-2345	308	33	reduced	reduce	VERB
sc-2345	308	34	from	from	ADP
sc-2345	308	35	19.5	19.5	NUM
sc-2345	308	36	%	%	NOUN
sc-2345	308	37	to	to	PART
sc-2345	308	38	12.7	12.7	NUM
sc-2345	308	39	%	%	NOUN
sc-2345	308	40	,	,	PUNCT
sc-2345	308	41	a	a	DET
sc-2345	308	42	reduction	reduction	NOUN
sc-2345	308	43	of	of	ADP
sc-2345	308	44	6.8	6.8	NUM
sc-2345	308	45	%	%	NOUN
sc-2345	308	46	.	.	PUNCT
sc-2345	309	1	the	the	DET
sc-2345	309	2	reason	reason	NOUN
sc-2345	309	3	for	for	ADP
sc-2345	309	4	this	this	DET
sc-2345	309	5	reduction	reduction	NOUN
sc-2345	309	6	can	can	AUX
sc-2345	309	7	possibly	possibly	ADV
sc-2345	309	8	be	be	AUX
sc-2345	309	9	attributed	attribute	VERB
sc-2345	309	10	to	to	ADP
sc-2345	309	11	the	the	DET
sc-2345	309	12	differences	difference	NOUN
sc-2345	309	13	in	in	ADP
sc-2345	309	14	the	the	DET
sc-2345	309	15	ratios	ratio	NOUN
sc-2345	309	16	between	between	ADP
sc-2345	309	17	malicious	malicious	ADJ
sc-2345	309	18	and	and	CCONJ
sc-2345	309	19	nonmalicious	nonmalicious	ADJ
sc-2345	309	20	inputs	input	NOUN
sc-2345	309	21	.	.	PUNCT
sc-2345	310	1	5	5	X
sc-2345	310	2	.	.	PUNCT
sc-2345	310	3	known	know	VERB
sc-2345	310	4	limitations	limitation	NOUN
sc-2345	310	5	and	and	CCONJ
sc-2345	310	6	impact	impact	VERB
sc-2345	310	7	the	the	DET
sc-2345	310	8	implementation	implementation	NOUN
sc-2345	310	9	of	of	ADP
sc-2345	310	10	icds	icd	NOUN
sc-2345	310	11	have	have	VERB
sc-2345	310	12	some	some	DET
sc-2345	310	13	know	know	NOUN
sc-2345	310	14	shortcomings	shortcoming	NOUN
sc-2345	310	15	related	relate	VERB
sc-2345	310	16	to	to	ADP
sc-2345	310	17	software	software	NOUN
sc-2345	310	18	and	and	CCONJ
sc-2345	310	19	hardware	hardware	NOUN
sc-2345	310	20	capability	capability	NOUN
sc-2345	310	21	.	.	PUNCT
sc-2345	311	1	the	the	DET
sc-2345	311	2	experimental	experimental	ADJ
sc-2345	311	3	evaluation	evaluation	NOUN
sc-2345	311	4	clearly	clearly	ADV
sc-2345	311	5	indicates	indicate	VERB
sc-2345	311	6	the	the	DET
sc-2345	311	7	capability	capability	NOUN
sc-2345	311	8	of	of	ADP
sc-2345	311	9	using	use	VERB
sc-2345	311	10	raspberry	raspberry	NOUN
sc-2345	311	11	pi	pi	NOUN
sc-2345	311	12	as	as	ADP
sc-2345	311	13	ids	id	NOUN
sc-2345	311	14	.	.	PUNCT
sc-2345	312	1	the	the	DET
sc-2345	312	2	assertion	assertion	NOUN
sc-2345	312	3	of	of	ADP
sc-2345	312	4	the	the	DET
sc-2345	312	5	research	research	NOUN
sc-2345	312	6	on	on	ADP
sc-2345	312	7	producing	produce	VERB
sc-2345	312	8	low	low	ADJ
sc-2345	312	9	cost	cost	NOUN
sc-2345	312	10	icds	icd	NOUN
sc-2345	312	11	is	be	AUX
sc-2345	312	12	successful	successful	ADJ
sc-2345	312	13	considering	consider	VERB
sc-2345	312	14	the	the	DET
sc-2345	312	15	hardware	hardware	NOUN
sc-2345	312	16	costs	cost	NOUN
sc-2345	312	17	.	.	PUNCT
sc-2345	313	1	raspberry	raspberry	NOUN
sc-2345	313	2	pi	pi	NOUN
sc-2345	313	3	or	or	CCONJ
sc-2345	313	4	similar	similar	ADJ
sc-2345	313	5	devices	device	NOUN
sc-2345	313	6	have	have	VERB
sc-2345	313	7	issues	issue	NOUN
sc-2345	313	8	with	with	ADP
sc-2345	313	9	heat	heat	NOUN
sc-2345	313	10	particularly	particularly	ADV
sc-2345	313	11	when	when	SCONJ
sc-2345	313	12	expected	expect	VERB
sc-2345	313	13	to	to	PART
sc-2345	313	14	run	run	VERB
sc-2345	313	15	for	for	ADP
sc-2345	313	16	long	long	ADJ
sc-2345	313	17	hours	hour	NOUN
sc-2345	313	18	.	.	PUNCT
sc-2345	314	1	any	any	DET
sc-2345	314	2	ids	ids	NOUN
sc-2345	314	3	is	be	AUX
sc-2345	314	4	expected	expect	VERB
sc-2345	314	5	to	to	PART
sc-2345	314	6	be	be	AUX
sc-2345	314	7	online	online	ADV
sc-2345	314	8	continuously	continuously	ADV
sc-2345	314	9	which	which	PRON
sc-2345	314	10	would	would	AUX
sc-2345	314	11	incur	incur	VERB
sc-2345	314	12	a	a	DET
sc-2345	314	13	lot	lot	NOUN
sc-2345	314	14	of	of	ADP
sc-2345	314	15	heating	heating	NOUN
sc-2345	314	16	for	for	ADP
sc-2345	314	17	the	the	DET
sc-2345	314	18	devices	device	NOUN
sc-2345	314	19	.	.	PUNCT
sc-2345	315	1	the	the	DET
sc-2345	315	2	research	research	NOUN
sc-2345	315	3	tried	try	VERB
sc-2345	315	4	to	to	PART
sc-2345	315	5	look	look	VERB
sc-2345	315	6	into	into	ADP
sc-2345	315	7	this	this	DET
sc-2345	315	8	aspect	aspect	NOUN
sc-2345	315	9	and	and	CCONJ
sc-2345	315	10	found	find	VERB
sc-2345	315	11	that	that	SCONJ
sc-2345	315	12	an	an	DET
sc-2345	315	13	external	external	ADJ
sc-2345	315	14	attachment	attachment	NOUN
sc-2345	315	15	is	be	AUX
sc-2345	315	16	required	require	VERB
sc-2345	315	17	to	to	PART
sc-2345	315	18	keep	keep	VERB
sc-2345	315	19	the	the	DET
sc-2345	315	20	heat	heat	NOUN
sc-2345	315	21	levels	level	NOUN
sc-2345	315	22	low	low	ADJ
sc-2345	315	23	.	.	PUNCT
sc-2345	316	1	however	however	ADV
sc-2345	316	2	,	,	PUNCT
sc-2345	316	3	due	due	ADP
sc-2345	316	4	to	to	ADP
sc-2345	316	5	time	time	NOUN
sc-2345	316	6	constraint	constraint	NOUN
sc-2345	316	7	,	,	PUNCT
sc-2345	316	8	the	the	DET
sc-2345	316	9	research	research	NOUN
sc-2345	316	10	could	could	AUX
sc-2345	316	11	not	not	PART
sc-2345	316	12	perform	perform	VERB
sc-2345	316	13	a	a	DET
sc-2345	316	14	continues	continue	NOUN
sc-2345	316	15	test	test	NOUN
sc-2345	316	16	for	for	ADP
sc-2345	316	17	weeks	week	NOUN
sc-2345	316	18	/	/	SYM
sc-2345	316	19	days	day	NOUN
sc-2345	316	20	together	together	ADV
sc-2345	316	21	.	.	PUNCT
sc-2345	317	1	in	in	ADP
sc-2345	317	2	case	case	NOUN
sc-2345	317	3	of	of	ADP
sc-2345	317	4	accidental	accidental	ADJ
sc-2345	317	5	damage	damage	NOUN
sc-2345	317	6	,	,	PUNCT
sc-2345	317	7	majority	majority	NOUN
sc-2345	317	8	of	of	ADP
sc-2345	317	9	the	the	DET
sc-2345	317	10	parts	part	NOUN
sc-2345	317	11	can	can	AUX
sc-2345	317	12	be	be	AUX
sc-2345	317	13	replaced	replace	VERB
sc-2345	317	14	as	as	SCONJ
sc-2345	317	15	the	the	DET
sc-2345	317	16	modules	module	NOUN
sc-2345	317	17	of	of	ADP
sc-2345	317	18	raspberry	raspberry	NOUN
sc-2345	317	19	pi	pi	NOUN
sc-2345	317	20	are	be	AUX
sc-2345	317	21	easily	easily	ADV
sc-2345	317	22	available	available	ADJ
sc-2345	317	23	.	.	PUNCT
sc-2345	318	1	also	also	ADV
sc-2345	318	2	,	,	PUNCT
sc-2345	318	3	the	the	DET
sc-2345	318	4	crucial	crucial	ADJ
sc-2345	318	5	modules	module	NOUN
sc-2345	318	6	like	like	ADP
sc-2345	318	7	wifi	wifi	NOUN
sc-2345	318	8	and	and	CCONJ
sc-2345	318	9	networking	network	VERB
sc-2345	318	10	modules	module	NOUN
sc-2345	318	11	can	can	AUX
sc-2345	318	12	be	be	AUX
sc-2345	318	13	replaced	replace	VERB
sc-2345	318	14	by	by	ADP
sc-2345	318	15	external	external	ADJ
sc-2345	318	16	12	12	NUM
sc-2345	318	17	sreenivas	sreenivas	PROPN
sc-2345	318	18	sremath	sremath	PROPN
sc-2345	318	19	tirumala	tirumala	PROPN
sc-2345	318	20	,	,	PUNCT
sc-2345	318	21	narayan	narayan	PROPN
sc-2345	318	22	nepal	nepal	PROPN
sc-2345	318	23	and	and	CCONJ
sc-2345	318	24	sayan	sayan	PROPN
sc-2345	318	25	kumar	kumar	PROPN
sc-2345	318	26	ray	ray	PROPN
sc-2345	318	27	eai	eai	PROPN
sc-2345	318	28	endorsed	endorse	VERB
sc-2345	318	29	transactions	transaction	NOUN
sc-2345	318	30	on	on	ADP
sc-2345	318	31	smart	smart	ADJ
sc-2345	318	32	cities	city	NOUN
sc-2345	318	33	03	03	NUM
sc-2345	318	34	2022	2022	NUM
sc-2345	318	35	09	09	NUM
sc-2345	318	36	2022	2022	NUM
sc-2345	318	37	|	|	ADV
sc-2345	318	38	volume	volume	NOUN
sc-2345	318	39	6	6	NUM
sc-2345	318	40	|	|	NOUN
sc-2345	318	41	issue	issue	NOUN
sc-2345	318	42	18	18	NUM
sc-2345	318	43	|	|	NOUN
sc-2345	318	44	e4	e4	NOUN
sc-2345	318	45	modules	module	NOUN
sc-2345	318	46	if	if	SCONJ
sc-2345	318	47	required	require	VERB
sc-2345	318	48	.	.	PUNCT
sc-2345	319	1	moreover	moreover	ADV
sc-2345	319	2	,	,	PUNCT
sc-2345	319	3	a	a	DET
sc-2345	319	4	parallel	parallel	ADJ
sc-2345	319	5	backup	backup	ADJ
sc-2345	319	6	device	device	NOUN
sc-2345	319	7	could	could	AUX
sc-2345	319	8	be	be	AUX
sc-2345	319	9	attached	attach	VERB
sc-2345	319	10	to	to	ADP
sc-2345	319	11	the	the	DET
sc-2345	319	12	network	network	NOUN
sc-2345	319	13	as	as	ADP
sc-2345	319	14	a	a	DET
sc-2345	319	15	recovery	recovery	NOUN
sc-2345	319	16	module	module	NOUN
sc-2345	319	17	for	for	ADP
sc-2345	319	18	fail	fail	NOUN
sc-2345	319	19	-	-	PUNCT
sc-2345	319	20	over	over	NOUN
sc-2345	319	21	.	.	PUNCT
sc-2345	320	1	in	in	ADP
sc-2345	320	2	proposed	propose	VERB
sc-2345	320	3	approach	approach	NOUN
sc-2345	320	4	,	,	PUNCT
sc-2345	320	5	the	the	DET
sc-2345	320	6	dna	dna	PROPN
sc-2345	320	7	based	base	VERB
sc-2345	320	8	malware	malware	NOUN
sc-2345	320	9	detection	detection	NOUN
sc-2345	320	10	requires	require	VERB
sc-2345	320	11	a	a	DET
sc-2345	320	12	cloud	cloud	NOUN
sc-2345	320	13	based	base	VERB
sc-2345	320	14	environment	environment	NOUN
sc-2345	320	15	for	for	ADP
sc-2345	320	16	feature	feature	NOUN
sc-2345	320	17	extraction	extraction	NOUN
sc-2345	320	18	and	and	CCONJ
sc-2345	320	19	comparison	comparison	NOUN
sc-2345	320	20	.	.	PUNCT
sc-2345	321	1	the	the	DET
sc-2345	321	2	experiments	experiment	NOUN
sc-2345	321	3	in	in	ADP
sc-2345	321	4	this	this	DET
sc-2345	321	5	publications	publication	NOUN
sc-2345	321	6	are	be	AUX
sc-2345	321	7	conducted	conduct	VERB
sc-2345	321	8	in	in	ADP
sc-2345	321	9	an	an	DET
sc-2345	321	10	ideal	ideal	ADJ
sc-2345	321	11	environment	environment	NOUN
sc-2345	321	12	without	without	ADP
sc-2345	321	13	time	time	NOUN
sc-2345	321	14	limits	limit	NOUN
sc-2345	321	15	on	on	ADP
sc-2345	321	16	upload	upload	VERB
sc-2345	321	17	the	the	DET
sc-2345	321	18	traffic	traffic	NOUN
sc-2345	321	19	in	in	ADP
sc-2345	321	20	realtime	realtime	NOUN
sc-2345	321	21	.	.	PUNCT
sc-2345	322	1	though	though	SCONJ
sc-2345	322	2	the	the	DET
sc-2345	322	3	upload	upload	NOUN
sc-2345	322	4	and	and	CCONJ
sc-2345	322	5	download	download	VERB
sc-2345	322	6	throughput	throughput	NOUN
sc-2345	322	7	are	be	AUX
sc-2345	322	8	tested	test	VERB
sc-2345	322	9	for	for	ADP
sc-2345	322	10	raspberry	raspberry	NOUN
sc-2345	322	11	pi	pi	NOUN
sc-2345	322	12	,	,	PUNCT
sc-2345	322	13	the	the	DET
sc-2345	322	14	impact	impact	NOUN
sc-2345	322	15	on	on	ADP
sc-2345	322	16	upload	upload	NOUN
sc-2345	322	17	for	for	ADP
sc-2345	322	18	feature	feature	NOUN
sc-2345	322	19	extraction	extraction	NOUN
sc-2345	322	20	may	may	AUX
sc-2345	322	21	impact	impact	VERB
sc-2345	322	22	the	the	DET
sc-2345	322	23	performance	performance	NOUN
sc-2345	322	24	.	.	PUNCT
sc-2345	323	1	5.1	5.1	NUM
sc-2345	323	2	.	.	PUNCT
sc-2345	323	3	impact	impact	NOUN
sc-2345	323	4	of	of	ADP
sc-2345	323	5	the	the	DET
sc-2345	323	6	research	research	NOUN
sc-2345	323	7	ongoing	ongoing	ADJ
sc-2345	323	8	research	research	NOUN
sc-2345	323	9	on	on	ADP
sc-2345	323	10	using	use	VERB
sc-2345	323	11	low	low	ADJ
sc-2345	323	12	hardware	hardware	NOUN
sc-2345	323	13	and	and	CCONJ
sc-2345	323	14	low	low	ADJ
sc-2345	323	15	cost	cost	NOUN
sc-2345	323	16	ids	id	NOUN
sc-2345	323	17	devices	device	NOUN
sc-2345	323	18	has	have	AUX
sc-2345	323	19	inspired	inspire	VERB
sc-2345	323	20	to	to	PART
sc-2345	323	21	undertake	undertake	VERB
sc-2345	323	22	this	this	DET
sc-2345	323	23	research	research	NOUN
sc-2345	323	24	.	.	PUNCT
sc-2345	324	1	as	as	SCONJ
sc-2345	324	2	mentioned	mention	VERB
sc-2345	324	3	previously	previously	ADV
sc-2345	324	4	,	,	PUNCT
sc-2345	324	5	there	there	PRON
sc-2345	324	6	was	be	VERB
sc-2345	324	7	no	no	DET
sc-2345	324	8	formal	formal	ADJ
sc-2345	324	9	research	research	NOUN
sc-2345	324	10	on	on	ADP
sc-2345	324	11	using	use	VERB
sc-2345	324	12	raspberry	raspberry	NOUN
sc-2345	324	13	pi	pi	NOUN
sc-2345	324	14	or	or	CCONJ
sc-2345	324	15	similar	similar	ADJ
sc-2345	324	16	type	type	NOUN
sc-2345	324	17	of	of	ADP
sc-2345	324	18	devices	device	NOUN
sc-2345	324	19	for	for	ADP
sc-2345	324	20	ids	id	NOUN
sc-2345	324	21	.	.	PUNCT
sc-2345	325	1	this	this	DET
sc-2345	325	2	results	result	NOUN
sc-2345	325	3	of	of	ADP
sc-2345	325	4	the	the	DET
sc-2345	325	5	research	research	NOUN
sc-2345	325	6	provides	provide	VERB
sc-2345	325	7	a	a	DET
sc-2345	325	8	potential	potential	ADJ
