id	sid	tid	token	lemma	pos
cana-617	1	1	communications	communication	NOUN
cana-617	1	2	on	on	ADP
cana-617	1	3	applied	apply	VERB
cana-617	1	4	nonlinear	nonlinear	ADJ
cana-617	1	5	analysis	analysis	NOUN
cana-617	1	6	issn	issn	NOUN
cana-617	1	7	:	:	PUNCT
cana-617	1	8	1074	1074	NUM
cana-617	1	9	-	-	PUNCT
cana-617	1	10	133x	133x	NUM
cana-617	1	11	vol	vol	NOUN
cana-617	1	12	31	31	NUM
cana-617	1	13	no	no	NOUN
cana-617	1	14	.	.	PUNCT
cana-617	2	1	2s	2s	NUM
cana-617	2	2	(	(	PUNCT
cana-617	2	3	2024	2024	NUM
cana-617	2	4	)	)	PUNCT
cana-617	2	5	145	145	NUM
cana-617	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	2	7	mhid	mhid	PROPN
cana-617	2	8	:	:	PUNCT
cana-617	2	9	malware	malware	NOUN
cana-617	2	10	detection	detection	NOUN
cana-617	2	11	using	use	VERB
cana-617	2	12	hybrid	hybrid	ADJ
cana-617	2	13	honeypot	honeypot	NOUN
cana-617	2	14	and	and	CCONJ
cana-617	2	15	intrusion	intrusion	NOUN
cana-617	2	16	detection	detection	NOUN
cana-617	2	17	system	system	NOUN
cana-617	2	18	vinay	vinay	PROPN
cana-617	2	19	kumar	kumar	PROPN
cana-617	2	20	singh¹	singh¹	PROPN
cana-617	2	21	,	,	PUNCT
cana-617	2	22	raj	raj	PROPN
cana-617	2	23	sinha²	sinha²	PROPN
cana-617	2	24	,	,	PUNCT
cana-617	2	25	umang	umang	PROPN
cana-617	2	26	garg³	garg³	PROPN
cana-617	2	27	*	*	PROPN
cana-617	2	28	,	,	PUNCT
cana-617	2	29	rahul	rahul	PROPN
cana-617	2	30	kumar⁴	kumar⁴	PROPN
cana-617	2	31	*	*	PROPN
cana-617	2	32	,	,	PUNCT
cana-617	2	33	bhimasen	bhimasen	PROPN
cana-617	2	34	moharana⁵	moharana⁵	PROPN
cana-617	2	35	,	,	PUNCT
cana-617	2	36	parul	parul	NOUN
cana-617	2	37	goyal⁶	goyal⁶	PROPN
cana-617	2	38	1	1	NUM
cana-617	2	39	professor	professor	NOUN
cana-617	2	40	,	,	PUNCT
cana-617	2	41	school	school	NOUN
cana-617	2	42	of	of	ADP
cana-617	2	43	computer	computer	NOUN
cana-617	2	44	science	science	NOUN
cana-617	2	45	and	and	CCONJ
cana-617	2	46	engineering	engineering	NOUN
cana-617	2	47	,	,	PUNCT
cana-617	2	48	lovely	lovely	ADJ
cana-617	2	49	professional	professional	ADJ
cana-617	2	50	university	university	NOUN
cana-617	2	51	,	,	PUNCT
cana-617	2	52	punjab	punjab	PROPN
cana-617	2	53	,	,	PUNCT
cana-617	2	54	india	india	PROPN
cana-617	2	55	2assistant	2assistant	PROPN
cana-617	2	56	professor	professor	NOUN
cana-617	2	57	,	,	PUNCT
cana-617	2	58	school	school	NOUN
cana-617	2	59	of	of	ADP
cana-617	2	60	computer	computer	NOUN
cana-617	2	61	applications	application	NOUN
cana-617	2	62	,	,	PUNCT
cana-617	2	63	lovely	lovely	ADJ
cana-617	2	64	professional	professional	ADJ
cana-617	2	65	university	university	NOUN
cana-617	2	66	,	,	PUNCT
cana-617	2	67	punjab	punjab	PROPN
cana-617	2	68	,	,	PUNCT
cana-617	2	69	india	india	PROPN
cana-617	2	70	3	3	NUM
cana-617	2	71	,	,	PUNCT
cana-617	2	72	4associate	4associate	NUM
cana-617	2	73	professor	professor	NOUN
cana-617	2	74	,	,	PUNCT
cana-617	2	75	department	department	NOUN
cana-617	2	76	of	of	ADP
cana-617	2	77	computer	computer	NOUN
cana-617	2	78	science	science	PROPN
cana-617	2	79	&	&	CCONJ
cana-617	2	80	engineering	engineering	PROPN
cana-617	2	81	,	,	PUNCT
cana-617	2	82	amity	amity	NOUN
cana-617	2	83	school	school	NOUN
cana-617	2	84	of	of	ADP
cana-617	2	85	engineering	engineering	NOUN
cana-617	2	86	and	and	CCONJ
cana-617	2	87	technology	technology	NOUN
cana-617	2	88	,	,	PUNCT
cana-617	2	89	amity	amity	NOUN
cana-617	2	90	university	university	NOUN
cana-617	2	91	,	,	PUNCT
cana-617	2	92	gwalior	gwalior	PROPN
cana-617	2	93	,	,	PUNCT
cana-617	2	94	madhya	madhya	PROPN
cana-617	2	95	pradesh	pradesh	PROPN
cana-617	2	96	,	,	PUNCT
cana-617	2	97	india	india	PROPN
cana-617	2	98	5assistant	5assistant	NUM
cana-617	2	99	professor	professor	NOUN
cana-617	2	100	,	,	PUNCT
cana-617	2	101	school	school	NOUN
cana-617	2	102	of	of	ADP
cana-617	2	103	computer	computer	NOUN
cana-617	2	104	science	science	PROPN
cana-617	2	105	&	&	CCONJ
cana-617	2	106	engineering	engineering	PROPN
cana-617	2	107	,	,	PUNCT
cana-617	2	108	lovely	lovely	ADJ
cana-617	2	109	professional	professional	ADJ
cana-617	2	110	university	university	NOUN
cana-617	2	111	,	,	PUNCT
cana-617	2	112	punjab	punjab	PROPN
cana-617	2	113	,	,	PUNCT
cana-617	2	114	india	india	PROPN
cana-617	2	115	6professor	6professor	PROPN
cana-617	2	116	,	,	PUNCT
cana-617	2	117	computer	computer	NOUN
cana-617	2	118	science	science	NOUN
cana-617	2	119	&	&	CCONJ
cana-617	2	120	engineering	engineering	PROPN
cana-617	2	121	,	,	PUNCT
cana-617	2	122	m.	m.	NOUN
cana-617	2	123	m.	m.	NOUN
cana-617	2	124	engineering	engineering	PROPN
cana-617	2	125	college	college	PROPN
cana-617	2	126	,	,	PUNCT
cana-617	2	127	maharishi	maharishi	PROPN
cana-617	2	128	markandeshwar	markandeshwar	PROPN
cana-617	2	129	deemed	deem	VERB
cana-617	2	130	to	to	PART
cana-617	2	131	be	be	AUX
cana-617	2	132	university	university	NOUN
cana-617	2	133	,	,	PUNCT
cana-617	2	134	mullana	mullana	PROPN
cana-617	2	135	,	,	PUNCT
cana-617	2	136	ambala	ambala	PROPN
cana-617	2	137	,	,	PUNCT
cana-617	2	138	haryana	haryana	PROPN
cana-617	2	139	,	,	PUNCT
cana-617	2	140	india	india	PROPN
cana-617	2	141	1vks.vinaykumarsingh@gmail.com	1vks.vinaykumarsingh@gmail.com	PROPN
cana-617	2	142	,	,	PUNCT
cana-617	2	143	2rajsinha2310@gmail.com	2rajsinha2310@gmail.com	NUM
cana-617	2	144	,	,	PUNCT
cana-617	2	145	3umangarg@gmail.com	3umangarg@gmail.com	NUM
cana-617	2	146	,	,	PUNCT
cana-617	2	147	4rahulkumar1680@gmail.com	4rahulkumar1680@gmail.com	NUM