sc-2345	325	9	encouragement	encouragement	NOUN
sc-2345	325	10	for	for	SCONJ
sc-2345	325	11	other	other	ADJ
sc-2345	325	12	researchers	researcher	NOUN
sc-2345	325	13	to	to	PART
sc-2345	325	14	perform	perform	VERB
sc-2345	325	15	similar	similar	ADJ
sc-2345	325	16	type	type	NOUN
sc-2345	325	17	of	of	ADP
sc-2345	325	18	research	research	NOUN
sc-2345	325	19	and	and	CCONJ
sc-2345	325	20	provide	provide	VERB
sc-2345	325	21	a	a	DET
sc-2345	325	22	low	low	ADJ
sc-2345	325	23	cost	cost	NOUN
sc-2345	325	24	solution	solution	NOUN
sc-2345	325	25	for	for	ADP
sc-2345	325	26	cyber	cyber	ADJ
sc-2345	325	27	security	security	NOUN
sc-2345	325	28	.	.	PUNCT
sc-2345	326	1	the	the	DET
sc-2345	326	2	research	research	NOUN
sc-2345	326	3	,	,	PUNCT
sc-2345	326	4	for	for	ADP
sc-2345	326	5	the	the	DET
sc-2345	326	6	first	first	ADJ
sc-2345	326	7	time	time	NOUN
sc-2345	326	8	provides	provide	VERB
sc-2345	326	9	various	various	ADJ
sc-2345	326	10	parameters	parameter	NOUN
sc-2345	326	11	and	and	CCONJ
sc-2345	326	12	modules	module	NOUN
sc-2345	326	13	that	that	PRON
sc-2345	326	14	needs	need	VERB
sc-2345	326	15	to	to	PART
sc-2345	326	16	be	be	AUX
sc-2345	326	17	tested	test	VERB
sc-2345	326	18	for	for	ADP
sc-2345	326	19	intelligent	intelligent	ADJ
sc-2345	326	20	ids	id	NOUN
sc-2345	326	21	which	which	PRON
sc-2345	326	22	will	will	AUX
sc-2345	326	23	inspire	inspire	VERB
sc-2345	326	24	the	the	DET
sc-2345	326	25	research	research	NOUN
sc-2345	326	26	community	community	NOUN
sc-2345	326	27	to	to	PART
sc-2345	326	28	consider	consider	VERB
sc-2345	326	29	ml	ml	NOUN
sc-2345	326	30	for	for	ADP
sc-2345	326	31	low	low	ADJ
sc-2345	326	32	cost	cost	NOUN
sc-2345	326	33	ids	id	NOUN
sc-2345	326	34	devices	device	NOUN
sc-2345	326	35	.	.	PUNCT
sc-2345	327	1	on	on	ADP
sc-2345	327	2	the	the	DET
sc-2345	327	3	other	other	ADJ
sc-2345	327	4	hand	hand	NOUN
sc-2345	327	5	,	,	PUNCT
sc-2345	327	6	there	there	PRON
sc-2345	327	7	is	be	VERB
sc-2345	327	8	a	a	DET
sc-2345	327	9	high	high	ADJ
sc-2345	327	10	chance	chance	NOUN
sc-2345	327	11	of	of	ADP
sc-2345	327	12	mimicking	mimic	VERB
sc-2345	327	13	this	this	DET
sc-2345	327	14	experiments	experiment	NOUN
sc-2345	327	15	with	with	ADP
sc-2345	327	16	some	some	DET
sc-2345	327	17	incompatible	incompatible	ADJ
sc-2345	327	18	devices	device	NOUN
sc-2345	327	19	and	and	CCONJ
sc-2345	327	20	produce	produce	VERB
sc-2345	327	21	an	an	DET
sc-2345	327	22	inefficient	inefficient	ADJ
sc-2345	327	23	device	device	NOUN
sc-2345	327	24	.	.	PUNCT
sc-2345	328	1	also	also	ADV
sc-2345	328	2	,	,	PUNCT
sc-2345	328	3	not	not	PART
sc-2345	328	4	every	every	DET
sc-2345	328	5	ml	ml	NOUN
sc-2345	328	6	approach	approach	NOUN
sc-2345	328	7	is	be	AUX
sc-2345	328	8	efficient	efficient	ADJ
sc-2345	328	9	and	and	CCONJ
sc-2345	328	10	the	the	DET
sc-2345	328	11	results	result	NOUN
sc-2345	328	12	can	can	AUX
sc-2345	328	13	be	be	AUX
sc-2345	328	14	reproduced	reproduce	VERB
sc-2345	328	15	.	.	PUNCT
sc-2345	329	1	hence	hence	ADV
sc-2345	329	2	,	,	PUNCT
sc-2345	329	3	the	the	DET
sc-2345	329	4	research	research	NOUN
sc-2345	329	5	might	might	AUX
sc-2345	329	6	create	create	VERB
sc-2345	329	7	potentially	potentially	ADV
sc-2345	329	8	a	a	DET
sc-2345	329	9	negative	negative	ADJ
sc-2345	329	10	impact	impact	NOUN
sc-2345	329	11	on	on	ADP
sc-2345	329	12	efficiency	efficiency	NOUN
sc-2345	329	13	of	of	ADP
sc-2345	329	14	the	the	DET
sc-2345	329	15	proposed	propose	VERB
sc-2345	329	16	research	research	NOUN
sc-2345	329	17	.	.	PUNCT
sc-2345	330	1	since	since	SCONJ
sc-2345	330	2	this	this	DET
sc-2345	330	3	research	research	NOUN
sc-2345	330	4	encourages	encourage	VERB
sc-2345	330	5	low	low	ADJ
sc-2345	330	6	-	-	PUNCT
sc-2345	330	7	cost	cost	NOUN
sc-2345	330	8	and	and	CCONJ
sc-2345	330	9	computation	computation	NOUN
sc-2345	330	10	savvy	savvy	ADJ
sc-2345	330	11	devices	device	NOUN
sc-2345	330	12	,	,	PUNCT
sc-2345	330	13	the	the	DET
sc-2345	330	14	research	research	NOUN
sc-2345	330	15	community	community	NOUN
sc-2345	330	16	working	work	VERB
sc-2345	330	17	on	on	ADP
sc-2345	330	18	ids	id	NOUN
sc-2345	330	19	might	might	AUX
sc-2345	330	20	get	get	AUX
sc-2345	330	21	influenced	influence	VERB
sc-2345	330	22	to	to	PART
sc-2345	330	23	look	look	VERB
sc-2345	330	24	into	into	ADP
sc-2345	330	25	such	such	ADJ
sc-2345	330	26	devices	device	NOUN
sc-2345	330	27	for	for	ADP
sc-2345	330	28	critical	critical	ADJ
sc-2345	330	29	systems	system	NOUN
sc-2345	330	30	like	like	ADP
sc-2345	330	31	healthcare	healthcare	NOUN
sc-2345	330	32	.	.	PUNCT
sc-2345	331	1	using	use	VERB
sc-2345	331	2	icds	icd	NOUN
sc-2345	331	3	for	for	ADP
sc-2345	331	4	critical	critical	ADJ
sc-2345	331	5	systems	system	NOUN
sc-2345	331	6	can	can	AUX
sc-2345	331	7	not	not	PART
sc-2345	331	8	be	be	AUX
sc-2345	331	9	evaluated	evaluate	VERB
sc-2345	331	10	at	at	ADP
sc-2345	331	11	this	this	DET
sc-2345	331	12	stage	stage	NOUN
sc-2345	331	13	due	due	ADP
sc-2345	331	14	to	to	ADP
sc-2345	331	15	limitations	limitation	NOUN
sc-2345	331	16	of	of	ADP
sc-2345	331	17	this	this	DET
sc-2345	331	18	research	research	NOUN
sc-2345	331	19	.	.	PUNCT
sc-2345	332	1	6	6	X
sc-2345	332	2	.	.	X
sc-2345	332	3	conclusion	conclusion	NOUN
sc-2345	332	4	and	and	CCONJ
sc-2345	332	5	future	future	ADJ
sc-2345	332	6	work	work	NOUN
sc-2345	332	7	primarily	primarily	ADV
sc-2345	332	8	,	,	PUNCT
sc-2345	332	9	the	the	DET
sc-2345	332	10	work	work	NOUN
sc-2345	332	11	presented	present	VERB
sc-2345	332	12	in	in	ADP
sc-2345	332	13	this	this	DET
sc-2345	332	14	paper	paper	NOUN
sc-2345	332	15	has	have	VERB
sc-2345	332	16	a	a	DET
sc-2345	332	17	two	two	NUM
sc-2345	332	18	-	-	PUNCT
sc-2345	332	19	fold	fold	ADJ
sc-2345	332	20	focus	focus	NOUN
sc-2345	332	21	:	:	PUNCT
sc-2345	332	22	(	(	PUNCT
sc-2345	332	23	a	a	X
sc-2345	332	24	)	)	PUNCT
sc-2345	332	25	to	to	PART
sc-2345	332	26	explore	explore	VERB
sc-2345	332	27	the	the	DET
sc-2345	332	28	feasibility	feasibility	NOUN
sc-2345	332	29	of	of	ADP
sc-2345	332	30	using	use	VERB
sc-2345	332	31	raspberry	raspberry	NOUN
sc-2345	332	32	pi	pi	NOUN
sc-2345	332	33	device	device	NOUN
sc-2345	332	34	to	to	PART
sc-2345	332	35	develop	develop	VERB
sc-2345	332	36	a	a	DET
sc-2345	332	37	low	low	ADJ
sc-2345	332	38	-	-	PUNCT
sc-2345	332	39	cost	cost	NOUN
sc-2345	332	40	intelligent	intelligent	ADJ
sc-2345	332	41	cyber	cyber	ADJ
sc-2345	332	42	-	-	PUNCT
sc-2345	332	43	defense	defense	NOUN
sc-2345	332	44	system	system	NOUN
sc-2345	332	45	or	or	CCONJ
sc-2345	332	46	icds	icd	NOUN
sc-2345	332	47	for	for	ADP
sc-2345	332	48	commercial	commercial	ADJ
sc-2345	332	49	sme	sme	PROPN
sc-2345	332	50	networks	network	NOUN
sc-2345	332	51	,	,	PUNCT
sc-2345	332	52	and	and	CCONJ
sc-2345	332	53	(	(	PUNCT
sc-2345	332	54	b	b	NOUN
sc-2345	332	55	)	)	PUNCT
sc-2345	332	56	to	to	PART
sc-2345	332	57	study	study	VERB
sc-2345	332	58	if	if	SCONJ
sc-2345	332	59	the	the	DET
sc-2345	332	60	hardware	hardware	NOUN
sc-2345	332	61	components	component	NOUN
sc-2345	332	62	present	present	ADJ
sc-2345	332	63	in	in	ADP
sc-2345	332	64	the	the	DET
sc-2345	332	65	latest	late	ADJ
sc-2345	332	66	raspberry	raspberry	NOUN
sc-2345	332	67	pi	pi	NOUN
sc-2345	332	68	devices	device	NOUN
sc-2345	332	69	are	be	AUX
sc-2345	332	70	capable	capable	ADJ
sc-2345	332	71	and	and	CCONJ
sc-2345	332	72	compatible	compatible	ADJ
sc-2345	332	73	enough	enough	ADV
sc-2345	332	74	to	to	PART
sc-2345	332	75	support	support	VERB
sc-2345	332	76	the	the	DET
sc-2345	332	77	use	use	NOUN
sc-2345	332	78	of	of	ADP
sc-2345	332	79	raspberry	raspberry	NOUN
sc-2345	332	80	pi	pi	NOUN
sc-2345	332	81	-	-	PUNCT
sc-2345	332	82	based	base	VERB
sc-2345	332	83	icds	icd	NOUN
sc-2345	332	84	for	for	ADP
sc-2345	332	85	smes	sme	NOUN
sc-2345	332	86	.	.	PUNCT
sc-2345	333	1	based	base	VERB
sc-2345	333	2	on	on	ADP
sc-2345	333	3	the	the	DET
sc-2345	333	4	detailed	detailed	ADJ
sc-2345	333	5	discussions	discussion	NOUN
sc-2345	333	6	presented	present	VERB
sc-2345	333	7	in	in	ADP
sc-2345	333	8	the	the	DET
sc-2345	333	9	paper	paper	NOUN
sc-2345	333	10	,	,	PUNCT
sc-2345	333	11	it	it	PRON
sc-2345	333	12	can	can	AUX
sc-2345	333	13	be	be	AUX
sc-2345	333	14	concluded	conclude	VERB
sc-2345	333	15	that	that	SCONJ
sc-2345	333	16	it	it	PRON
sc-2345	333	17	is	be	AUX
sc-2345	333	18	feasible	feasible	ADJ
sc-2345	333	19	to	to	PART
sc-2345	333	20	use	use	VERB
sc-2345	333	21	raspberry	raspberry	NOUN
sc-2345	333	22	pi	pi	NOUN
sc-2345	333	23	device	device	NOUN
sc-2345	333	24	to	to	PART
sc-2345	333	25	develop	develop	VERB
sc-2345	333	26	a	a	DET
sc-2345	333	27	low	low	ADJ
sc-2345	333	28	-	-	PUNCT
sc-2345	333	29	cost	cost	NOUN
sc-2345	333	30	icds	icd	NOUN
sc-2345	333	31	as	as	ADP
sc-2345	333	32	an	an	DET
sc-2345	333	33	alternative	alternative	NOUN
sc-2345	333	34	to	to	ADP
sc-2345	333	35	the	the	DET
sc-2345	333	36	traditional	traditional	ADJ
sc-2345	333	37	rule	rule	NOUN
sc-2345	333	38	-	-	PUNCT
sc-2345	333	39	based	base	VERB
sc-2345	333	40	idss	idss	NOUN
sc-2345	333	41	in	in	ADP
sc-2345	333	42	use	use	NOUN
sc-2345	333	43	.	.	PUNCT
sc-2345	334	1	moreover	moreover	ADV
sc-2345	334	2	,	,	PUNCT
sc-2345	334	3	from	from	ADP
sc-2345	334	4	the	the	DET
sc-2345	334	5	experimental	experimental	ADJ
sc-2345	334	6	results	result	NOUN
sc-2345	334	7	as	as	SCONJ
sc-2345	334	8	discussed	discuss	VERB
sc-2345	334	9	in	in	ADP
sc-2345	334	10	section	section	NOUN
sc-2345	334	11	iv	iv	NUM
sc-2345	334	12	,	,	PUNCT
sc-2345	334	13	it	it	PRON
sc-2345	334	14	is	be	AUX
sc-2345	334	15	evident	evident	ADJ
sc-2345	334	16	that	that	SCONJ
sc-2345	334	17	the	the	DET
sc-2345	334	18	different	different	ADJ
sc-2345	334	19	interfaces	interface	NOUN
sc-2345	334	20	on	on	ADP
sc-2345	334	21	the	the	DET
sc-2345	334	22	raspberry	raspberry	NOUN
sc-2345	334	23	pi	pi	NOUN
sc-2345	334	24	4.0	4.0	NUM
sc-2345	334	25	device	device	NOUN
sc-2345	334	26	,	,	PUNCT
sc-2345	334	27	e.g.	e.g.	ADV
sc-2345	334	28	,	,	PUNCT
sc-2345	334	29	built	build	VERB
sc-2345	334	30	-	-	PUNCT
sc-2345	334	31	in	in	ADP
sc-2345	334	32	ethernet	ethernet	NOUN
sc-2345	334	33	(	(	PUNCT
sc-2345	334	34	wired	wire	VERB
sc-2345	334	35	)	)	PUNCT
sc-2345	334	36	connection	connection	NOUN
sc-2345	334	37	,	,	PUNCT
sc-2345	334	38	wifi	wifi	NOUN
sc-2345	334	39	and	and	CCONJ
sc-2345	334	40	the	the	DET
sc-2345	334	41	external	external	ADJ
sc-2345	334	42	usb	usb	PROPN
sc-2345	334	43	adapter	adapter	NOUN
sc-2345	334	44	,	,	PUNCT
sc-2345	334	45	studied	study	VERB
sc-2345	334	46	in	in	ADP
sc-2345	334	47	this	this	DET
sc-2345	334	48	research	research	NOUN
sc-2345	334	49	are	be	AUX
sc-2345	334	50	capable	capable	ADJ
sc-2345	334	51	of	of	ADP
sc-2345	334	52	handling	handle	VERB
sc-2345	334	53	high	high	ADJ
sc-2345	334	54	volumes	volume	NOUN
sc-2345	334	55	of	of	ADP
sc-2345	334	56	traffic	traffic	NOUN
sc-2345	334	57	entering	enter	VERB
sc-2345	334	58	the	the	DET
sc-2345	334	59	raspberry	raspberry	NOUN
sc-2345	334	60	pi	pi	NOUN
sc-2345	334	61	device	device	NOUN
sc-2345	334	62	from	from	ADP
sc-2345	334	63	outside	outside	ADJ
sc-2345	334	64	networks	network	NOUN
sc-2345	334	65	.	.	PUNCT
sc-2345	335	1	the	the	DET
sc-2345	335	2	evaluations	evaluation	NOUN
sc-2345	335	3	also	also	ADV
sc-2345	335	4	showed	show	VERB
sc-2345	335	5	that	that	SCONJ
sc-2345	335	6	in	in	ADP
sc-2345	335	7	terms	term	NOUN
sc-2345	335	8	of	of	ADP
sc-2345	335	9	network	network	NOUN
sc-2345	335	10	performance	performance	NOUN
sc-2345	335	11	comparison	comparison	NOUN
sc-2345	335	12	carried	carry	VERB
sc-2345	335	13	out	out	ADP
sc-2345	335	14	based	base	VERB
sc-2345	335	15	on	on	ADP
sc-2345	335	16	parameters	parameter	NOUN
sc-2345	335	17	,	,	PUNCT
sc-2345	335	18	like	like	ADP
sc-2345	335	19	,	,	PUNCT
sc-2345	335	20	latency	latency	NOUN
sc-2345	335	21	,	,	PUNCT
sc-2345	335	22	downward	downward	ADJ
sc-2345	335	23	traffic	traffic	NOUN