cana-617	2	148	,	,	PUNCT
cana-617	2	149	5bhimasen.moharana@gmail.com	5bhimasen.moharana@gmail.com	NUM
cana-617	2	150	,	,	PUNCT
cana-617	2	151	6parul.goyal@mmumullana.org	6parul.goyal@mmumullana.org	NUM
cana-617	2	152	*	*	PUNCT
cana-617	2	153	corresponding	correspond	VERB
cana-617	2	154	author	author	NOUN
cana-617	2	155	article	article	NOUN
cana-617	2	156	history	history	NOUN
cana-617	2	157	:	:	PUNCT
cana-617	2	158	received	receive	VERB
cana-617	2	159	:	:	PUNCT
cana-617	2	160	20	20	NUM
cana-617	2	161	-	-	SYM
cana-617	2	162	03	03	NUM
cana-617	2	163	-	-	PUNCT
cana-617	2	164	2024	2024	NUM
cana-617	2	165	revised	revise	VERB
cana-617	2	166	:	:	PUNCT
cana-617	2	167	29	29	NUM
cana-617	2	168	-	-	PUNCT
cana-617	2	169	04	04	NUM
cana-617	2	170	-	-	PUNCT
cana-617	2	171	2024	2024	NUM
cana-617	2	172	accepted	accept	VERB
cana-617	2	173	:	:	PUNCT
cana-617	2	174	22	22	NUM
cana-617	2	175	-	-	SYM
cana-617	2	176	05	05	NUM
cana-617	2	177	-	-	PUNCT
cana-617	2	178	2024	2024	NUM
cana-617	2	179	abstract	abstract	NOUN
cana-617	2	180	:	:	PUNCT
cana-617	2	181	the	the	DET
cana-617	2	182	latest	late	ADJ
cana-617	2	183	wireless	wireless	ADJ
cana-617	2	184	technology	technology	NOUN
cana-617	2	185	is	be	AUX
cana-617	2	186	developing	develop	VERB
cana-617	2	187	smart	smart	ADJ
cana-617	2	188	phone	phone	NOUN
cana-617	2	189	technology	technology	NOUN
cana-617	2	190	and	and	CCONJ
cana-617	2	191	growing	grow	VERB
cana-617	2	192	mobile	mobile	ADJ
cana-617	2	193	cloud	cloud	NOUN
cana-617	2	194	technology	technology	NOUN
cana-617	2	195	.	.	PUNCT
cana-617	3	1	mobile	mobile	ADJ
cana-617	3	2	cloud	cloud	PROPN
cana-617	3	3	computing	computing	NOUN
cana-617	3	4	has	have	VERB
cana-617	3	5	a	a	DET
cana-617	3	6	lot	lot	NOUN
cana-617	3	7	of	of	ADP
cana-617	3	8	potential	potential	ADJ
cana-617	3	9	benefits	benefit	NOUN
cana-617	3	10	in	in	ADP
cana-617	3	11	the	the	DET
cana-617	3	12	future	future	NOUN
cana-617	3	13	,	,	PUNCT
cana-617	3	14	but	but	CCONJ
cana-617	3	15	it	it	PRON
cana-617	3	16	is	be	AUX
cana-617	3	17	also	also	ADV
cana-617	3	18	easy	easy	ADJ
cana-617	3	19	for	for	SCONJ
cana-617	3	20	hackers	hacker	NOUN
cana-617	3	21	to	to	PART
cana-617	3	22	gain	gain	VERB
cana-617	3	23	complete	complete	ADJ
cana-617	3	24	control	control	NOUN
cana-617	3	25	of	of	ADP
cana-617	3	26	many	many	ADJ
cana-617	3	27	other	other	ADJ
cana-617	3	28	users	user	NOUN
cana-617	3	29	.	.	PUNCT
cana-617	4	1	data	datum	NOUN
cana-617	4	2	privacy	privacy	NOUN
cana-617	4	3	is	be	AUX
cana-617	4	4	crucial	crucial	ADJ
cana-617	4	5	.	.	PUNCT
cana-617	5	1	while	while	SCONJ
cana-617	5	2	data	datum	NOUN
cana-617	5	3	security	security	NOUN
cana-617	5	4	is	be	AUX
cana-617	5	5	designed	design	VERB
cana-617	5	6	to	to	PART
cana-617	5	7	be	be	AUX
cana-617	5	8	secure	secure	ADJ
cana-617	5	9	,	,	PUNCT
cana-617	5	10	the	the	DET
cana-617	5	11	most	most	ADV
cana-617	5	12	significant	significant	ADJ
cana-617	5	13	disadvantage	disadvantage	NOUN
cana-617	5	14	for	for	ADP
cana-617	5	15	consumers	consumer	NOUN
cana-617	5	16	is	be	AUX
cana-617	5	17	that	that	SCONJ
cana-617	5	18	once	once	SCONJ
cana-617	5	19	the	the	DET
cana-617	5	20	computer	computer	NOUN
cana-617	5	21	is	be	AUX
cana-617	5	22	connected	connect	VERB
cana-617	5	23	to	to	ADP
cana-617	5	24	the	the	DET
cana-617	5	25	internet	internet	NOUN
cana-617	5	26	,	,	PUNCT
cana-617	5	27	an	an	DET
cana-617	5	28	intruder	intruder	NOUN
cana-617	5	29	can	can	AUX
cana-617	5	30	quickly	quickly	ADV
cana-617	5	31	steal	steal	VERB
cana-617	5	32	data	datum	NOUN
cana-617	5	33	from	from	ADP
cana-617	5	34	the	the	DET
cana-617	5	35	targeted	target	VERB
cana-617	5	36	target	target	NOUN
cana-617	5	37	.	.	PUNCT
cana-617	6	1	to	to	PART
cana-617	6	2	improve	improve	VERB
cana-617	6	3	security	security	NOUN
cana-617	6	4	,	,	PUNCT
cana-617	6	5	a	a	DET
cana-617	6	6	hybrid	hybrid	ADJ
cana-617	6	7	intrusion	intrusion	NOUN
cana-617	6	8	detection	detection	NOUN
cana-617	6	9	system	system	NOUN
cana-617	6	10	(	(	PUNCT
cana-617	6	11	hyint	hyint	NOUN
cana-617	6	12	)	)	PUNCT
cana-617	6	13	and	and	CCONJ
cana-617	6	14	honeypot	honeypot	NOUN
cana-617	6	15	networks	network	NOUN
cana-617	6	16	have	have	AUX
cana-617	6	17	been	be	AUX
cana-617	6	18	added	add	VERB
cana-617	6	19	into	into	ADP
cana-617	6	20	the	the	DET
cana-617	6	21	mobile	mobile	ADJ
cana-617	6	22	cloud	cloud	NOUN
cana-617	6	23	environment	environment	NOUN
cana-617	6	24	,	,	PUNCT
cana-617	6	25	with	with	SCONJ
cana-617	6	26	the	the	DET
cana-617	6	27	primary	primary	ADJ
cana-617	6	28	purpose	purpose	NOUN
cana-617	6	29	of	of	ADP
cana-617	6	30	mitigating	mitigate	VERB
cana-617	6	31	both	both	CCONJ
cana-617	6	32	unknown	unknown	ADJ
cana-617	6	33	and	and	CCONJ
cana-617	6	34	known	know	VERB
cana-617	6	35	attacks.the	attacks.the	DET
cana-617	6	36	study	study	NOUN
cana-617	6	37	's	's	PART
cana-617	6	38	execution	execution	NOUN
cana-617	6	39	offers	offer	VERB
cana-617	6	40	a	a	DET
cana-617	6	41	unique	unique	ADJ
cana-617	6	42	perspective	perspective	NOUN
cana-617	6	43	on	on	ADP
cana-617	6	44	the	the	DET
cana-617	6	45	algorithm	algorithm	NOUN
cana-617	6	46	's	's	PART
cana-617	6	47	security	security	NOUN
cana-617	6	48	and	and	CCONJ
cana-617	6	49	quality	quality	NOUN
cana-617	6	50	products	product	NOUN
cana-617	6	51	that	that	PRON
cana-617	6	52	was	be	AUX
cana-617	6	53	not	not	PART