sc-2345	335	24	throughout	throughout	ADP
sc-2345	335	25	and	and	CCONJ
sc-2345	335	26	upward	upward	ADJ
sc-2345	335	27	traffic	traffic	NOUN
sc-2345	335	28	throughput	throughput	NOUN
sc-2345	335	29	,	,	PUNCT
sc-2345	335	30	the	the	DET
sc-2345	335	31	built	build	VERB
sc-2345	335	32	-	-	PUNCT
sc-2345	335	33	in	in	ADP
sc-2345	335	34	ethernet	ethernet	NOUN
sc-2345	335	35	network	network	NOUN
sc-2345	335	36	interface	interface	NOUN
sc-2345	335	37	has	have	AUX
sc-2345	335	38	outperformed	outperform	VERB
sc-2345	335	39	the	the	DET
sc-2345	335	40	other	other	ADJ
sc-2345	335	41	two	two	NUM
sc-2345	335	42	interfaces	interface	NOUN
sc-2345	335	43	and	and	CCONJ
sc-2345	335	44	thus	thus	ADV
sc-2345	335	45	can	can	AUX
sc-2345	335	46	be	be	AUX
sc-2345	335	47	an	an	DET
sc-2345	335	48	ideal	ideal	ADJ
sc-2345	335	49	choice	choice	NOUN
sc-2345	335	50	to	to	PART
sc-2345	335	51	use	use	VERB
sc-2345	335	52	for	for	ADP
sc-2345	335	53	handling	handle	VERB
sc-2345	335	54	external	external	ADJ
sc-2345	335	55	traffic	traffic	NOUN
sc-2345	335	56	.	.	PUNCT
sc-2345	336	1	on	on	ADP
sc-2345	336	2	the	the	DET
sc-2345	336	3	other	other	ADJ
sc-2345	336	4	hand	hand	NOUN
sc-2345	336	5	,	,	PUNCT
sc-2345	336	6	from	from	ADP
sc-2345	336	7	the	the	DET
sc-2345	336	8	experiment	experiment	NOUN
sc-2345	336	9	results	result	NOUN
sc-2345	336	10	of	of	ADP
sc-2345	336	11	dna	dna	PROPN
sc-2345	336	12	based	base	VERB
sc-2345	336	13	approach	approach	NOUN
sc-2345	336	14	,	,	PUNCT
sc-2345	336	15	it	it	PRON
sc-2345	336	16	can	can	AUX
sc-2345	336	17	be	be	AUX
sc-2345	336	18	concluded	conclude	VERB
sc-2345	336	19	that	that	SCONJ
sc-2345	336	20	the	the	DET
sc-2345	336	21	dae	dae	NOUN
sc-2345	336	22	trained	train	VERB
sc-2345	336	23	with	with	ADP
sc-2345	336	24	the	the	DET
sc-2345	336	25	proposed	propose	VERB
sc-2345	336	26	dna	dna	NOUN
sc-2345	336	27	-	-	PUNCT
sc-2345	336	28	based	base	VERB
sc-2345	336	29	malware	malware	NOUN
sc-2345	336	30	signatures	signature	NOUN
sc-2345	336	31	was	be	AUX
sc-2345	336	32	able	able	ADJ
sc-2345	336	33	to	to	PART
sc-2345	336	34	achieve	achieve	VERB
sc-2345	336	35	better	well	ADJ
sc-2345	336	36	results	result	NOUN
sc-2345	336	37	compared	compare	VERB
sc-2345	336	38	to	to	ADP
sc-2345	336	39	the	the	DET
sc-2345	336	40	dae	dae	NOUN
sc-2345	336	41	trained	train	VERB
sc-2345	336	42	with	with	ADP
sc-2345	336	43	traditional	traditional	ADJ
sc-2345	336	44	signature	signature	NOUN
sc-2345	336	45	based	base	VERB
sc-2345	336	46	data	datum	NOUN
sc-2345	336	47	set	set	VERB
sc-2345	336	48	.	.	PUNCT
sc-2345	337	1	for	for	ADP
sc-2345	337	2	data	datum	NOUN
sc-2345	337	3	set	set	VERB
sc-2345	337	4	with	with	ADP
sc-2345	337	5	the	the	DET
sc-2345	337	6	malicious	malicious	ADJ
sc-2345	337	7	and	and	CCONJ
sc-2345	337	8	nonmalicious	nonmalicious	ADJ
sc-2345	337	9	ratio	ratio	NOUN
sc-2345	337	10	of	of	ADP
sc-2345	337	11	60:40	60:40	NUM
sc-2345	337	12	,	,	PUNCT
sc-2345	337	13	the	the	DET
sc-2345	337	14	proposed	propose	VERB
sc-2345	337	15	dna	dna	NOUN
sc-2345	337	16	-	-	PUNCT
sc-2345	337	17	based	base	VERB
sc-2345	337	18	approach	approach	NOUN
sc-2345	337	19	provides	provide	VERB
sc-2345	337	20	a	a	DET
sc-2345	337	21	classification	classification	NOUN
sc-2345	337	22	accuracy	accuracy	NOUN
sc-2345	337	23	of	of	ADP
sc-2345	337	24	92.1	92.1	NUM
sc-2345	337	25	%	%	NOUN
sc-2345	337	26	,	,	PUNCT
sc-2345	337	27	which	which	PRON
sc-2345	337	28	is	be	AUX
sc-2345	337	29	19.5	19.5	NUM
sc-2345	337	30	%	%	NOUN
sc-2345	337	31	better	well	ADJ
sc-2345	337	32	than	than	ADP
sc-2345	337	33	the	the	DET
sc-2345	337	34	traditional	traditional	ADJ
sc-2345	337	35	signaturebased	signaturebase	VERB
sc-2345	337	36	approach	approach	NOUN
sc-2345	337	37	in	in	ADP
sc-2345	337	38	identifying	identify	VERB
sc-2345	337	39	malware	malware	NOUN
sc-2345	337	40	variants	variant	NOUN
sc-2345	337	41	despite	despite	SCONJ
sc-2345	337	42	of	of	ADP
sc-2345	337	43	lower	low	ADJ
sc-2345	337	44	training	training	NOUN
sc-2345	337	45	accuracy	accuracy	NOUN
sc-2345	337	46	.	.	PUNCT
sc-2345	338	1	similarly	similarly	ADV
sc-2345	338	2	,	,	PUNCT
sc-2345	338	3	for	for	ADP
sc-2345	338	4	the	the	DET
sc-2345	338	5	40:60	40:60	NUM
sc-2345	338	6	ratio	ratio	NOUN
sc-2345	338	7	of	of	ADP
sc-2345	338	8	malicious	malicious	ADJ
sc-2345	338	9	and	and	CCONJ
sc-2345	338	10	non	non	ADJ
sc-2345	338	11	-	-	ADJ
sc-2345	338	12	malicious	malicious	ADJ
sc-2345	338	13	data	datum	NOUN
sc-2345	338	14	set	set	NOUN
sc-2345	338	15	,	,	PUNCT
sc-2345	338	16	the	the	DET
sc-2345	338	17	proposed	propose	VERB
sc-2345	338	18	approach	approach	NOUN
sc-2345	338	19	performs	perform	VERB
sc-2345	338	20	12.7	12.7	NUM
sc-2345	338	21	%	%	NOUN
sc-2345	338	22	better	well	ADJ
sc-2345	338	23	than	than	ADP
sc-2345	338	24	the	the	DET
sc-2345	338	25	traditional	traditional	ADJ
sc-2345	338	26	approach	approach	NOUN
sc-2345	338	27	.	.	PUNCT
sc-2345	339	1	also	also	ADV
sc-2345	339	2	,	,	PUNCT
sc-2345	339	3	dae	dae	VERB
sc-2345	339	4	trained	train	VERB
sc-2345	339	5	with	with	ADP
sc-2345	339	6	the	the	DET
sc-2345	339	7	data	data	NOUN
sc-2345	339	8	set	set	VERB
sc-2345	339	9	generated	generate	VERB
sc-2345	339	10	using	use	VERB
sc-2345	339	11	proposed	propose	VERB
sc-2345	339	12	dna	dna	NOUN
sc-2345	339	13	-	-	PUNCT
sc-2345	339	14	based	base	VERB
sc-2345	339	15	approach	approach	NOUN
sc-2345	339	16	was	be	AUX
sc-2345	339	17	able	able	ADJ
sc-2345	339	18	to	to	PART
sc-2345	339	19	achieve	achieve	VERB
sc-2345	339	20	better	well	ADJ
sc-2345	339	21	accuracy	accuracy	NOUN
sc-2345	339	22	rates	rate	NOUN
sc-2345	339	23	for	for	ADP
sc-2345	339	24	partial	partial	ADJ
sc-2345	339	25	signatures	signature	NOUN
sc-2345	339	26	.	.	PUNCT
sc-2345	340	1	acknowledgement	acknowledgement	NOUN
sc-2345	340	2	this	this	DET
sc-2345	340	3	research	research	NOUN
sc-2345	340	4	was	be	AUX
sc-2345	340	5	funded	fund	VERB
sc-2345	340	6	by	by	ADP
sc-2345	340	7	manukau	manukau	PROPN
sc-2345	340	8	institute	institute	PROPN
sc-2345	340	9	of	of	ADP
sc-2345	340	10	technology	technology	PROPN
sc-2345	340	11	references	reference	NOUN
sc-2345	340	12	[	[	X
sc-2345	340	13	1	1	NUM
sc-2345	340	14	]	]	X
sc-2345	340	15	belanger	belanger	PROPN
sc-2345	340	16	,	,	PUNCT
sc-2345	340	17	f.	f.	PROPN
sc-2345	340	18	,	,	PUNCT
sc-2345	340	19	hiller	hiller	PROPN
sc-2345	340	20	,	,	PUNCT
sc-2345	340	21	j.s	j.s	PROPN
sc-2345	340	22	.	.	PROPN
sc-2345	340	23	and	and	CCONJ
sc-2345	340	24	smith	smith	PROPN
sc-2345	340	25	,	,	PUNCT
sc-2345	340	26	w.j	w.j	PROPN
sc-2345	340	27	.	.	PROPN
sc-2345	341	1	(	(	PUNCT
sc-2345	341	2	2002	2002	NUM
sc-2345	341	3	)	)	PUNCT
sc-2345	341	4	trustworthiness	trustworthiness	NOUN
sc-2345	341	5	in	in	ADP
sc-2345	341	6	electronic	electronic	ADJ
sc-2345	341	7	commerce	commerce	NOUN
sc-2345	341	8	:	:	PUNCT
sc-2345	341	9	the	the	DET
sc-2345	341	10	role	role	NOUN
sc-2345	341	11	of	of	ADP
sc-2345	341	12	privacy	privacy	NOUN
sc-2345	341	13	,	,	PUNCT
sc-2345	341	14	security	security	NOUN
sc-2345	341	15	,	,	PUNCT
sc-2345	341	16	and	and	CCONJ
sc-2345	341	17	site	site	NOUN
sc-2345	341	18	attributes	attribute	VERB
sc-2345	341	19	.	.	PUNCT
sc-2345	342	1	the	the	DET
sc-2345	342	2	journal	journal	NOUN
sc-2345	342	3	of	of	ADP
sc-2345	342	4	strategic	strategic	ADJ
sc-2345	342	5	information	information	NOUN
sc-2345	342	6	systems	system	NOUN
sc-2345	342	7	11(3	11(3	NUM
sc-2345	342	8	-	-	SYM
sc-2345	342	9	4	4	NUM
sc-2345	342	10	):	):	PUNCT
sc-2345	342	11	245–270	245–270	NUM
sc-2345	342	12	.	.	PUNCT
sc-2345	343	1	[	[	X
sc-2345	343	2	2	2	NUM
sc-2345	343	3	]	]	X
sc-2345	343	4	lu	lu	PROPN
sc-2345	343	5	,	,	PUNCT
sc-2345	343	6	z.	z.	PROPN
sc-2345	343	7	,	,	PUNCT
sc-2345	343	8	qu	qu	PROPN
sc-2345	343	9	,	,	PUNCT
sc-2345	343	10	g.	g.	PROPN
sc-2345	343	11	and	and	CCONJ
sc-2345	343	12	liu	liu	PROPN
sc-2345	343	13	,	,	PUNCT
sc-2345	343	14	z.	z.	PROPN
sc-2345	343	15	(	(	PUNCT
sc-2345	343	16	2018	2018	NUM
sc-2345	343	17	)	)	PUNCT
sc-2345	343	18	a	a	DET
sc-2345	343	19	survey	survey	NOUN
sc-2345	343	20	on	on	ADP
sc-2345	343	21	recent	recent	ADJ
sc-2345	343	22	advances	advance	NOUN
sc-2345	343	23	in	in	ADP
sc-2345	343	24	vehicular	vehicular	ADJ
sc-2345	343	25	network	network	NOUN
sc-2345	343	26	security	security	NOUN
sc-2345	343	27	,	,	PUNCT
sc-2345	343	28	trust	trust	NOUN
sc-2345	343	29	,	,	PUNCT
sc-2345	343	30	and	and	CCONJ
sc-2345	343	31	privacy	privacy	NOUN
sc-2345	343	32	.	.	PUNCT
sc-2345	344	1	ieee	ieee	NOUN
sc-2345	344	2	transactions	transaction	NOUN
sc-2345	344	3	on	on	ADP
sc-2345	344	4	intelligent	intelligent	ADJ
sc-2345	344	5	transportation	transportation	NOUN
sc-2345	344	6	systems	system	NOUN
sc-2345	344	7	20(2	20(2	NOUN
sc-2345	344	8	):	):	PUNCT
sc-2345	344	9	760–776	760–776	NUM
sc-2345	344	10	.	.	PUNCT
sc-2345	345	1	[	[	X
sc-2345	345	2	3	3	NUM
sc-2345	345	3	]	]	X
sc-2345	345	4	tirumala	tirumala	PROPN
sc-2345	345	5	,	,	PUNCT
sc-2345	345	6	s.s	s.s	PROPN
sc-2345	345	7	.	.	PROPN
sc-2345	345	8	,	,	PUNCT
sc-2345	345	9	sathu	sathu	PROPN
sc-2345	345	10	,	,	PUNCT
sc-2345	345	11	h.	h.	PROPN
sc-2345	345	12	and	and	CCONJ
sc-2345	345	13	naidu	naidu	PROPN
sc-2345	345	14	,	,	PUNCT
sc-2345	345	15	v.	v.	PROPN
sc-2345	345	16	(	(	PUNCT
sc-2345	345	17	2015	2015	NUM
sc-2345	345	18	)	)	PUNCT
sc-2345	345	19	analysis	analysis	NOUN
sc-2345	345	20	and	and	CCONJ
sc-2345	345	21	prevention	prevention	NOUN
sc-2345	345	22	of	of	ADP
sc-2345	345	23	account	account	NOUN
sc-2345	345	24	hijacking	hijacking	NOUN
sc-2345	345	25	based	base	VERB
sc-2345	345	26	incidents	incident	NOUN
sc-2345	345	27	in	in	ADP
sc-2345	345	28	cloud	cloud	NOUN
sc-2345	345	29	environment	environment	NOUN
sc-2345	345	30	.	.	PUNCT
sc-2345	346	1	in	in	ADP
sc-2345	346	2	2015	2015	NUM
sc-2345	346	3	international	international	ADJ
sc-2345	346	4	conference	conference	NOUN
sc-2345	346	5	on	on	ADP
sc-2345	346	6	information	information	NOUN
sc-2345	346	7	technology	technology	NOUN
sc-2345	346	8	(	(	PUNCT
sc-2345	346	9	icit	icit	PROPN
sc-2345	346	10	)	)	PUNCT
sc-2345	346	11	(	(	PUNCT
sc-2345	346	12	ieee	ieee	NOUN
sc-2345	346	13	):	):	PUNCT
sc-2345	346	14	124–129	124–129	NUM
sc-2345	346	15	.	.	PUNCT
sc-2345	347	1	[	[	X
sc-2345	347	2	4	4	NUM
sc-2345	347	3	]	]	SYM
sc-2345	347	4	alnahari	alnahari	PROPN
sc-2345	347	5	,	,	PUNCT
sc-2345	347	6	w.	w.	PROPN
sc-2345	347	7	and	and	CCONJ
sc-2345	347	8	quasim	quasim	PROPN
sc-2345	347	9	,	,	PUNCT
sc-2345	347	10	m.t	m.t	PROPN
sc-2345	347	11	.	.	PROPN
sc-2345	347	12	(	(	PUNCT
sc-2345	347	13	2021	2021	NUM
sc-2345	347	14	)	)	PUNCT
sc-2345	347	15	privacy	privacy	NOUN
sc-2345	347	16	concerns	concern	NOUN
sc-2345	347	17	,	,	PUNCT
sc-2345	347	18	iot	iot	PROPN
sc-2345	347	19	devices	device	NOUN
sc-2345	347	20	and	and	CCONJ
sc-2345	347	21	attacks	attack	NOUN
sc-2345	347	22	in	in	ADP
sc-2345	347	23	smart	smart	ADJ
sc-2345	347	24	cities	city	NOUN
sc-2345	347	25	.	.	PUNCT
sc-2345	348	1	in	in	ADP
sc-2345	348	2	2021	2021	NUM
sc-2345	348	3	international	international	ADJ
sc-2345	348	4	congress	congress	PROPN
sc-2345	348	5	of	of	ADP
sc-2345	348	6	advanced	advanced	ADJ
sc-2345	348	7	technology	technology	NOUN
sc-2345	348	8	and	and	CCONJ
sc-2345	348	9	engineering	engineering	NOUN
sc-2345	348	10	(	(	PUNCT
sc-2345	348	11	icoten	icoten	ADJ
sc-2345	348	12	)	)	PUNCT
sc-2345	348	13	(	(	PUNCT
sc-2345	348	14	ieee	ieee	NOUN
sc-2345	348	15	):	):	PUNCT
sc-2345	348	16	1–5	1–5	NUM
sc-2345	348	17	.	.	PUNCT
sc-2345	349	1	[	[	X
sc-2345	349	2	5	5	NUM
sc-2345	349	3	]	]	SYM
sc-2345	349	4	khraisat	khraisat	PROPN
sc-2345	349	5	,	,	PUNCT
sc-2345	349	6	a.	a.	NOUN
sc-2345	349	7	,	,	PUNCT
sc-2345	349	8	gondal	gondal	NOUN
sc-2345	349	9	,	,	PUNCT
sc-2345	349	10	i.	i.	NOUN
sc-2345	349	11	,	,	PUNCT
sc-2345	349	12	vamplew	vamplew	NOUN
sc-2345	349	13	,	,	PUNCT
sc-2345	349	14	p.	p.	NOUN
sc-2345	349	15	and	and	CCONJ