cana-617	6	54	covered	cover	VERB
cana-617	6	55	in	in	ADP
cana-617	6	56	previous	previous	ADJ
cana-617	6	57	studies	study	NOUN
cana-617	6	58	.	.	PUNCT
cana-617	7	1	the	the	DET
cana-617	7	2	research	research	NOUN
cana-617	7	3	included	include	VERB
cana-617	7	4	extensive	extensive	ADJ
cana-617	7	5	statistical	statistical	ADJ
cana-617	7	6	analysis	analysis	NOUN
cana-617	7	7	to	to	PART
cana-617	7	8	demonstrate	demonstrate	VERB
cana-617	7	9	the	the	DET
cana-617	7	10	consistency	consistency	NOUN
cana-617	7	11	of	of	ADP
cana-617	7	12	the	the	DET
cana-617	7	13	proposed	propose	VERB
cana-617	7	14	algorithm	algorithm	NOUN
cana-617	7	15	.	.	PUNCT
cana-617	8	1	the	the	DET
cana-617	8	2	implementation	implementation	NOUN
cana-617	8	3	and	and	CCONJ
cana-617	8	4	evaluation	evaluation	NOUN
cana-617	8	5	findings	finding	NOUN
cana-617	8	6	demonstrate	demonstrate	VERB
cana-617	8	7	that	that	SCONJ
cana-617	8	8	there	there	PRON
cana-617	8	9	is	be	VERB
cana-617	8	10	lots	lot	NOUN
cana-617	8	11	of	of	ADP
cana-617	8	12	potential	potential	NOUN
cana-617	8	13	for	for	ADP
cana-617	8	14	further	further	ADJ
cana-617	8	15	research	research	NOUN
cana-617	8	16	in	in	ADP
cana-617	8	17	the	the	DET
cana-617	8	18	cloud	cloud	NOUN
cana-617	8	19	-	-	PUNCT
cana-617	8	20	based	base	VERB
cana-617	8	21	intrusion	intrusion	NOUN
cana-617	8	22	detection	detection	NOUN
cana-617	8	23	system	system	NOUN
cana-617	8	24	.	.	PUNCT
cana-617	9	1	the	the	DET
cana-617	9	2	developed	develop	VERB
cana-617	9	3	technique	technique	NOUN
cana-617	9	4	can	can	AUX
cana-617	9	5	be	be	AUX
cana-617	9	6	used	use	VERB
cana-617	9	7	to	to	PART
cana-617	9	8	effectively	effectively	ADV
cana-617	9	9	monitor	monitor	VERB
cana-617	9	10	network	network	NOUN
cana-617	9	11	traffic	traffic	NOUN
cana-617	9	12	in	in	ADP
cana-617	9	13	a	a	DET
cana-617	9	14	high	high	ADJ
cana-617	9	15	-	-	PUNCT
cana-617	9	16	security	security	NOUN
cana-617	9	17	cloud	cloud	NOUN
cana-617	9	18	environment	environment	NOUN
cana-617	9	19	designed	design	VERB
cana-617	9	20	for	for	ADP
cana-617	9	21	military	military	ADJ
cana-617	9	22	and	and	CCONJ
cana-617	9	23	banking	banking	NOUN
cana-617	9	24	reasons	reason	NOUN
cana-617	9	25	.	.	PUNCT
cana-617	10	1	keywords	keyword	NOUN
cana-617	10	2	:	:	PUNCT
cana-617	10	3	malware	malware	NOUN
cana-617	10	4	,	,	PUNCT
cana-617	10	5	intrusion	intrusion	NOUN
cana-617	10	6	detection	detection	NOUN
cana-617	10	7	system	system	NOUN
cana-617	10	8	,	,	PUNCT
cana-617	10	9	machine	machine	NOUN
cana-617	10	10	learning	learning	NOUN
cana-617	10	11	,	,	PUNCT
cana-617	10	12	hybrid	hybrid	ADJ
cana-617	10	13	system	system	NOUN
cana-617	10	14	,	,	PUNCT