sc-2345	349	16	kamruzzaman	kamruzzaman	PROPN
sc-2345	349	17	,	,	PUNCT
sc-2345	349	18	j.	j.	PROPN
sc-2345	349	19	(	(	PUNCT
sc-2345	349	20	2019	2019	NUM
sc-2345	349	21	)	)	PUNCT
sc-2345	349	22	survey	survey	NOUN
sc-2345	349	23	of	of	ADP
sc-2345	349	24	intrusion	intrusion	NOUN
sc-2345	349	25	detection	detection	NOUN
sc-2345	349	26	systems	system	NOUN
sc-2345	349	27	:	:	PUNCT
sc-2345	349	28	techniques	technique	NOUN
sc-2345	349	29	,	,	PUNCT
sc-2345	349	30	datasets	dataset	NOUN
sc-2345	349	31	and	and	CCONJ
sc-2345	349	32	challenges	challenge	NOUN
sc-2345	349	33	.	.	PUNCT
sc-2345	350	1	cybersecurity	cybersecurity	NOUN
sc-2345	350	2	2(1	2(1	NUM
sc-2345	350	3	):	):	PUNCT
sc-2345	350	4	1–22	1–22	NOUN
sc-2345	350	5	.	.	PUNCT
sc-2345	351	1	[	[	X
sc-2345	351	2	6	6	NUM
sc-2345	351	3	]	]	SYM
sc-2345	351	4	ali	ali	PROPN
sc-2345	351	5	,	,	PUNCT
sc-2345	351	6	b.	b.	PROPN
sc-2345	351	7	and	and	CCONJ
sc-2345	351	8	awad	awad	PROPN
sc-2345	351	9	,	,	PUNCT
sc-2345	351	10	a.i	a.i	PROPN
sc-2345	351	11	.	.	PROPN
sc-2345	351	12	(	(	PUNCT
sc-2345	351	13	2018	2018	NUM
sc-2345	351	14	)	)	PUNCT
sc-2345	351	15	cyber	cyber	NOUN
sc-2345	351	16	and	and	CCONJ
sc-2345	351	17	physical	physical	ADJ
sc-2345	351	18	security	security	NOUN
sc-2345	351	19	vulnerability	vulnerability	NOUN
sc-2345	351	20	assessment	assessment	NOUN
sc-2345	351	21	for	for	ADP
sc-2345	351	22	iot	iot	NOUN
sc-2345	351	23	-	-	PUNCT
sc-2345	351	24	based	base	VERB
sc-2345	351	25	smart	smart	ADJ
sc-2345	351	26	homes	home	NOUN
sc-2345	351	27	.	.	PUNCT
sc-2345	352	1	sensors	sensor	NOUN
sc-2345	352	2	18(3	18(3	NUM
sc-2345	352	3	):	):	PUNCT
sc-2345	352	4	817	817	NUM
sc-2345	352	5	.	.	PUNCT
sc-2345	353	1	[	[	X
sc-2345	353	2	7	7	NUM
sc-2345	353	3	]	]	X
sc-2345	353	4	granjal	granjal	PROPN
sc-2345	353	5	,	,	PUNCT
sc-2345	353	6	j.	j.	PROPN
sc-2345	353	7	,	,	PUNCT
sc-2345	353	8	monteiro	monteiro	PROPN
sc-2345	353	9	,	,	PUNCT
sc-2345	353	10	e.	e.	PROPN
sc-2345	353	11	and	and	CCONJ
sc-2345	353	12	silva	silva	PROPN
sc-2345	353	13	,	,	PUNCT
sc-2345	353	14	j.s	j.s	PROPN
sc-2345	353	15	.	.	PROPN
sc-2345	353	16	(	(	PUNCT
sc-2345	353	17	2015	2015	NUM
sc-2345	353	18	)	)	PUNCT
sc-2345	353	19	security	security	NOUN
sc-2345	353	20	for	for	ADP
sc-2345	353	21	the	the	DET
sc-2345	353	22	internet	internet	NOUN
sc-2345	353	23	of	of	ADP
sc-2345	353	24	things	thing	NOUN
sc-2345	353	25	:	:	PUNCT
sc-2345	353	26	a	a	DET
sc-2345	353	27	survey	survey	NOUN
sc-2345	353	28	of	of	ADP
sc-2345	353	29	existing	exist	VERB
sc-2345	353	30	protocols	protocol	NOUN
sc-2345	353	31	13	13	NUM
sc-2345	353	32	raspberry	raspberry	NOUN
sc-2345	353	33	pi	pi	NOUN
sc-2345	353	34	-	-	PUNCT
sc-2345	353	35	based	base	VERB
sc-2345	353	36	intelligent	intelligent	ADJ
sc-2345	353	37	cyber	cyber	NOUN
sc-2345	353	38	defense	defense	NOUN
sc-2345	353	39	systems	system	NOUN
sc-2345	353	40	for	for	ADP
sc-2345	353	41	smes	sme	NOUN
sc-2345	353	42	and	and	CCONJ
sc-2345	353	43	smart	smart	ADJ
sc-2345	353	44	-	-	PUNCT
sc-2345	353	45	homes	home	NOUN
sc-2345	353	46	:	:	PUNCT
sc-2345	353	47	an	an	DET
sc-2345	353	48	exploratory	exploratory	ADJ
sc-2345	353	49	study	study	NOUN
sc-2345	353	50	eai	eai	NOUN
sc-2345	353	51	endorsed	endorse	VERB
sc-2345	353	52	transactions	transaction	NOUN
sc-2345	353	53	on	on	ADP
sc-2345	353	54	smart	smart	ADJ
sc-2345	353	55	cities	city	NOUN
sc-2345	353	56	03	03	NUM
sc-2345	353	57	2022	2022	NUM
sc-2345	353	58	09	09	NUM
sc-2345	353	59	2022	2022	NUM
sc-2345	353	60	|	|	ADV
sc-2345	353	61	volume	volume	NOUN
sc-2345	353	62	6	6	NUM
sc-2345	353	63	|	|	NOUN
sc-2345	353	64	issue	issue	NOUN
sc-2345	353	65	18	18	NUM
sc-2345	353	66	|	|	ADV
sc-2345	353	67	e4	e4	PROPN
sc-2345	353	68	and	and	CCONJ
sc-2345	353	69	open	open	ADJ
sc-2345	353	70	research	research	NOUN
sc-2345	353	71	issues	issue	NOUN
sc-2345	353	72	.	.	PUNCT
sc-2345	354	1	ieee	ieee	NOUN
sc-2345	354	2	communications	communication	NOUN
sc-2345	354	3	surveys	survey	NOUN
sc-2345	354	4	&	&	CCONJ
sc-2345	354	5	tutorials	tutorial	NOUN
sc-2345	354	6	17(3	17(3	NUM
sc-2345	354	7	):	):	PUNCT
sc-2345	354	8	1294–1312	1294–1312	NUM
sc-2345	354	9	.	.	PUNCT
sc-2345	355	1	[	[	X
sc-2345	355	2	8	8	NUM
sc-2345	355	3	]	]	X
sc-2345	355	4	aslan	aslan	PROPN
sc-2345	355	5	,	,	PUNCT
sc-2345	355	6	ö.a	ö.a	PROPN
sc-2345	355	7	.	.	PROPN
sc-2345	355	8	and	and	CCONJ
sc-2345	355	9	samet	samet	PROPN
sc-2345	355	10	,	,	PUNCT
sc-2345	355	11	r.	r.	PROPN
sc-2345	355	12	(	(	PUNCT
sc-2345	355	13	2020	2020	NUM
sc-2345	355	14	)	)	PUNCT
sc-2345	355	15	a	a	DET
sc-2345	355	16	comprehensive	comprehensive	ADJ
sc-2345	355	17	review	review	NOUN
sc-2345	355	18	on	on	ADP
sc-2345	355	19	malware	malware	NOUN
sc-2345	355	20	detection	detection	NOUN
sc-2345	355	21	approaches	approach	NOUN
sc-2345	355	22	.	.	PUNCT
sc-2345	356	1	ieee	ieee	NOUN
sc-2345	356	2	access	access	NOUN
sc-2345	356	3	8	8	NUM
sc-2345	356	4	:	:	PUNCT
sc-2345	356	5	6249–6271	6249–6271	NUM
sc-2345	356	6	.	.	PUNCT
sc-2345	357	1	[	[	X
sc-2345	357	2	9	9	NUM
sc-2345	357	3	]	]	X
sc-2345	357	4	jin	jin	PROPN
sc-2345	357	5	,	,	PUNCT
sc-2345	357	6	b.	b.	PROPN
sc-2345	357	7	,	,	PUNCT
sc-2345	357	8	choi	choi	PROPN
sc-2345	357	9	,	,	PUNCT
sc-2345	357	10	j.	j.	PROPN
sc-2345	357	11	,	,	PUNCT
sc-2345	357	12	kim	kim	PROPN
sc-2345	357	13	,	,	PUNCT
sc-2345	357	14	h.	h.	PROPN
sc-2345	357	15	and	and	CCONJ
sc-2345	357	16	hong	hong	PROPN
sc-2345	357	17	,	,	PUNCT
sc-2345	357	18	j.b	j.b	PROPN
sc-2345	357	19	.	.	PUNCT
sc-2345	357	20	(	(	PUNCT
sc-2345	357	21	2021	2021	NUM
sc-2345	357	22	)	)	PUNCT
sc-2345	357	23	fumvar	fumvar	NOUN
sc-2345	357	24	:	:	PUNCT
sc-2345	357	25	a	a	DET
sc-2345	357	26	practical	practical	ADJ
sc-2345	357	27	framework	framework	NOUN
sc-2345	357	28	for	for	ADP
sc-2345	357	29	generating	generate	VERB
sc-2345	357	30	f	f	PROPN
sc-2345	357	31	ully	ully	ADV
sc-2345	357	32	-	-	PUNCT
sc-2345	357	33	working	work	VERB
sc-2345	357	34	and	and	CCONJ
sc-2345	357	35	u	u	NOUN
sc-2345	357	36	nseen	nseen	NOUN
sc-2345	357	37	m	m	VERB
sc-2345	357	38	alware	alware	ADJ
sc-2345	357	39	var	var	NOUN
sc-2345	357	40	iants	iant	NOUN
sc-2345	357	41	.	.	PUNCT
sc-2345	358	1	in	in	ADP
sc-2345	358	2	proceedings	proceeding	NOUN
sc-2345	358	3	of	of	ADP
sc-2345	358	4	the	the	DET
sc-2345	358	5	36th	36th	ADJ
sc-2345	358	6	annual	annual	ADJ
sc-2345	358	7	acm	acm	NOUN
sc-2345	358	8	symposium	symposium	NOUN
sc-2345	358	9	on	on	ADP
sc-2345	358	10	applied	apply	VERB
sc-2345	358	11	computing	computing	NOUN
sc-2345	358	12	:	:	PUNCT
sc-2345	358	13	1656	1656	NUM
sc-2345	358	14	–	–	PUNCT
sc-2345	358	15	1663	1663	NUM
sc-2345	358	16	.	.	PUNCT
sc-2345	359	1	[	[	X
sc-2345	359	2	10	10	NUM
sc-2345	359	3	]	]	X
sc-2345	359	4	james	james	PROPN
sc-2345	359	5	,	,	PUNCT
sc-2345	359	6	a.v	a.v	PROPN
sc-2345	359	7	.	.	PROPN
sc-2345	359	8	and	and	CCONJ
sc-2345	359	9	sabitha	sabitha	NOUN
sc-2345	359	10	,	,	PUNCT
sc-2345	359	11	s.	s.	PROPN
sc-2345	359	12	(	(	PUNCT
sc-2345	359	13	2021	2021	NUM
sc-2345	359	14	)	)	PUNCT
sc-2345	359	15	malware	malware	NOUN
sc-2345	359	16	attacks	attack	NOUN
sc-2345	359	17	:	:	PUNCT
sc-2345	359	18	a	a	DET
sc-2345	359	19	survey	survey	NOUN
sc-2345	359	20	on	on	ADP
sc-2345	359	21	mitigation	mitigation	NOUN
sc-2345	359	22	measures	measure	NOUN
sc-2345	359	23	.	.	PUNCT
sc-2345	360	1	in	in	ADP
sc-2345	360	2	second	second	ADJ
sc-2345	360	3	international	international	ADJ
sc-2345	360	4	conference	conference	NOUN
sc-2345	360	5	on	on	ADP
sc-2345	360	6	networks	network	NOUN
sc-2345	360	7	and	and	CCONJ
sc-2345	360	8	advances	advance	NOUN
sc-2345	360	9	in	in	ADP
sc-2345	360	10	computational	computational	ADJ
sc-2345	360	11	technologies	technology	NOUN
sc-2345	360	12	(	(	PUNCT
sc-2345	360	13	springer	springer	NOUN
sc-2345	360	14	):	):	PUNCT
sc-2345	360	15	1–11	1–11	PROPN
sc-2345	360	16	.	.	PUNCT
sc-2345	361	1	[	[	X
sc-2345	361	2	11	11	NUM
sc-2345	361	3	]	]	SYM
sc-2345	361	4	scott	scott	PROPN
sc-2345	361	5	,	,	PUNCT
sc-2345	361	6	j.	j.	PROPN
sc-2345	361	7	(	(	PUNCT
sc-2345	361	8	2017	2017	NUM
sc-2345	361	9	)	)	PUNCT
sc-2345	361	10	signature	signature	NOUN
sc-2345	361	11	based	base	VERB
sc-2345	361	12	malware	malware	NOUN
sc-2345	361	13	detection	detection	NOUN
sc-2345	361	14	is	be	AUX
sc-2345	361	15	dead	dead	ADJ
sc-2345	361	16	.	.	PUNCT
sc-2345	362	1	institute	institute	NOUN
sc-2345	362	2	for	for	ADP
sc-2345	362	3	critical	critical	ADJ
sc-2345	362	4	infrastructure	infrastructure	NOUN
sc-2345	362	5	technology	technology	NOUN
sc-2345	362	6	.	.	PUNCT
sc-2345	363	1	[	[	X
sc-2345	363	2	12	12	NUM
sc-2345	363	3	]	]	X
sc-2345	363	4	tirumala	tirumala	PROPN
sc-2345	363	5	,	,	PUNCT
sc-2345	363	6	s.s	s.s	PROPN
sc-2345	363	7	.	.	PROPN
sc-2345	363	8	,	,	PUNCT
sc-2345	363	9	valluri	valluri	PROPN
sc-2345	363	10	,	,	PUNCT
sc-2345	363	11	m.r	m.r	PROPN
sc-2345	363	12	.	.	PROPN
sc-2345	363	13	and	and	CCONJ
sc-2345	363	14	nanadigam	nanadigam	PROPN
sc-2345	363	15	,	,	PUNCT
sc-2345	363	16	d.	d.	PROPN
sc-2345	363	17	(	(	PUNCT
sc-2345	363	18	2020	2020	NUM
sc-2345	363	19	)	)	PUNCT
sc-2345	363	20	evaluation	evaluation	NOUN
sc-2345	363	21	of	of	ADP
sc-2345	363	22	feature	feature	NOUN
sc-2345	363	23	and	and	CCONJ
sc-2345	363	24	signature	signature	NOUN
sc-2345	363	25	based	base	VERB
sc-2345	363	26	training	training	NOUN
sc-2345	363	27	approaches	approach	NOUN
sc-2345	363	28	for	for	ADP
sc-2345	363	29	malware	malware	NOUN
sc-2345	363	30	classification	classification	NOUN
sc-2345	363	31	using	use	VERB
sc-2345	363	32	autoencoders	autoencoder	NOUN
sc-2345	363	33	.	.	PUNCT
sc-2345	364	1	in	in	ADP
sc-2345	364	2	2020	2020	NUM
sc-2345	364	3	international	international	ADJ
sc-2345	364	4	conference	conference	NOUN
sc-2345	364	5	on	on	ADP
sc-2345	364	6	communication	communication	NOUN
sc-2345	364	7	systems	system	NOUN
sc-2345	364	8	networks	network	NOUN
sc-2345	364	9	(	(	PUNCT
sc-2345	364	10	comsnets	comsnet	NOUN
sc-2345	364	11	):	):	PUNCT
sc-2345	364	12	1–5	1–5	NUM
sc-2345	364	13	.	.	PUNCT
sc-2345	364	14	doi:10.1109	doi:10.1109	PROPN
sc-2345	364	15	/	/	SYM
sc-2345	364	16	comsnets48256.2020.9027373	comsnets48256.2020.9027373	PROPN
sc-2345	364	17	.	.	PUNCT
sc-2345	365	1	[	[	X
sc-2345	365	2	13	13	NUM
sc-2345	365	3	]	]	X
sc-2345	365	4	usman	usman	PROPN
sc-2345	365	5	,	,	PUNCT
sc-2345	365	6	n.	n.	PROPN
sc-2345	365	7	,	,	PUNCT
sc-2345	365	8	usman	usman	PROPN
sc-2345	365	9	,	,	PUNCT
sc-2345	365	10	s.	s.	PROPN
sc-2345	365	11	,	,	PUNCT
sc-2345	365	12	khan	khan	PROPN
sc-2345	365	13	,	,	PUNCT
sc-2345	365	14	f.	f.	PROPN
sc-2345	365	15	,	,	PUNCT
sc-2345	365	16	jan	jan	PROPN
sc-2345	365	17	,	,	PUNCT
sc-2345	365	18	m.a	m.a	PROPN
sc-2345	365	19	.	.	PROPN
sc-2345	365	20	,	,	PUNCT
sc-2345	365	21	sajid	sajid	PROPN
sc-2345	365	22	,	,	PUNCT
sc-2345	365	23	a.	a.	NOUN
sc-2345	365	24	,	,	PUNCT
sc-2345	365	25	alazab	alazab	ADV
sc-2345	365	26	,	,	PUNCT
sc-2345	365	27	m.	m.	NOUN
sc-2345	365	28	and	and	CCONJ
sc-2345	365	29	watters	watter	NOUN
sc-2345	365	30	,	,	PUNCT
sc-2345	365	31	p.	p.	NOUN
sc-2345	365	32	(	(	PUNCT
sc-2345	365	33	2021	2021	NUM
sc-2345	365	34	)	)	PUNCT
sc-2345	365	35	intelligent	intelligent	ADJ
sc-2345	365	36	dynamic	dynamic	ADJ
sc-2345	365	37	malware	malware	NOUN
sc-2345	365	38	detection	detection	NOUN
sc-2345	365	39	using	use	VERB
sc-2345	365	40	machine	machine	NOUN
sc-2345	365	41	learning	learning	NOUN
sc-2345	365	42	in	in	ADP
sc-2345	365	43	ip	ip	PRON
sc-2345	365	44	reputation	reputation	NOUN
sc-2345	365	45	for	for	ADP
sc-2345	365	46	forensics	forensic	NOUN
sc-2345	365	47	data	datum	NOUN
sc-2345	365	48	analytics	analytic	NOUN
sc-2345	365	49	.	.	PUNCT
sc-2345	366	1	future	future	ADJ
sc-2345	366	2	generation	generation	NOUN
sc-2345	366	3	computer	computer	NOUN
sc-2345	366	4	systems	system	NOUN
sc-2345	366	5	118	118	NUM
sc-2345	366	6	:	:	PUNCT
sc-2345	366	7	124–141	124–141	NUM
sc-2345	366	8	.	.	PUNCT
sc-2345	367	1	[	[	X
sc-2345	367	2	14	14	NUM
sc-2345	367	3	]	]	PUNCT
sc-2345	367	4	choi	choi	NOUN
sc-2345	367	5	,	,	PUNCT
sc-2345	367	6	y.h	y.h	PROPN
sc-2345	367	7	.	.	PROPN
sc-2345	367	8	,	,	PUNCT
sc-2345	367	9	han	han	PROPN
sc-2345	367	10	,	,	PUNCT
sc-2345	367	11	b.j	b.j	PROPN
sc-2345	367	12	.	.	PROPN
sc-2345	367	13	,	,	PUNCT
sc-2345	367	14	bae	bae	PROPN
sc-2345	367	15	,	,	PUNCT
sc-2345	367	16	b.c	b.c	PROPN
sc-2345	367	17	.	.	PROPN
sc-2345	367	18	,	,	PUNCT
sc-2345	367	19	oh	oh	INTJ
sc-2345	367	20	,	,	PUNCT
sc-2345	367	21	h.g	h.g	PROPN
sc-2345	367	22	.	.	PROPN
sc-2345	367	23	and	and	CCONJ
sc-2345	367	24	sohn	sohn	PROPN
sc-2345	367	25	,	,	PUNCT
sc-2345	367	26	k.w	k.w	PROPN
sc-2345	367	27	.	.	PROPN
sc-2345	367	28	(	(	PUNCT
sc-2345	367	29	2012	2012	NUM
sc-2345	367	30	)	)	PUNCT
sc-2345	367	31	toward	toward	ADP
sc-2345	367	32	extracting	extract	VERB
sc-2345	367	33	malware	malware	NOUN
sc-2345	367	34	features	feature	NOUN
sc-2345	367	35	for	for	ADP
sc-2345	367	36	classification	classification	NOUN
sc-2345	367	37	using	use	VERB
sc-2345	367	38	static	static	ADJ
sc-2345	367	39	and	and	CCONJ
sc-2345	367	40	dynamic	dynamic	ADJ
sc-2345	367	41	analysis	analysis	NOUN
sc-2345	367	42	.	.	PUNCT
sc-2345	368	1	in	in	ADP
sc-2345	368	2	2012	2012	NUM
sc-2345	368	3	8th	8th	ADJ
sc-2345	368	4	international	international	ADJ
sc-2345	368	5	conference	conference	NOUN
sc-2345	368	6	on	on	ADP
sc-2345	368	7	computing	computing	NOUN
sc-2345	368	8	and	and	CCONJ
sc-2345	368	9	networking	network	VERB
sc-2345	368	10	technology	technology	NOUN
sc-2345	368	11	(	(	PUNCT
sc-2345	368	12	inc	inc	PROPN
sc-2345	368	13	,	,	PUNCT
sc-2345	368	14	iccis	iccis	NOUN
sc-2345	368	15	and	and	CCONJ
sc-2345	368	16	icmic	icmic	ADJ
sc-2345	368	17	)	)	PUNCT
sc-2345	368	18	(	(	PUNCT
sc-2345	368	19	ieee	ieee	NOUN
sc-2345	368	20	):	):	PUNCT
sc-2345	368	21	126–129	126–129	NUM
sc-2345	368	22	.	.	PUNCT
sc-2345	369	1	[	[	X
sc-2345	369	2	15	15	NUM
sc-2345	369	3	]	]	X
sc-2345	369	4	tirumala	tirumala	PROPN
sc-2345	369	5	,	,	PUNCT
sc-2345	369	6	s.s	s.s	PROPN
sc-2345	369	7	.	.	PROPN
sc-2345	369	8	,	,	PUNCT
sc-2345	369	9	valluri	valluri	PROPN
sc-2345	369	10	,	,	PUNCT
sc-2345	369	11	m.r	m.r	PROPN
sc-2345	369	12	.	.	PROPN
sc-2345	369	13	and	and	CCONJ
sc-2345	369	14	nanadigam	nanadigam	PROPN
sc-2345	369	15	,	,	PUNCT
sc-2345	369	16	d.	d.	PROPN
sc-2345	369	17	(	(	PUNCT
sc-2345	369	18	2020	2020	NUM
sc-2345	369	19	)	)	PUNCT
sc-2345	369	20	evaluation	evaluation	NOUN
sc-2345	369	21	of	of	ADP
sc-2345	369	22	feature	feature	NOUN
sc-2345	369	23	and	and	CCONJ
sc-2345	369	24	signature	signature	NOUN
sc-2345	369	25	based	base	VERB
sc-2345	369	26	training	training	NOUN
sc-2345	369	27	approaches	approach	NOUN
sc-2345	369	28	for	for	ADP
sc-2345	369	29	malware	malware	NOUN
sc-2345	369	30	classification	classification	NOUN
sc-2345	369	31	using	use	VERB
sc-2345	369	32	autoencoders	autoencoder	NOUN
sc-2345	369	33	.	.	PUNCT
sc-2345	370	1	in	in	ADP
sc-2345	370	2	2020	2020	NUM
sc-2345	370	3	international	international	ADJ
sc-2345	370	4	conference	conference	NOUN
sc-2345	370	5	on	on	ADP
sc-2345	370	6	communication	communication	NOUN
sc-2345	370	7	systems	system	NOUN
sc-2345	370	8	networks	network	NOUN
sc-2345	370	9	(	(	PUNCT
sc-2345	370	10	comsnets	comsnet	NOUN
sc-2345	370	11	):	):	PUNCT
sc-2345	370	12	1–5	1–5	NUM
sc-2345	370	13	.	.	PUNCT
sc-2345	370	14	doi:10.1109	doi:10.1109	PROPN
sc-2345	370	15	/	/	SYM
sc-2345	370	16	comsnets48256.2020.9027373	comsnets48256.2020.9027373	PROPN
sc-2345	370	17	.	.	PUNCT
sc-2345	371	1	[	[	X
sc-2345	371	2	16	16	NUM
sc-2345	371	3	]	]	X
sc-2345	371	4	minoli	minoli	NOUN
sc-2345	371	5	,	,	PUNCT
sc-2345	371	6	d.	d.	PROPN
sc-2345	371	7	(	(	PUNCT
sc-2345	371	8	2017	2017	NUM
sc-2345	371	9	)	)	PUNCT
sc-2345	371	10	iot	iot	NOUN
sc-2345	371	11	applications	application	NOUN
sc-2345	371	12	to	to	PART
sc-2345	371	13	smart	smart	VERB
sc-2345	371	14	campuses	campus	NOUN
sc-2345	371	15	and	and	CCONJ
sc-2345	371	16	a	a	DET
sc-2345	371	17	case	case	NOUN
sc-2345	371	18	study	study	NOUN
sc-2345	371	19	.	.	PUNCT
sc-2345	372	1	eai	eai	PROPN
sc-2345	372	2	endorsed	endorse	VERB
sc-2345	372	3	transactions	transaction	NOUN
sc-2345	372	4	on	on	ADP
sc-2345	372	5	smart	smart	ADJ
sc-2345	372	6	cities	city	NOUN
sc-2345	372	7	2(5	2(5	NOUN
sc-2345	372	8	):	):	PUNCT
sc-2345	372	9	e4	e4	PROPN
sc-2345	372	10	–	–	PUNCT
sc-2345	372	11	e4	e4	PROPN
sc-2345	372	12	.	.	PUNCT
sc-2345	373	1	[	[	X
sc-2345	373	2	17	17	NUM
sc-2345	373	3	]	]	SYM
sc-2345	373	4	banga	banga	PROPN
sc-2345	373	5	,	,	PUNCT
sc-2345	373	6	m.	m.	NOUN
sc-2345	373	7	,	,	PUNCT
sc-2345	373	8	patil	patil	PROPN
sc-2345	373	9	,	,	PUNCT
sc-2345	373	10	m.	m.	NOUN
sc-2345	373	11	et	et	PROPN
sc-2345	373	12	al	al	PROPN
sc-2345	373	13	.	.	PROPN
sc-2345	374	1	(	(	PUNCT
sc-2345	374	2	2020	2020	NUM
sc-2345	374	3	)	)	PUNCT
sc-2345	374	4	secured	secure	VERB
sc-2345	374	5	authentication	authentication	NOUN
sc-2345	374	6	systems	system	NOUN
sc-2345	374	7	for	for	ADP
sc-2345	374	8	internet	internet	NOUN
sc-2345	374	9	of	of	ADP
sc-2345	374	10	things	thing	NOUN
sc-2345	374	11	.	.	PUNCT
sc-2345	375	1	eai	eai	PROPN
sc-2345	375	2	endorsed	endorse	VERB
sc-2345	375	3	transactions	transaction	NOUN
sc-2345	375	4	on	on	ADP
sc-2345	375	5	smart	smart	ADJ
sc-2345	375	6	cities	city	NOUN
sc-2345	375	7	20(11	20(11	NUM
sc-2345	375	8	)	)	PUNCT
sc-2345	375	9	.	.	PUNCT
sc-2345	376	1	[	[	X
sc-2345	376	2	18	18	NUM
sc-2345	376	3	]	]	SYM
sc-2345	376	4	kolias	kolias	PROPN
sc-2345	376	5	,	,	PUNCT
sc-2345	376	6	c.	c.	NOUN
sc-2345	376	7	,	,	PUNCT
sc-2345	376	8	kambourakis	kambourakis	PROPN
sc-2345	376	9	,	,	PUNCT
sc-2345	376	10	g.	g.	PROPN
sc-2345	376	11	,	,	PUNCT
sc-2345	376	12	stavrou	stavrou	NOUN
sc-2345	376	13	,	,	PUNCT
sc-2345	376	14	a.	a.	NOUN
sc-2345	376	15	and	and	CCONJ
sc-2345	376	16	voas	voas	PROPN
sc-2345	376	17	,	,	PUNCT
sc-2345	376	18	j.	j.	PROPN
sc-2345	376	19	(	(	PUNCT
sc-2345	376	20	2017	2017	NUM
sc-2345	376	21	)	)	PUNCT
sc-2345	376	22	ddos	ddo	NOUN
sc-2345	376	23	in	in	ADP
sc-2345	376	24	the	the	DET
sc-2345	376	25	iot	iot	NOUN
sc-2345	376	26	:	:	PUNCT
sc-2345	376	27	mirai	mirai	PROPN
sc-2345	376	28	and	and	CCONJ
sc-2345	376	29	other	other	ADJ
sc-2345	376	30	botnets	botnet	NOUN
sc-2345	376	31	.	.	PUNCT
sc-2345	377	1	computer	computer	NOUN
sc-2345	377	2	50(7	50(7	NOUN
sc-2345	377	3	):	):	PUNCT
sc-2345	377	4	80–84	80–84	NOUN
sc-2345	377	5	.	.	PUNCT
sc-2345	378	1	[	[	X
sc-2345	378	2	19	19	NUM
sc-2345	378	3	]	]	SYM
sc-2345	378	4	lu	lu	PROPN
sc-2345	378	5	,	,	PUNCT
sc-2345	378	6	d.	d.	PROPN
sc-2345	378	7	,	,	PUNCT
sc-2345	378	8	huang	huang	PROPN
sc-2345	378	9	,	,	PUNCT
sc-2345	378	10	d.	d.	PROPN
sc-2345	378	11	,	,	PUNCT
sc-2345	378	12	walenstein	walenstein	PROPN
sc-2345	378	13	,	,	PUNCT
sc-2345	378	14	a.	a.	NOUN
sc-2345	378	15	and	and	CCONJ
sc-2345	378	16	medhi	medhi	PROPN
sc-2345	378	17	,	,	PUNCT
sc-2345	378	18	d.	d.	PROPN
sc-2345	378	19	(	(	PUNCT
sc-2345	378	20	2017	2017	NUM
sc-2345	378	21	)	)	PUNCT
sc-2345	378	22	a	a	DET
sc-2345	378	23	secure	secure	ADJ
sc-2345	378	24	microservice	microservice	NOUN
sc-2345	378	25	framework	framework	NOUN
sc-2345	378	26	for	for	ADP
sc-2345	378	27	iot	iot	NOUN
sc-2345	378	28	.	.	PUNCT
sc-2345	379	1	in	in	ADP
sc-2345	379	2	2017	2017	NUM
sc-2345	379	3	ieee	ieee	NOUN
sc-2345	379	4	symposium	symposium	NOUN
sc-2345	379	5	on	on	ADP
sc-2345	379	6	service	service	NOUN
sc-2345	379	7	-	-	PUNCT
sc-2345	379	8	oriented	orient	VERB
sc-2345	379	9	system	system	NOUN
sc-2345	379	10	engineering	engineering	NOUN
sc-2345	379	11	(	(	PUNCT
sc-2345	379	12	sose	sose	PROPN
sc-2345	379	13	)	)	PUNCT
sc-2345	379	14	(	(	PUNCT
sc-2345	379	15	ieee	ieee	NOUN
sc-2345	379	16	):	):	PUNCT
sc-2345	379	17	9–18	9–18	NOUN
sc-2345	379	18	.	.	PUNCT
sc-2345	380	1	[	[	X
sc-2345	380	2	20	20	NUM
sc-2345	380	3	]	]	X
sc-2345	380	4	pahl	pahl	PROPN
sc-2345	380	5	,	,	PUNCT
sc-2345	380	6	m.o	m.o	PROPN
sc-2345	380	7	.	.	PROPN
sc-2345	380	8	,	,	PUNCT
sc-2345	380	9	aubet	aubet	PROPN
sc-2345	380	10	,	,	PUNCT
sc-2345	380	11	f.x	f.x	PROPN
sc-2345	380	12	.	.	PROPN
sc-2345	380	13	and	and	CCONJ
sc-2345	380	14	liebald	liebald	PROPN
sc-2345	380	15	,	,	PUNCT
sc-2345	380	16	s.	s.	PROPN
sc-2345	380	17	(	(	PUNCT
sc-2345	380	18	2018	2018	NUM
sc-2345	380	19	)	)	PUNCT
sc-2345	380	20	graphbased	graphbase	VERB
sc-2345	380	21	iot	iot	ADJ
sc-2345	380	22	microservice	microservice	PROPN
sc-2345	380	23	security	security	NOUN
sc-2345	380	24	.	.	PUNCT
sc-2345	381	1	in	in	ADP
sc-2345	381	2	noms	nom	NOUN
sc-2345	381	3	20182018	20182018	NUM
sc-2345	381	4	ieee	ieee	NOUN
sc-2345	381	5	/	/	SYM
sc-2345	381	6	ifip	ifip	PROPN
sc-2345	381	7	network	network	NOUN
sc-2345	381	8	operations	operation	NOUN
sc-2345	381	9	and	and	CCONJ
sc-2345	381	10	management	management	NOUN
sc-2345	381	11	symposium	symposium	NOUN
sc-2345	381	12	(	(	PUNCT
sc-2345	381	13	ieee	ieee	NOUN
sc-2345	381	14	):	):	PUNCT
sc-2345	381	15	1–3	1–3	NOUN
sc-2345	381	16	.	.	PUNCT
sc-2345	382	1	[	[	X
sc-2345	382	2	21	21	NUM
sc-2345	382	3	]	]	X
sc-2345	382	4	gupta	gupta	PROPN
sc-2345	382	5	,	,	PUNCT
sc-2345	382	6	n.	n.	PROPN
sc-2345	382	7	,	,	PUNCT
sc-2345	382	8	naik	naik	PROPN
sc-2345	382	9	,	,	PUNCT
sc-2345	382	10	v.	v.	PROPN
sc-2345	382	11	and	and	CCONJ
sc-2345	382	12	sengupta	sengupta	NOUN
sc-2345	382	13	,	,	PUNCT
sc-2345	382	14	s.	s.	PROPN
sc-2345	382	15	(	(	PUNCT
sc-2345	382	16	2017	2017	NUM
sc-2345	382	17	)	)	PUNCT
sc-2345	382	18	a	a	DET
sc-2345	382	19	firewall	firewall	NOUN
sc-2345	382	20	for	for	ADP
sc-2345	382	21	internet	internet	NOUN
sc-2345	382	22	of	of	ADP
sc-2345	382	23	things	thing	NOUN
sc-2345	382	24	.	.	PUNCT
sc-2345	383	1	in	in	ADP
sc-2345	383	2	2017	2017	NUM
sc-2345	383	3	9th	9th	ADJ
sc-2345	383	4	international	international	ADJ
sc-2345	383	5	conference	conference	NOUN
sc-2345	383	6	on	on	ADP
sc-2345	383	7	communication	communication	NOUN
sc-2345	383	8	systems	system	NOUN
sc-2345	383	9	and	and	CCONJ
sc-2345	383	10	networks	network	NOUN
sc-2345	383	11	(	(	PUNCT
sc-2345	383	12	comsnets	comsnet	NOUN
sc-2345	383	13	)	)	PUNCT
sc-2345	383	14	(	(	PUNCT
sc-2345	383	15	ieee	ieee	NOUN
sc-2345	383	16	):	):	PUNCT
sc-2345	383	17	411–412	411–412	NUM
sc-2345	383	18	.	.	PUNCT
sc-2345	384	1	[	[	X
sc-2345	384	2	22	22	NUM
sc-2345	384	3	]	]	SYM
sc-2345	384	4	taib	taib	PROPN
sc-2345	384	5	,	,	PUNCT
sc-2345	384	6	a.m.	a.m.	ADV
sc-2345	384	7	,	,	PUNCT
sc-2345	384	8	zabri	zabri	NOUN
sc-2345	384	9	,	,	PUNCT
sc-2345	384	10	m.t	m.t	PROPN
sc-2345	384	11	.	.	PROPN
sc-2345	384	12	,	,	PUNCT
sc-2345	384	13	radzi	radzi	NOUN
sc-2345	384	14	,	,	PUNCT
sc-2345	384	15	n.a.m	n.a.m	ADJ
sc-2345	384	16	.	.	PROPN
sc-2345	384	17	and	and	CCONJ
sc-2345	384	18	kadir	kadir	PROPN
sc-2345	384	19	,	,	PUNCT
sc-2345	384	20	e.a	e.a	PROPN
sc-2345	384	21	.	.	PROPN
sc-2345	384	22	(	(	PUNCT
sc-2345	384	23	2020	2020	NUM
sc-2345	384	24	)	)	PUNCT
sc-2345	384	25	netguard	netguard	NOUN
sc-2345	384	26	:	:	PUNCT
sc-2345	384	27	securing	secure	VERB
sc-2345	384	28	network	network	NOUN
sc-2345	384	29	environment	environment	NOUN
sc-2345	384	30	using	use	VERB
sc-2345	384	31	integrated	integrated	ADJ
sc-2345	384	32	openvpn	openvpn	NOUN
sc-2345	384	33	,	,	PUNCT
sc-2345	384	34	pi	pi	NOUN
sc-2345	384	35	-	-	PUNCT
sc-2345	384	36	hole	hole	NOUN
sc-2345	384	37	,	,	PUNCT
sc-2345	384	38	and	and	CCONJ
sc-2345	384	39	ids	id	NOUN
sc-2345	384	40	on	on	ADP
sc-2345	384	41	raspberry	raspberry	NOUN
sc-2345	384	42	pi	pi	NOUN
sc-2345	384	43	.	.	PUNCT
sc-2345	385	1	in	in	ADP
sc-2345	385	2	charting	chart	VERB
sc-2345	385	3	the	the	DET
sc-2345	385	4	sustainable	sustainable	ADJ
sc-2345	385	5	future	future	NOUN
sc-2345	385	6	of	of	ADP
sc-2345	385	7	asean	asean	PROPN
sc-2345	385	8	in	in	ADP
sc-2345	385	9	science	science	NOUN
sc-2345	385	10	and	and	CCONJ