cana-617	10	15	honeypot	honeypot	NOUN
cana-617	10	16	network	network	NOUN
cana-617	10	17	.	.	PUNCT
cana-617	11	1	1.introduction	1.introduction	NUM
cana-617	11	2	a	a	DET
cana-617	11	3	honeypot	honeypot	NOUN
cana-617	11	4	can	can	AUX
cana-617	11	5	be	be	AUX
cana-617	11	6	used	use	VERB
cana-617	11	7	in	in	ADP
cana-617	11	8	network	network	NOUN
cana-617	11	9	security	security	NOUN
cana-617	11	10	to	to	PART
cana-617	11	11	detect	detect	VERB
cana-617	11	12	novel	novel	ADJ
cana-617	11	13	assaults	assault	NOUN
cana-617	11	14	that	that	PRON
cana-617	11	15	intrusion	intrusion	NOUN
cana-617	11	16	detection	detection	NOUN
cana-617	11	17	systems	system	NOUN
cana-617	11	18	or	or	CCONJ
cana-617	11	19	network	network	NOUN
cana-617	11	20	firewalls	firewall	NOUN
cana-617	11	21	may	may	AUX
cana-617	11	22	be	be	AUX
cana-617	11	23	unable	unable	ADJ
cana-617	11	24	to	to	PART
cana-617	11	25	detect	detect	VERB
cana-617	11	26	using	use	VERB
cana-617	11	27	the	the	DET
cana-617	11	28	traditional	traditional	ADJ
cana-617	11	29	static	static	ADJ
cana-617	11	30	protection	protection	NOUN
cana-617	11	31	rule	rule	NOUN
cana-617	11	32	method	method	NOUN
cana-617	11	33	.	.	PUNCT
cana-617	12	1	when	when	SCONJ
cana-617	12	2	developing	develop	VERB
cana-617	12	3	ids	id	NOUN
cana-617	12	4	and	and	CCONJ
cana-617	12	5	firewalls	firewall	NOUN
cana-617	12	6	,	,	PUNCT
cana-617	12	7	it	it	PRON
cana-617	12	8	is	be	AUX
cana-617	12	9	necessary	necessary	ADJ
cana-617	12	10	to	to	PART
cana-617	12	11	consider	consider	VERB
cana-617	12	12	the	the	DET
cana-617	12	13	corporate	corporate	ADJ
cana-617	12	14	defensive	defensive	ADJ
cana-617	12	15	measures	measure	NOUN
cana-617	12	16	for	for	ADP
cana-617	12	17	getting	get	VERB
cana-617	12	18	around	around	ADP
cana-617	12	19	the	the	DET
cana-617	12	20	honeypot	honeypot	NOUN
cana-617	12	21	.	.	PUNCT
cana-617	13	1	computer	computer	NOUN
cana-617	13	2	networks	network	NOUN
cana-617	13	3	are	be	AUX
cana-617	13	4	vulnerable	vulnerable	ADJ
cana-617	13	5	to	to	ADP
cana-617	13	6	a	a	DET
cana-617	13	7	wide	wide	ADJ
cana-617	13	8	range	range	NOUN
cana-617	13	9	of	of	ADP
cana-617	13	10	attacks	attack	NOUN
cana-617	13	11	that	that	PRON
cana-617	13	12	might	might	AUX
cana-617	13	13	make	make	VERB
cana-617	13	14	them	they	PRON
cana-617	13	15	unsecure	unsecure	VERB
cana-617	13	16	or	or	CCONJ
cana-617	13	17	prohibit	prohibit	VERB
cana-617	13	18	them	they	PRON
cana-617	13	19	from	from	ADP
cana-617	13	20	fulfilling	fulfil	VERB
cana-617	13	21	their	their	PRON
cana-617	13	22	intended	intend	VERB
cana-617	13	23	function	function	NOUN
cana-617	13	24	.	.	PUNCT
cana-617	14	1	intruders	intruder	NOUN
cana-617	14	2	and	and	CCONJ