sc-2345	385	11	technology	technology	NOUN
sc-2345	385	12	(	(	PUNCT
sc-2345	385	13	springer	springer	NOUN
sc-2345	385	14	)	)	PUNCT
sc-2345	385	15	,	,	PUNCT
sc-2345	385	16	97–110	97–110	NUM
sc-2345	385	17	.	.	PUNCT
sc-2345	386	1	[	[	X
sc-2345	386	2	23	23	NUM
sc-2345	386	3	]	]	SYM
sc-2345	386	4	jesús	jesús	PROPN
sc-2345	386	5	,	,	PUNCT
sc-2345	386	6	r.l.j	r.l.j	PROPN
sc-2345	386	7	.	.	PROPN
sc-2345	386	8	,	,	PUNCT
sc-2345	386	9	cristhian	cristhian	PROPN
sc-2345	386	10	,	,	PUNCT
sc-2345	386	11	p.v.o	p.v.o	PROPN
sc-2345	386	12	.	.	PROPN
sc-2345	386	13	,	,	PUNCT
sc-2345	386	14	rené	rené	PROPN
sc-2345	386	15	,	,	PUNCT
sc-2345	386	16	r.g.m	r.g.m	PROPN
sc-2345	386	17	.	.	PUNCT
sc-2345	386	18	and	and	CCONJ
sc-2345	386	19	heberto	heberto	PROPN
sc-2345	386	20	,	,	PUNCT
sc-2345	386	21	f.m	f.m	PROPN
sc-2345	386	22	.	.	PROPN
sc-2345	386	23	(	(	PUNCT
sc-2345	386	24	2019	2019	NUM
sc-2345	386	25	)	)	PUNCT
sc-2345	386	26	how	how	SCONJ
sc-2345	386	27	to	to	PART
sc-2345	386	28	improve	improve	VERB
sc-2345	386	29	the	the	DET
sc-2345	386	30	iot	iot	NOUN
sc-2345	386	31	security	security	NOUN
sc-2345	386	32	implementing	implement	VERB
sc-2345	386	33	ids	id	NOUN
sc-2345	386	34	/	/	SYM
sc-2345	386	35	ips	ips	NOUN
sc-2345	386	36	tool	tool	NOUN
sc-2345	386	37	using	use	VERB
sc-2345	386	38	raspberry	raspberry	NOUN
sc-2345	386	39	pi	pi	NOUN
sc-2345	386	40	3b	3b	NUM
sc-2345	386	41	.	.	PUNCT
sc-2345	387	1	editorial	editorial	ADJ
sc-2345	387	2	preface	preface	NOUN
sc-2345	387	3	from	from	ADP
sc-2345	387	4	the	the	DET
sc-2345	387	5	desk	desk	NOUN
sc-2345	387	6	of	of	ADP
sc-2345	387	7	managing	managing	NOUN
sc-2345	387	8	editor	editor	NOUN
sc-2345	387	9	.	.	PUNCT
sc-2345	387	10	.	.	PUNCT
sc-2345	387	11	.	.	PUNCT
sc-2345	388	1	10(9	10(9	NUM
sc-2345	388	2	)	)	PUNCT
sc-2345	388	3	.	.	PUNCT
sc-2345	389	1	[	[	X
sc-2345	389	2	24	24	NUM
sc-2345	389	3	]	]	SYM
sc-2345	389	4	tripathi	tripathi	PROPN
sc-2345	389	5	,	,	PUNCT
sc-2345	389	6	s.	s.	PROPN
sc-2345	389	7	and	and	CCONJ
sc-2345	389	8	kumar	kumar	PROPN
sc-2345	389	9	,	,	PUNCT
sc-2345	389	10	r.	r.	PROPN
sc-2345	389	11	(	(	PUNCT
sc-2345	389	12	2018	2018	NUM
sc-2345	389	13	)	)	PUNCT
sc-2345	389	14	raspberry	raspberry	NOUN
sc-2345	389	15	pi	pi	NOUN
sc-2345	389	16	as	as	ADP
sc-2345	389	17	an	an	DET
sc-2345	389	18	intrusion	intrusion	NOUN
sc-2345	389	19	detection	detection	NOUN
sc-2345	389	20	system	system	NOUN
sc-2345	389	21	,	,	PUNCT
sc-2345	389	22	a	a	DET
sc-2345	389	23	honeypot	honeypot	NOUN
sc-2345	389	24	and	and	CCONJ
sc-2345	389	25	a	a	DET
sc-2345	389	26	packet	packet	NOUN
sc-2345	389	27	analyzer	analyzer	NOUN
sc-2345	389	28	.	.	PUNCT
sc-2345	390	1	in	in	ADP
sc-2345	390	2	2018	2018	NUM
sc-2345	390	3	international	international	ADJ
sc-2345	390	4	conference	conference	NOUN
sc-2345	390	5	on	on	ADP
sc-2345	390	6	computational	computational	ADJ
sc-2345	390	7	techniques	technique	NOUN
sc-2345	390	8	,	,	PUNCT
sc-2345	390	9	electronics	electronic	NOUN
sc-2345	390	10	and	and	CCONJ
sc-2345	390	11	mechanical	mechanical	ADJ
sc-2345	390	12	systems	system	NOUN
sc-2345	390	13	(	(	PUNCT
sc-2345	390	14	ctems	ctem	NOUN
sc-2345	390	15	)	)	PUNCT
sc-2345	390	16	(	(	PUNCT
sc-2345	390	17	ieee	ieee	NOUN
sc-2345	390	18	):	):	PUNCT
sc-2345	390	19	80–85	80–85	NUM
sc-2345	390	20	.	.	PUNCT
sc-2345	391	1	[	[	X
sc-2345	391	2	25	25	NUM
sc-2345	391	3	]	]	X
sc-2345	391	4	soe	soe	PROPN
sc-2345	391	5	,	,	PUNCT
sc-2345	391	6	y.n	y.n	PROPN
sc-2345	391	7	.	.	PROPN
sc-2345	391	8	,	,	PUNCT
sc-2345	391	9	feng	feng	PROPN
sc-2345	391	10	,	,	PUNCT
sc-2345	391	11	y.	y.	PROPN
sc-2345	391	12	,	,	PUNCT
sc-2345	391	13	santosa	santosa	PROPN
sc-2345	391	14	,	,	PUNCT
sc-2345	391	15	p.i	p.i	PROPN
sc-2345	391	16	.	.	PROPN
sc-2345	391	17	,	,	PUNCT
sc-2345	391	18	hartanto	hartanto	PROPN
sc-2345	391	19	,	,	PUNCT
sc-2345	391	20	r.	r.	PROPN
sc-2345	391	21	and	and	CCONJ
sc-2345	391	22	sakurai	sakurai	PROPN
sc-2345	391	23	,	,	PUNCT
sc-2345	391	24	k.	k.	PROPN
sc-2345	391	25	(	(	PUNCT
sc-2345	391	26	2019	2019	NUM
sc-2345	391	27	)	)	PUNCT
sc-2345	391	28	implementing	implement	VERB
sc-2345	391	29	lightweight	lightweight	ADJ
sc-2345	391	30	iotids	iotid	NOUN
sc-2345	391	31	on	on	ADP
sc-2345	391	32	raspberry	raspberry	NOUN
sc-2345	391	33	pi	pi	NOUN
sc-2345	391	34	using	use	VERB
sc-2345	391	35	correlation	correlation	NOUN
sc-2345	391	36	-	-	PUNCT
sc-2345	391	37	based	base	VERB
sc-2345	391	38	feature	feature	NOUN
sc-2345	391	39	selection	selection	NOUN
sc-2345	391	40	and	and	CCONJ
sc-2345	391	41	its	its	PRON
sc-2345	391	42	performance	performance	NOUN
sc-2345	391	43	evaluation	evaluation	NOUN
sc-2345	391	44	.	.	PUNCT
sc-2345	392	1	in	in	ADP
sc-2345	392	2	international	international	ADJ
sc-2345	392	3	conference	conference	NOUN
sc-2345	392	4	on	on	ADP
sc-2345	392	5	advanced	advanced	ADJ
sc-2345	392	6	information	information	NOUN
sc-2345	392	7	networking	networking	NOUN
sc-2345	392	8	and	and	CCONJ
sc-2345	392	9	applications	application	NOUN
sc-2345	392	10	(	(	PUNCT
sc-2345	392	11	springer	springer	NOUN
sc-2345	392	12	):	):	PUNCT
sc-2345	392	13	458–469	458–469	NUM
sc-2345	392	14	.	.	PUNCT
sc-2345	393	1	[	[	X
sc-2345	393	2	26	26	NUM
sc-2345	393	3	]	]	X
sc-2345	393	4	sumanth	sumanth	NOUN
sc-2345	393	5	,	,	PUNCT
sc-2345	393	6	r.	r.	PROPN
sc-2345	393	7	and	and	CCONJ
sc-2345	393	8	bhanu	bhanu	PROPN
sc-2345	393	9	,	,	PUNCT
sc-2345	393	10	k.	k.	PROPN
sc-2345	393	11	(	(	PUNCT
sc-2345	393	12	2020	2020	NUM
sc-2345	393	13	)	)	PUNCT
sc-2345	393	14	raspberry	raspberry	NOUN
sc-2345	393	15	pi	pi	NOUN
sc-2345	393	16	based	base	VERB
sc-2345	393	17	intrusion	intrusion	NOUN
sc-2345	393	18	detection	detection	NOUN
sc-2345	393	19	system	system	NOUN
sc-2345	393	20	using	use	VERB
sc-2345	393	21	k	k	NOUN
sc-2345	393	22	-	-	PUNCT
sc-2345	393	23	means	mean	VERB
sc-2345	393	24	clustering	clustering	ADJ
sc-2345	393	25	algorithm	algorithm	NOUN
sc-2345	393	26	.	.	PUNCT
sc-2345	394	1	in	in	ADP
sc-2345	394	2	2020	2020	NUM
sc-2345	394	3	second	second	ADJ
sc-2345	394	4	international	international	ADJ
sc-2345	394	5	conference	conference	NOUN
sc-2345	394	6	on	on	ADP
sc-2345	394	7	inventive	inventive	ADJ
sc-2345	394	8	research	research	NOUN
sc-2345	394	9	in	in	ADP
sc-2345	394	10	computing	computing	NOUN
sc-2345	394	11	applications	application	NOUN
sc-2345	394	12	(	(	PUNCT
sc-2345	394	13	icirca	icirca	PROPN
sc-2345	394	14	)	)	PUNCT
sc-2345	394	15	(	(	PUNCT
sc-2345	394	16	ieee	ieee	NOUN
sc-2345	394	17	):	):	PUNCT
sc-2345	394	18	221–229	221–229	NUM
sc-2345	394	19	.	.	PUNCT
sc-2345	395	1	[	[	X
sc-2345	395	2	27	27	NUM
sc-2345	395	3	]	]	X
sc-2345	395	4	malikovich	malikovich	NOUN
sc-2345	395	5	,	,	PUNCT
sc-2345	395	6	k.m	k.m	PROPN
sc-2345	395	7	.	.	PROPN
sc-2345	395	8	,	,	PUNCT
sc-2345	395	9	rajaboevich	rajaboevich	PROPN
sc-2345	395	10	,	,	PUNCT
sc-2345	395	11	g.s	g.s	PROPN
sc-2345	395	12	.	.	PROPN
sc-2345	395	13	and	and	CCONJ
sc-2345	395	14	karamatovich	karamatovich	PROPN
sc-2345	395	15	,	,	PUNCT
sc-2345	395	16	y.b	y.b	PROPN
sc-2345	395	17	.	.	PROPN
sc-2345	395	18	(	(	PUNCT
sc-2345	395	19	2019	2019	NUM
sc-2345	395	20	)	)	PUNCT
sc-2345	395	21	method	method	NOUN
sc-2345	395	22	of	of	ADP
sc-2345	395	23	constucting	constucte	VERB
sc-2345	395	24	packet	packet	NOUN
sc-2345	395	25	filtering	filtering	NOUN
sc-2345	395	26	rules	rule	NOUN
sc-2345	395	27	.	.	PUNCT
sc-2345	396	1	in	in	ADP
sc-2345	396	2	2019	2019	NUM
sc-2345	396	3	international	international	ADJ
sc-2345	396	4	conference	conference	NOUN
sc-2345	396	5	on	on	ADP
sc-2345	396	6	information	information	NOUN
sc-2345	396	7	science	science	NOUN
sc-2345	396	8	and	and	CCONJ
sc-2345	396	9	communications	communication	NOUN
sc-2345	396	10	technologies	technology	NOUN
sc-2345	396	11	(	(	PUNCT
sc-2345	396	12	icisct	icisct	PROPN
sc-2345	396	13	)	)	PUNCT
sc-2345	396	14	(	(	PUNCT
sc-2345	396	15	ieee	ieee	PROPN
sc-2345	396	16	):	):	PUNCT
sc-2345	396	17	1–4	1–4	PROPN
sc-2345	396	18	.	.	PUNCT
sc-2345	397	1	[	[	X
sc-2345	397	2	28	28	NUM
sc-2345	397	3	]	]	X
sc-2345	397	4	meng	meng	PROPN
sc-2345	397	5	,	,	PUNCT
sc-2345	397	6	w.	w.	PROPN
sc-2345	397	7	,	,	PUNCT
sc-2345	397	8	li	li	PROPN
sc-2345	397	9	,	,	PUNCT
sc-2345	397	10	w.	w.	PROPN
sc-2345	397	11	and	and	CCONJ
sc-2345	397	12	kwok	kwok	PROPN
sc-2345	397	13	,	,	PUNCT
sc-2345	397	14	l.f	l.f	PROPN
sc-2345	397	15	.	.	PROPN
sc-2345	397	16	(	(	PUNCT
sc-2345	397	17	2017	2017	NUM
sc-2345	397	18	)	)	PUNCT
sc-2345	397	19	towards	towards	ADP
sc-2345	397	20	effective	effective	ADJ
sc-2345	397	21	trust	trust	NOUN
sc-2345	397	22	-	-	PUNCT
sc-2345	397	23	based	base	VERB
sc-2345	397	24	packet	packet	NOUN
sc-2345	397	25	filtering	filtering	NOUN
sc-2345	397	26	in	in	ADP
sc-2345	397	27	collaborative	collaborative	ADJ
sc-2345	397	28	network	network	NOUN
sc-2345	397	29	environments	environment	NOUN
sc-2345	397	30	.	.	PUNCT
sc-2345	398	1	ieee	ieee	NOUN
sc-2345	398	2	transactions	transaction	NOUN
sc-2345	398	3	on	on	ADP
sc-2345	398	4	network	network	NOUN
sc-2345	398	5	and	and	CCONJ
sc-2345	398	6	service	service	NOUN
sc-2345	398	7	management	management	NOUN
sc-2345	398	8	14(1	14(1	NUM
sc-2345	398	9	):	):	PUNCT
sc-2345	398	10	233–245	233–245	NUM
sc-2345	398	11	.	.	PUNCT
sc-2345	399	1	[	[	X
sc-2345	399	2	29	29	NUM
sc-2345	399	3	]	]	SYM
sc-2345	399	4	serdechnyi	serdechnyi	PROPN
sc-2345	399	5	,	,	PUNCT
sc-2345	399	6	v.	v.	PROPN
sc-2345	399	7	,	,	PUNCT
sc-2345	399	8	barkovska	barkovska	PROPN
sc-2345	399	9	,	,	PUNCT
sc-2345	399	10	o.	o.	PROPN
sc-2345	399	11	,	,	PUNCT
sc-2345	399	12	rosinskiy	rosinskiy	PROPN
sc-2345	399	13	,	,	PUNCT
sc-2345	399	14	d.	d.	PROPN
sc-2345	399	15	,	,	PUNCT
sc-2345	399	16	axak	axak	VERB
sc-2345	399	17	,	,	PUNCT
sc-2345	399	18	n.	n.	PROPN
sc-2345	399	19	and	and	CCONJ
sc-2345	399	20	korablyov	korablyov	PROPN
sc-2345	399	21	,	,	PUNCT
sc-2345	399	22	m.	m.	NOUN
sc-2345	399	23	(	(	PUNCT
sc-2345	399	24	2019	2019	NUM
sc-2345	399	25	)	)	PUNCT
sc-2345	399	26	model	model	NOUN
sc-2345	399	27	of	of	ADP
sc-2345	399	28	the	the	DET
sc-2345	399	29	internet	internet	NOUN
sc-2345	399	30	traffic	traffic	NOUN
sc-2345	399	31	filtering	filtering	NOUN
sc-2345	399	32	system	system	NOUN
sc-2345	399	33	to	to	PART
sc-2345	399	34	ensure	ensure	VERB
sc-2345	399	35	safe	safe	ADJ
sc-2345	399	36	web	web	NOUN
sc-2345	399	37	surfing	surfing	NOUN
sc-2345	399	38	.	.	PUNCT
sc-2345	400	1	in	in	ADP
sc-2345	400	2	international	international	ADJ
sc-2345	400	3	scientific	scientific	ADJ
sc-2345	400	4	conference	conference	NOUN
sc-2345	400	5	“	"	PUNCT
sc-2345	400	6	intellectual	intellectual	ADJ
sc-2345	400	7	systems	system	NOUN
sc-2345	400	8	of	of	ADP
sc-2345	400	9	decision	decision	NOUN
sc-2345	400	10	making	making	NOUN
sc-2345	400	11	and	and	CCONJ
sc-2345	400	12	problem	problem	NOUN
sc-2345	400	13	of	of	ADP
sc-2345	400	14	computational	computational	ADJ
sc-2345	400	15	intelligence	intelligence	NOUN
sc-2345	400	16	”	"	PUNCT
sc-2345	400	17	(	(	PUNCT
sc-2345	400	18	springer	springer	NOUN
sc-2345	400	19	):	):	PUNCT
sc-2345	400	20	133–147	133–147	NUM
sc-2345	400	21	.	.	PUNCT
sc-2345	401	1	[	[	X
sc-2345	401	2	30	30	NUM
sc-2345	401	3	]	]	X
sc-2345	401	4	yu	yu	PROPN
sc-2345	401	5	,	,	PUNCT
sc-2345	401	6	b.	b.	PROPN
sc-2345	401	7	,	,	PUNCT
sc-2345	401	8	fang	fang	PROPN
sc-2345	401	9	,	,	PUNCT
sc-2345	401	10	y.	y.	PROPN
sc-2345	401	11	,	,	PUNCT
sc-2345	401	12	yang	yang	PROPN
sc-2345	401	13	,	,	PUNCT
sc-2345	401	14	q.	q.	PROPN
sc-2345	401	15	,	,	PUNCT
sc-2345	401	16	tang	tang	PROPN
sc-2345	401	17	,	,	PUNCT
sc-2345	401	18	y.	y.	PROPN
sc-2345	401	19	and	and	CCONJ
sc-2345	401	20	liu	liu	PROPN
sc-2345	401	21	,	,	PUNCT
sc-2345	401	22	l.	l.	PROPN
sc-2345	401	23	(	(	PUNCT
sc-2345	401	24	2018	2018	NUM
sc-2345	401	25	)	)	PUNCT
sc-2345	401	26	a	a	DET
sc-2345	401	27	survey	survey	NOUN
sc-2345	401	28	of	of	ADP
sc-2345	401	29	malware	malware	NOUN
sc-2345	401	30	behavior	behavior	NOUN
sc-2345	401	31	description	description	NOUN
sc-2345	401	32	and	and	CCONJ
sc-2345	401	33	analysis	analysis	NOUN
sc-2345	401	34	.	.	PUNCT
sc-2345	402	1	frontiers	frontier	NOUN
sc-2345	402	2	of	of	ADP
sc-2345	402	3	information	information	NOUN
sc-2345	402	4	technology	technology	PROPN
sc-2345	402	5	&	&	CCONJ
sc-2345	402	6	electronic	electronic	ADJ
sc-2345	402	7	engineering	engineering	NOUN
sc-2345	402	8	19(5	19(5	NUM
sc-2345	402	9	):	):	PUNCT
sc-2345	402	10	583–603	583–603	NUM
sc-2345	402	11	.	.	PUNCT
sc-2345	403	1	[	[	X
sc-2345	403	2	31	31	NUM
sc-2345	403	3	]	]	PUNCT
sc-2345	403	4	bulygin	bulygin	NOUN
sc-2345	403	5	,	,	PUNCT
sc-2345	403	6	m.	m.	NOUN
sc-2345	403	7	and	and	CCONJ
sc-2345	403	8	namiot	namiot	NOUN
sc-2345	403	9	,	,	PUNCT
sc-2345	403	10	d.	d.	PROPN
sc-2345	403	11	(	(	PUNCT
sc-2345	403	12	2021	2021	NUM
sc-2345	403	13	)	)	PUNCT
sc-2345	403	14	anomaly	anomaly	NOUN
sc-2345	403	15	detection	detection	NOUN
sc-2345	403	16	method	method	NOUN
sc-2345	403	17	for	for	ADP
sc-2345	403	18	aggregated	aggregate	VERB
sc-2345	403	19	cellular	cellular	ADJ
sc-2345	403	20	operator	operator	NOUN
sc-2345	403	21	data	datum	NOUN
sc-2345	403	22	.	.	PUNCT
sc-2345	404	1	in	in	ADP
sc-2345	404	2	2021	2021	NUM
sc-2345	404	3	28th	28th	ADJ
sc-2345	404	4	conference	conference	NOUN
sc-2345	404	5	of	of	ADP
sc-2345	404	6	open	open	ADJ
sc-2345	404	7	innovations	innovation	NOUN
sc-2345	404	8	association	association	NOUN
sc-2345	404	9	(	(	PUNCT
sc-2345	404	10	fruct	fruct	PROPN
sc-2345	404	11	)	)	PUNCT
sc-2345	404	12	(	(	PUNCT
sc-2345	404	13	ieee	ieee	NOUN
sc-2345	404	14	):	):	PUNCT
sc-2345	404	15	42–48	42–48	PROPN
sc-2345	404	16	.	.	PUNCT
sc-2345	405	1	[	[	X
sc-2345	405	2	32	32	NUM
sc-2345	405	3	]	]	PUNCT
sc-2345	405	4	pang	pang	NOUN
sc-2345	405	5	,	,	PUNCT
sc-2345	405	6	g.	g.	PROPN
sc-2345	405	7	,	,	PUNCT
sc-2345	405	8	shen	shen	PROPN
sc-2345	405	9	,	,	PUNCT
sc-2345	405	10	c.	c.	PROPN
sc-2345	405	11	,	,	PUNCT
sc-2345	405	12	cao	cao	PROPN
sc-2345	405	13	,	,	PUNCT
sc-2345	405	14	l.	l.	PROPN
sc-2345	405	15	and	and	CCONJ
sc-2345	405	16	hengel	hengel	PROPN
sc-2345	405	17	,	,	PUNCT
sc-2345	405	18	a.v.d	a.v.d	NOUN
sc-2345	405	19	.	.	PUNCT
sc-2345	405	20	(	(	PUNCT
sc-2345	405	21	2021	2021	NUM
sc-2345	405	22	)	)	PUNCT
sc-2345	405	23	deep	deep	ADJ
sc-2345	405	24	learning	learning	NOUN
sc-2345	405	25	for	for	ADP
sc-2345	405	26	anomaly	anomaly	NOUN
sc-2345	405	27	detection	detection	NOUN
sc-2345	405	28	:	:	PUNCT
sc-2345	405	29	a	a	DET
sc-2345	405	30	review	review	NOUN
sc-2345	405	31	.	.	PUNCT
sc-2345	405	32	acm	acm	PROPN
sc-2345	405	33	computing	computing	NOUN
sc-2345	405	34	surveys	survey	NOUN
sc-2345	405	35	(	(	PUNCT
sc-2345	405	36	csur	csur	NOUN
sc-2345	405	37	)	)	PUNCT
sc-2345	405	38	54(2	54(2	NOUN
sc-2345	405	39	):	):	PUNCT
sc-2345	405	40	1–38	1–38	PROPN
sc-2345	405	41	.	.	PUNCT
sc-2345	406	1	[	[	X
sc-2345	406	2	33	33	NUM
sc-2345	406	3	]	]	PUNCT
sc-2345	406	4	sihwail	sihwail	NOUN
sc-2345	406	5	,	,	PUNCT
sc-2345	406	6	r.	r.	PROPN
sc-2345	406	7	,	,	PUNCT
sc-2345	406	8	omar	omar	PROPN
sc-2345	406	9	,	,	PUNCT
sc-2345	406	10	k.	k.	PROPN
sc-2345	406	11	and	and	CCONJ
sc-2345	406	12	ariffin	ariffin	PROPN
sc-2345	406	13	,	,	PUNCT
sc-2345	406	14	k.a.z	k.a.z	PROPN
sc-2345	406	15	.	.	PUNCT
sc-2345	406	16	(	(	PUNCT
sc-2345	406	17	2018	2018	NUM
sc-2345	406	18	)	)	PUNCT
sc-2345	406	19	a	a	DET
sc-2345	406	20	survey	survey	NOUN
sc-2345	406	21	on	on	ADP
sc-2345	406	22	malware	malware	NOUN
sc-2345	406	23	analysis	analysis	NOUN
sc-2345	406	24	techniques	technique	NOUN
sc-2345	406	25	:	:	PUNCT
sc-2345	406	26	static	static	ADJ
sc-2345	406	27	,	,	PUNCT
sc-2345	406	28	dynamic	dynamic	ADJ
sc-2345	406	29	,	,	PUNCT
sc-2345	406	30	hybrid	hybrid	ADJ
sc-2345	406	31	and	and	CCONJ
sc-2345	406	32	memory	memory	NOUN
sc-2345	406	33	analysis	analysis	NOUN
sc-2345	406	34	.	.	PUNCT
sc-2345	407	1	international	international	ADJ
sc-2345	407	2	journal	journal	PROPN
sc-2345	407	3	on	on	ADP
sc-2345	407	4	advanced	advanced	ADJ
sc-2345	407	5	science	science	NOUN
sc-2345	407	6	,	,	PUNCT
sc-2345	407	7	engineering	engineering	NOUN
sc-2345	407	8	and	and	CCONJ
sc-2345	407	9	information	information	NOUN
sc-2345	407	10	technology	technology	NOUN
sc-2345	407	11	8(4	8(4	NOUN
sc-2345	407	12	-	-	SYM
sc-2345	407	13	2	2	NUM
sc-2345	407	14	):	):	PUNCT
sc-2345	407	15	1662	1662	NUM
sc-2345	407	16	.	.	PUNCT
sc-2345	408	1	[	[	X
sc-2345	408	2	34	34	NUM
sc-2345	408	3	]	]	SYM
sc-2345	408	4	ijaz	ijaz	PROPN
sc-2345	408	5	,	,	PUNCT
sc-2345	408	6	m.	m.	NOUN
sc-2345	408	7	,	,	PUNCT
sc-2345	408	8	durad	durad	PROPN
sc-2345	408	9	,	,	PUNCT
sc-2345	408	10	m.h	m.h	PROPN
sc-2345	408	11	.	.	PROPN
sc-2345	408	12	and	and	CCONJ
sc-2345	408	13	ismail	ismail	PROPN
sc-2345	408	14	,	,	PUNCT
sc-2345	408	15	m.	m.	NOUN
sc-2345	408	16	(	(	PUNCT
sc-2345	408	17	2019	2019	NUM
sc-2345	408	18	)	)	PUNCT
sc-2345	408	19	static	static	ADJ
sc-2345	408	20	and	and	CCONJ
sc-2345	408	21	dynamic	dynamic	ADJ
sc-2345	408	22	malware	malware	NOUN
sc-2345	408	23	analysis	analysis	NOUN
sc-2345	408	24	using	use	VERB
sc-2345	408	25	machine	machine	NOUN
sc-2345	408	26	learning	learning	NOUN
sc-2345	408	27	.	.	PUNCT
sc-2345	409	1	in	in	ADP
sc-2345	409	2	2019	2019	NUM
sc-2345	409	3	16th	16th	ADJ
sc-2345	409	4	international	international	ADJ
sc-2345	409	5	bhurban	bhurban	ADJ
sc-2345	409	6	conference	conference	NOUN
sc-2345	409	7	on	on	ADP
sc-2345	409	8	applied	apply	VERB
sc-2345	409	9	sciences	science	NOUN
sc-2345	409	10	and	and	CCONJ
sc-2345	409	11	technology	technology	NOUN
sc-2345	409	12	(	(	PUNCT
sc-2345	409	13	ibcast	ibcast	NOUN
sc-2345	409	14	)	)	PUNCT
sc-2345	409	15	(	(	PUNCT
sc-2345	409	16	ieee	ieee	NOUN
sc-2345	409	17	):	):	PUNCT
sc-2345	409	18	687–691	687–691	NUM
sc-2345	409	19	.	.	PUNCT
sc-2345	409	20	14	14	NUM
sc-2345	409	21	sreenivas	sreenivas	PROPN
sc-2345	409	22	sremath	sremath	PROPN
sc-2345	409	23	tirumala	tirumala	PROPN
sc-2345	409	24	,	,	PUNCT
sc-2345	409	25	narayan	narayan	PROPN
sc-2345	409	26	nepal	nepal	PROPN
sc-2345	409	27	and	and	CCONJ
sc-2345	409	28	sayan	sayan	PROPN
sc-2345	409	29	kumar	kumar	PROPN
sc-2345	409	30	ray	ray	PROPN
sc-2345	409	31	eai	eai	PROPN
sc-2345	409	32	endorsed	endorse	VERB
sc-2345	409	33	transactions	transaction	NOUN
sc-2345	409	34	on	on	ADP
sc-2345	409	35	smart	smart	ADJ
sc-2345	409	36	cities	city	NOUN
sc-2345	409	37	03	03	NUM
sc-2345	409	38	2022	2022	NUM
sc-2345	409	39	09	09	NUM
sc-2345	409	40	2022	2022	NUM
sc-2345	409	41	|	|	ADV
sc-2345	409	42	volume	volume	NOUN
sc-2345	409	43	6	6	NUM
sc-2345	409	44	|	|	NOUN
sc-2345	409	45	issue	issue	NOUN
sc-2345	409	46	18	18	NUM
sc-2345	409	47	|	|	NOUN
sc-2345	409	48	e4	e4	PROPN
sc-2345	409	49	https://doi.org/10.1109/comsnets48256.2020.9027373	https://doi.org/10.1109/comsnets48256.2020.9027373	VERB
sc-2345	409	50	https://doi.org/10.1109/comsnets48256.2020.9027373	https://doi.org/10.1109/comsnets48256.2020.9027373	NOUN
sc-2345	409	51	[	[	X
sc-2345	409	52	35	35	NUM
sc-2345	409	53	]	]	SYM
sc-2345	409	54	ding	ding	NOUN
sc-2345	409	55	,	,	PUNCT
sc-2345	409	56	j.	j.	PROPN
sc-2345	409	57	,	,	PUNCT
sc-2345	409	58	chen	chen	PROPN
sc-2345	409	59	,	,	PUNCT
sc-2345	409	60	z.	z.	PROPN
sc-2345	409	61	,	,	PUNCT
sc-2345	409	62	zhao	zhao	PROPN
sc-2345	409	63	,	,	PUNCT
sc-2345	409	64	y.	y.	PROPN
sc-2345	409	65	,	,	PUNCT
sc-2345	409	66	su	su	PROPN
sc-2345	409	67	,	,	PUNCT
sc-2345	409	68	h.	h.	PROPN
sc-2345	409	69	,	,	PUNCT
sc-2345	409	70	guo	guo	PROPN
sc-2345	409	71	,	,	PUNCT
sc-2345	409	72	y.	y.	PROPN
sc-2345	409	73	and	and	CCONJ
sc-2345	409	74	sun	sun	PROPN
sc-2345	409	75	,	,	PUNCT
sc-2345	409	76	e.	e.	PROPN
sc-2345	409	77	(	(	PUNCT
sc-2345	409	78	2017	2017	NUM
sc-2345	409	79	)	)	PUNCT
sc-2345	409	80	mget	mget	NOUN
sc-2345	409	81	:	:	PUNCT
sc-2345	409	82	malware	malware	NOUN
sc-2345	409	83	gene	gene	NOUN
sc-2345	409	84	-	-	PUNCT
sc-2345	409	85	based	base	VERB
sc-2345	409	86	malware	malware	NOUN
sc-2345	409	87	dynamic	dynamic	ADJ
sc-2345	409	88	analyses	analysis	NOUN
sc-2345	409	89	.	.	PUNCT
sc-2345	410	1	in	in	ADP
sc-2345	410	2	proceedings	proceeding	NOUN
sc-2345	410	3	of	of	ADP
sc-2345	410	4	the	the	DET
sc-2345	410	5	2017	2017	NUM
sc-2345	410	6	international	international	ADJ
sc-2345	410	7	conference	conference	NOUN
sc-2345	410	8	on	on	ADP
sc-2345	410	9	cryptography	cryptography	NOUN
sc-2345	410	10	,	,	PUNCT
sc-2345	410	11	security	security	NOUN
sc-2345	410	12	and	and	CCONJ
sc-2345	410	13	privacy	privacy	NOUN
sc-2345	410	14	:	:	PUNCT
sc-2345	410	15	96–101	96–101	NUM
sc-2345	410	16	.	.	PUNCT
sc-2345	411	1	[	[	X
sc-2345	411	2	36	36	NUM
sc-2345	411	3	]	]	X
sc-2345	411	4	naidu	naidu	PROPN
sc-2345	411	5	,	,	PUNCT
sc-2345	411	6	v.j	v.j	PROPN
sc-2345	411	7	.	.	PROPN
sc-2345	411	8	(	(	PUNCT
sc-2345	411	9	2018	2018	NUM
sc-2345	411	10	)	)	PUNCT
sc-2345	411	11	identifying	identify	VERB
sc-2345	411	12	polymorphic	polymorphic	ADJ
sc-2345	411	13	malware	malware	NOUN
sc-2345	411	14	variants	variant	NOUN
sc-2345	411	15	using	use	VERB
sc-2345	411	16	biosequence	biosequence	NOUN
sc-2345	411	17	analysis	analysis	NOUN
sc-2345	411	18	techniques	technique	NOUN
sc-2345	411	19	.	.	PUNCT
sc-2345	412	1	ph.d	ph.d	PROPN
sc-2345	412	2	.	.	PUNCT
sc-2345	413	1	thesis	thesis	PROPN
sc-2345	413	2	,	,	PUNCT
sc-2345	413	3	auckland	auckland	PROPN
sc-2345	413	4	university	university	PROPN
sc-2345	413	5	of	of	ADP
sc-2345	413	6	technology	technology	NOUN
sc-2345	413	7	.	.	PUNCT
sc-2345	414	1	[	[	X
sc-2345	414	2	37	37	NUM
sc-2345	414	3	]	]	PUNCT
sc-2345	414	4	siddiqui	siddiqui	NOUN
sc-2345	414	5	,	,	PUNCT
sc-2345	414	6	m.	m.	NOUN
sc-2345	414	7	,	,	PUNCT
sc-2345	414	8	wang	wang	PROPN
sc-2345	414	9	,	,	PUNCT
sc-2345	414	10	m.c	m.c	PROPN
sc-2345	414	11	.	.	PROPN
sc-2345	414	12	and	and	CCONJ
sc-2345	414	13	lee	lee	PROPN
sc-2345	414	14	,	,	PUNCT
sc-2345	414	15	j.	j.	PROPN
sc-2345	414	16	(	(	PUNCT
sc-2345	414	17	2008	2008	NUM
sc-2345	414	18	)	)	PUNCT
sc-2345	414	19	a	a	DET
sc-2345	414	20	survey	survey	NOUN
sc-2345	414	21	of	of	ADP
sc-2345	414	22	data	datum	NOUN
sc-2345	414	23	mining	mining	NOUN
sc-2345	414	24	techniques	technique	NOUN
sc-2345	414	25	for	for	ADP
sc-2345	414	26	malware	malware	NOUN
sc-2345	414	27	detection	detection	NOUN
sc-2345	414	28	using	use	VERB
sc-2345	414	29	file	file	NOUN
sc-2345	414	30	features	feature	NOUN
sc-2345	414	31	.	.	PUNCT
sc-2345	415	1	in	in	ADP
sc-2345	415	2	proceedings	proceeding	NOUN
sc-2345	415	3	of	of	ADP
sc-2345	415	4	the	the	DET
sc-2345	415	5	46th	46th	ADJ
sc-2345	415	6	annual	annual	ADJ
sc-2345	415	7	southeast	southeast	ADJ
sc-2345	415	8	regional	regional	ADJ
sc-2345	415	9	conference	conference	NOUN
sc-2345	415	10	on	on	ADP
sc-2345	415	11	xx	xx	NUM
sc-2345	415	12	:	:	PUNCT
sc-2345	415	13	509–510	509–510	NUM
sc-2345	415	14	.	.	PUNCT
sc-2345	416	1	[	[	X
sc-2345	416	2	38	38	NUM
sc-2345	416	3	]	]	X
sc-2345	416	4	jang	jang	PROPN
sc-2345	416	5	,	,	PUNCT
sc-2345	416	6	e.g.	e.g.	ADV
sc-2345	416	7	,	,	PUNCT
sc-2345	416	8	lee	lee	PROPN
sc-2345	416	9	,	,	PUNCT
sc-2345	416	10	s.j	s.j	PROPN
sc-2345	416	11	.	.	PROPN
sc-2345	416	12	and	and	CCONJ
sc-2345	416	13	lee	lee	PROPN
sc-2345	416	14	,	,	PUNCT
sc-2345	416	15	j.i	j.i	PROPN
sc-2345	416	16	.	.	PROPN
sc-2345	416	17	(	(	PUNCT
sc-2345	416	18	2014	2014	NUM
sc-2345	416	19	)	)	PUNCT
sc-2345	416	20	a	a	DET
sc-2345	416	21	study	study	NOUN
sc-2345	416	22	on	on	ADP
sc-2345	416	23	similarity	similarity	NOUN
sc-2345	416	24	comparison	comparison	NOUN
sc-2345	416	25	for	for	ADP
sc-2345	416	26	file	file	NOUN
sc-2345	416	27	dna	dna	NOUN
sc-2345	416	28	-	-	PUNCT
sc-2345	416	29	based	base	VERB
sc-2345	416	30	metamorphic	metamorphic	ADJ
sc-2345	416	31	malware	malware	NOUN
sc-2345	416	32	detection	detection	NOUN
sc-2345	416	33	.	.	PUNCT
sc-2345	417	1	journal	journal	NOUN
sc-2345	417	2	of	of	ADP
sc-2345	417	3	the	the	DET
sc-2345	417	4	korea	korea	PROPN
sc-2345	417	5	society	society	NOUN
sc-2345	417	6	of	of	ADP
sc-2345	417	7	computer	computer	NOUN
sc-2345	417	8	and	and	CCONJ
sc-2345	417	9	information	information	NOUN
sc-2345	417	10	19(1	19(1	NUM
sc-2345	417	11	):	):	PUNCT
sc-2345	417	12	85–94	85–94	NUM
sc-2345	417	13	.	.	PUNCT
sc-2345	418	1	[	[	X
sc-2345	418	2	39	39	NUM
sc-2345	418	3	]	]	X
sc-2345	418	4	chen	chen	PROPN
sc-2345	418	5	,	,	PUNCT
sc-2345	418	6	l.	l.	PROPN
sc-2345	418	7	,	,	PUNCT
sc-2345	418	8	xia	xia	PROPN
sc-2345	418	9	,	,	PUNCT
sc-2345	418	10	c.	c.	PROPN
sc-2345	418	11	,	,	PUNCT
sc-2345	418	12	lei	lei	PROPN
sc-2345	418	13	,	,	PUNCT
sc-2345	418	14	s.	s.	PROPN
sc-2345	418	15	and	and	CCONJ
sc-2345	418	16	wang	wang	PROPN
sc-2345	418	17	,	,	PUNCT
sc-2345	418	18	t.	t.	PROPN
sc-2345	418	19	(	(	PUNCT
sc-2345	418	20	2021	2021	NUM
sc-2345	418	21	)	)	PUNCT
sc-2345	418	22	detection	detection	NOUN
sc-2345	418	23	,	,	PUNCT
sc-2345	418	24	traceability	traceability	NOUN
sc-2345	418	25	,	,	PUNCT
sc-2345	418	26	and	and	CCONJ
sc-2345	418	27	propagation	propagation	NOUN
sc-2345	418	28	of	of	ADP
sc-2345	418	29	mobile	mobile	ADJ
sc-2345	418	30	malware	malware	NOUN
sc-2345	418	31	threats	threat	NOUN
sc-2345	418	32	.	.	PUNCT
sc-2345	419	1	ieee	ieee	NOUN
sc-2345	419	2	access	access	NOUN
sc-2345	419	3	9	9	NUM
sc-2345	419	4	:	:	PUNCT
sc-2345	419	5	14576–14598	14576–14598	NUM
sc-2345	419	6	.	.	PUNCT
sc-2345	420	1	[	[	X
sc-2345	420	2	40	40	NUM
sc-2345	420	3	]	]	PUNCT
sc-2345	420	4	karbab	karbab	PROPN
sc-2345	420	5	,	,	PUNCT
sc-2345	420	6	e.b	e.b	PROPN
sc-2345	420	7	.	.	PROPN
sc-2345	420	8	,	,	PUNCT
sc-2345	420	9	debbabi	debbabi	PROPN
sc-2345	420	10	,	,	PUNCT
sc-2345	420	11	m.	m.	NOUN
sc-2345	420	12	and	and	CCONJ
sc-2345	420	13	mouheb	mouheb	NOUN
sc-2345	420	14	,	,	PUNCT
sc-2345	420	15	d.	d.	PROPN
sc-2345	420	16	(	(	PUNCT
sc-2345	420	17	2016	2016	NUM
sc-2345	420	18	)	)	PUNCT
sc-2345	420	19	fingerprinting	fingerprint	VERB
sc-2345	420	20	android	android	ADJ
sc-2345	420	21	packaging	packaging	NOUN
sc-2345	420	22	:	:	PUNCT
sc-2345	420	23	generating	generate	VERB
sc-2345	420	24	dnas	dna	NOUN
sc-2345	420	25	for	for	ADP
sc-2345	420	26	malware	malware	NOUN
sc-2345	420	27	detection	detection	NOUN
sc-2345	420	28	.	.	PUNCT
sc-2345	421	1	digital	digital	ADJ
sc-2345	421	2	investigation	investigation	NOUN
sc-2345	421	3	18	18	NUM
sc-2345	421	4	:	:	PUNCT
sc-2345	421	5	s33	s33	NOUN
sc-2345	421	6	–	–	PUNCT
sc-2345	421	7	s45	s45	VERB
sc-2345	421	8	.	.	PUNCT
sc-2345	422	1	[	[	X
sc-2345	422	2	41	41	NUM
sc-2345	422	3	]	]	X
sc-2345	422	4	han	han	PROPN
sc-2345	422	5	,	,	PUNCT
sc-2345	422	6	b.j	b.j	PROPN
sc-2345	422	7	.	.	PROPN
sc-2345	422	8	,	,	PUNCT
sc-2345	422	9	choi	choi	PROPN
sc-2345	422	10	,	,	PUNCT
sc-2345	422	11	y.h	y.h	PROPN
sc-2345	422	12	.	.	PROPN
sc-2345	422	13	and	and	CCONJ
sc-2345	422	14	bae	bae	PROPN
sc-2345	422	15	,	,	PUNCT
sc-2345	422	16	b.c	b.c	PROPN
sc-2345	422	17	.	.	PROPN
sc-2345	422	18	(	(	PUNCT
sc-2345	422	19	2013	2013	NUM
sc-2345	422	20	)	)	PUNCT
sc-2345	422	21	generating	generate	VERB
sc-2345	422	22	malware	malware	NOUN
sc-2345	422	23	dna	dna	NOUN
sc-2345	422	24	to	to	PART
sc-2345	422	25	classify	classify	VERB
sc-2345	422	26	the	the	DET
sc-2345	422	27	similar	similar	ADJ
sc-2345	422	28	malwares	malware	NOUN
sc-2345	422	29	.	.	PUNCT
sc-2345	423	1	journal	journal	NOUN
sc-2345	423	2	of	of	ADP
sc-2345	423	3	the	the	DET
sc-2345	423	4	korea	korea	PROPN
sc-2345	423	5	institute	institute	PROPN
sc-2345	423	6	of	of	ADP
sc-2345	423	7	information	information	PROPN
sc-2345	423	8	security	security	NOUN
sc-2345	423	9	&	&	CCONJ
sc-2345	423	10	cryptology	cryptology	NOUN
sc-2345	423	11	23(4	23(4	NOUN
sc-2345	423	12	):	):	PUNCT
sc-2345	423	13	679–694	679–694	NUM
sc-2345	423	14	.	.	PUNCT
sc-2345	424	1	[	[	X
sc-2345	424	2	42	42	NUM
sc-2345	424	3	]	]	X
sc-2345	424	4	tirumala	tirumala	PROPN
sc-2345	424	5	,	,	PUNCT
sc-2345	424	6	s.s	s.s	PROPN
sc-2345	424	7	.	.	PROPN
sc-2345	424	8	,	,	PUNCT
sc-2345	424	9	nepal	nepal	PROPN
sc-2345	424	10	,	,	PUNCT
sc-2345	424	11	n.	n.	NOUN
sc-2345	424	12	and	and	CCONJ
sc-2345	424	13	ray	ray	PROPN
sc-2345	424	14	,	,	PUNCT
sc-2345	424	15	s.k	s.k	PROPN
sc-2345	424	16	.	.	PROPN
sc-2345	424	17	(	(	PUNCT
sc-2345	424	18	2022	2022	NUM
sc-2345	424	19	)	)	PUNCT
sc-2345	424	20	raspberry	raspberry	NOUN
sc-2345	424	21	pi	pi	NOUN
sc-2345	424	22	-	-	PUNCT
sc-2345	424	23	based	base	VERB
sc-2345	424	24	intelligent	intelligent	ADJ
sc-2345	424	25	cyber	cyber	NOUN
sc-2345	424	26	defense	defense	NOUN
sc-2345	424	27	systems	system	NOUN
sc-2345	424	28	for	for	ADP
sc-2345	424	29	smes	sme	NOUN
sc-2345	424	30	:	:	PUNCT
sc-2345	424	31	an	an	DET
sc-2345	424	32	exploratory	exploratory	ADJ
sc-2345	424	33	study	study	NOUN
sc-2345	424	34	.	.	PUNCT
sc-2345	425	1	in	in	ADP
sc-2345	425	2	international	international	ADJ
sc-2345	425	3	summit	summit	NOUN
sc-2345	425	4	smart	smart	ADJ
sc-2345	425	5	city	city	NOUN
sc-2345	425	6	360	360	NUM
sc-2345	425	7	°	°	NOUN
sc-2345	425	8	(	(	PUNCT
sc-2345	425	9	springer	springer	NOUN
sc-2345	425	10	):	):	PUNCT
sc-2345	425	11	3–14	3–14	PROPN
sc-2345	425	12	.	.	PUNCT
sc-2345	426	1	[	[	X
sc-2345	426	2	43	43	NUM
sc-2345	426	3	]	]	X
sc-2345	426	4	tirumala	tirumala	PROPN
sc-2345	426	5	,	,	PUNCT
sc-2345	426	6	s.	s.	PROPN
sc-2345	426	7	,	,	PUNCT
sc-2345	426	8	jamil	jamil	PROPN
sc-2345	426	9	,	,	PUNCT
sc-2345	426	10	n.	n.	PROPN
sc-2345	426	11	and	and	CCONJ
sc-2345	426	12	malik	malik	PROPN
sc-2345	426	13	,	,	PUNCT
sc-2345	426	14	m.a	m.a	PROPN
sc-2345	426	15	.	.	PROPN
sc-2345	426	16	(	(	PUNCT
sc-2345	426	17	2018	2018	NUM
sc-2345	426	18	)	)	PUNCT
sc-2345	426	19	a	a	DET
sc-2345	426	20	deep	deep	ADJ
sc-2345	426	21	neural	neural	ADJ
sc-2345	426	22	network	network	NOUN
sc-2345	426	23	approach	approach	NOUN
sc-2345	426	24	for	for	ADP
sc-2345	426	25	classification	classification	NOUN
sc-2345	426	26	of	of	ADP
sc-2345	426	27	watermarked	watermarke	VERB
sc-2345	426	28	and	and	CCONJ
sc-2345	426	29	non	non	ADJ
sc-2345	426	30	-	-	ADJ
sc-2345	426	31	watermarked	watermarke	VERB
sc-2345	426	32	images	image	NOUN
sc-2345	426	33	.	.	PUNCT
sc-2345	427	1	in	in	ADP
sc-2345	427	2	international	international	ADJ
sc-2345	427	3	conference	conference	NOUN
sc-2345	427	4	on	on	ADP
sc-2345	427	5	intelligent	intelligent	ADJ
sc-2345	427	6	technologies	technology	NOUN
sc-2345	427	7	and	and	CCONJ
sc-2345	427	8	applications	application	NOUN
sc-2345	427	9	(	(	PUNCT
sc-2345	427	10	springer	springer	NOUN
sc-2345	427	11	):	):	PUNCT
sc-2345	427	12	779–784	779–784	NUM
sc-2345	427	13	.	.	NOUN
sc-2345	427	14	15	15	NUM
sc-2345	427	15	raspberry	raspberry	NOUN
sc-2345	427	16	pi	pi	NOUN
sc-2345	427	17	-	-	PUNCT
sc-2345	427	18	based	base	VERB
sc-2345	427	19	intelligent	intelligent	ADJ
sc-2345	427	20	cyber	cyber	NOUN
sc-2345	427	21	defense	defense	NOUN
sc-2345	427	22	systems	system	NOUN
sc-2345	427	23	for	for	ADP
sc-2345	427	24	smes	sme	NOUN
sc-2345	427	25	and	and	CCONJ
sc-2345	427	26	smart	smart	ADJ
sc-2345	427	27	-	-	PUNCT
sc-2345	427	28	homes	home	NOUN
sc-2345	427	29	:	:	PUNCT
sc-2345	427	30	an	an	DET
sc-2345	427	31	exploratory	exploratory	ADJ
sc-2345	427	32	study	study	NOUN
sc-2345	427	33	eai	eai	NOUN
sc-2345	427	34	endorsed	endorse	VERB
sc-2345	427	35	transactions	transaction	NOUN
sc-2345	427	36	on	on	ADP
sc-2345	427	37	smart	smart	ADJ
sc-2345	427	38	cities	city	NOUN
sc-2345	427	39	03	03	NUM
sc-2345	427	40	2022	2022	NUM
sc-2345	427	41	09	09	NUM
sc-2345	427	42	2022	2022	NUM
sc-2345	427	43	|	|	ADV
sc-2345	427	44	volume	volume	NOUN
sc-2345	427	45	6	6	NUM
sc-2345	427	46	|	|	NOUN
sc-2345	427	47	issue	issue	NOUN
sc-2345	427	48	18	18	NUM
sc-2345	427	49	|	|	NOUN
sc-2345	427	50	e4	e4	PROPN
sc-2345	427	51	1	1	NUM
sc-2345	427	52	introduction	introduction	NOUN
sc-2345	427	53	1.1	1.1	NUM
sc-2345	427	54	malware	malware	NOUN
sc-2345	427	55	detection	detection	NOUN
sc-2345	427	56	2	2	NUM
sc-2345	427	57	related	relate	VERB
sc-2345	427	58	work	work	NOUN
sc-2345	427	59	2.1	2.1	NUM
sc-2345	427	60	iot	iot	NOUN
sc-2345	427	61	based	base	VERB
sc-2345	427	62	ids	ids	PROPN
sc-2345	427	63	implementations	implementation	NOUN
sc-2345	427	64	filtering	filter	VERB
sc-2345	427	65	approaches	approach	VERB
sc-2345	427	66	key	key	ADJ
sc-2345	427	67	challenges	challenge	NOUN
sc-2345	427	68	to	to	PART
sc-2345	427	69	consider	consider	VERB
sc-2345	427	70	in	in	ADP
sc-2345	427	71	raspberry	raspberry	NOUN
sc-2345	427	72	pi	pi	NOUN
sc-2345	427	73	-	-	PUNCT
sc-2345	427	74	based	base	VERB
sc-2345	427	75	ids	id	NOUN
sc-2345	427	76	2.2	2.2	NUM
sc-2345	427	77	malware	malware	NOUN
sc-2345	427	78	detection	detection	NOUN
sc-2345	427	79	approaches	approach	VERB
sc-2345	427	80	dna	dna	PROPN
sc-2345	427	81	based	base	VERB
sc-2345	427	82	approaches	approach	NOUN
sc-2345	427	83	for	for	ADP
sc-2345	427	84	malware	malware	NOUN
sc-2345	427	85	detection	detection	NOUN
sc-2345	427	86	3	3	NUM
sc-2345	427	87	proposed	propose	VERB
sc-2345	427	88	testbed	testbe	VERB
sc-2345	427	89	for	for	ADP
sc-2345	427	90	the	the	DET
sc-2345	427	91	experiments	experiment	NOUN
sc-2345	427	92	3.1	3.1	NUM
sc-2345	427	93	raspberry	raspberry	NOUN
sc-2345	427	94	pi	pi	NOUN
sc-2345	427	95	as	as	ADP
sc-2345	427	96	an	an	DET
sc-2345	427	97	icds	icd	NOUN
sc-2345	427	98	:	:	PUNCT
sc-2345	427	99	from	from	ADP
sc-2345	427	100	perspective	perspective	NOUN
sc-2345	427	101	of	of	ADP
sc-2345	427	102	hardware	hardware	NOUN
sc-2345	427	103	capability	capability	NOUN
sc-2345	427	104	3.2	3.2	NUM
sc-2345	427	105	use	use	NOUN
sc-2345	427	106	of	of	ADP
sc-2345	427	107	raspberry	raspberry	NOUN
sc-2345	427	108	pi	pi	NOUN
sc-2345	427	109	as	as	ADP
sc-2345	427	110	an	an	DET
sc-2345	427	111	icds	icds	ADJ
sc-2345	427	112	4	4	NUM
sc-2345	427	113	experiment	experiment	NOUN
sc-2345	427	114	results	result	NOUN
sc-2345	427	115	and	and	CCONJ
sc-2345	427	116	discussion	discussion	NOUN
sc-2345	427	117	4.1	4.1	NUM
sc-2345	427	118	performance	performance	NOUN
sc-2345	427	119	of	of	ADP
sc-2345	427	120	the	the	DET
sc-2345	427	121	raspberry	raspberry	NOUN
sc-2345	427	122	pi	pi	NOUN
sc-2345	427	123	interfaces	interface	VERB
sc-2345	427	124	4.2	4.2	NUM
sc-2345	427	125	measurement	measurement	NOUN
sc-2345	427	126	of	of	ADP
sc-2345	427	127	latency	latency	NOUN
sc-2345	427	128	4.3	4.3	NUM
sc-2345	427	129	measurement	measurement	NOUN
sc-2345	427	130	of	of	ADP
sc-2345	427	131	download	download	NOUN
sc-2345	427	132	traffic	traffic	NOUN
sc-2345	427	133	throughput	throughput	PROPN
sc-2345	427	134	4.4	4.4	NUM
sc-2345	427	135	measurement	measurement	NOUN
sc-2345	427	136	of	of	ADP
sc-2345	427	137	upload	upload	VERB
sc-2345	427	138	traffic	traffic	NOUN
sc-2345	427	139	throughput	throughput	NOUN
sc-2345	427	140	4.5	4.5	NUM
sc-2345	427	141	dna	dna	PROPN
sc-2345	427	142	based	base	VERB
sc-2345	427	143	malware	malware	NOUN
sc-2345	427	144	detection	detection	NOUN
sc-2345	427	145	approach	approach	NOUN
sc-2345	427	146	using	use	VERB
sc-2345	427	147	deep	deep	ADJ
sc-2345	427	148	auto	auto	NOUN
sc-2345	427	149	encoders	encoder	NOUN
sc-2345	427	150	4.6	4.6	NUM
sc-2345	427	151	outcome	outcome	NOUN
sc-2345	427	152	of	of	ADP
sc-2345	427	153	dae	dae	NOUN
sc-2345	427	154	experiment	experiment	NOUN
sc-2345	427	155	5	5	NUM
sc-2345	427	156	known	know	VERB
sc-2345	427	157	limitations	limitation	NOUN
sc-2345	427	158	and	and	CCONJ
sc-2345	427	159	impact	impact	VERB
sc-2345	427	160	5.1	5.1	NUM
sc-2345	427	161	impact	impact	NOUN
sc-2345	427	162	of	of	ADP
sc-2345	427	163	the	the	DET
sc-2345	427	164	research	research	NOUN
sc-2345	427	165	6	6	NUM
sc-2345	427	166	conclusion	conclusion	NOUN
sc-2345	427	167	and	and	CCONJ
sc-2345	427	168	future	future	ADJ
sc-2345	427	169	work	work	NOUN