cana-617	14	3	attackers	attacker	NOUN
cana-617	14	4	communications	communication	NOUN
cana-617	14	5	on	on	ADP
cana-617	14	6	applied	apply	VERB
cana-617	14	7	nonlinear	nonlinear	ADJ
cana-617	14	8	analysis	analysis	NOUN
cana-617	14	9	issn	issn	NOUN
cana-617	14	10	:	:	PUNCT
cana-617	14	11	1074	1074	NUM
cana-617	14	12	-	-	PUNCT
cana-617	14	13	133x	133x	NUM
cana-617	14	14	vol	vol	NOUN
cana-617	14	15	31	31	NUM
cana-617	14	16	no	no	NOUN
cana-617	14	17	.	.	PUNCT
cana-617	15	1	2s	2s	NUM
cana-617	15	2	(	(	PUNCT
cana-617	15	3	2024	2024	NUM
cana-617	15	4	)	)	PUNCT
cana-617	15	5	146	146	NUM
cana-617	15	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	15	7	are	be	AUX
cana-617	15	8	becoming	become	VERB
cana-617	15	9	increasingly	increasingly	ADV
cana-617	15	10	concerned	concerned	ADJ
cana-617	15	11	about	about	ADP
cana-617	15	12	network	network	NOUN
cana-617	15	13	security	security	NOUN
cana-617	15	14	and	and	CCONJ
cana-617	15	15	impediments	impediment	NOUN
cana-617	15	16	.	.	PUNCT
cana-617	16	1	enterprises	enterprise	NOUN
cana-617	16	2	,	,	PUNCT
cana-617	16	3	organizations	organization	NOUN
cana-617	16	4	,	,	PUNCT
cana-617	16	5	and	and	CCONJ
cana-617	16	6	,	,	PUNCT
cana-617	16	7	most	most	ADV
cana-617	16	8	importantly	importantly	ADV
cana-617	16	9	,	,	PUNCT
cana-617	16	10	finance	finance	NOUN
cana-617	16	11	departments	department	NOUN
cana-617	16	12	have	have	VERB
cana-617	16	13	an	an	DET
cana-617	16	14	essay	essay	ADJ
cana-617	16	15	solution	solution	NOUN
cana-617	16	16	to	to	PART
cana-617	16	17	embrace	embrace	VERB
cana-617	16	18	various	various	ADJ
cana-617	16	19	hardware	hardware	NOUN
cana-617	16	20	and	and	CCONJ
cana-617	16	21	software	software	NOUN
cana-617	16	22	for	for	ADP
cana-617	16	23	network	network	NOUN
cana-617	16	24	security	security	NOUN
cana-617	16	25	providers	provider	NOUN
cana-617	16	26	such	such	ADJ
cana-617	16	27	as	as	ADP
cana-617	16	28	firewalls	firewall	NOUN
cana-617	16	29	,	,	PUNCT
cana-617	16	30	varieties	variety	NOUN
cana-617	16	31	of	of	ADP
cana-617	16	32	intrusion	intrusion	NOUN
cana-617	16	33	detectors	detector	NOUN
cana-617	16	34	,	,	PUNCT
cana-617	16	35	and	and	CCONJ
cana-617	16	36	[	[	X
cana-617	16	37	1	1	X
cana-617	16	38	]	]	X
cana-617	16	39	virtual	virtual	ADJ
cana-617	16	40	private	private	ADJ
cana-617	16	41	networks	network	NOUN
cana-617	16	42	to	to	PART
cana-617	16	43	achieve	achieve	VERB
cana-617	16	44	better	well	ADV
cana-617	16	45	and	and	CCONJ
cana-617	16	46	improved	improve	VERB
cana-617	16	47	security.these	security.these	PRON
cana-617	16	48	systems	system	NOUN
cana-617	16	49	,	,	PUNCT
cana-617	16	50	on	on	ADP
cana-617	16	51	the	the	DET
cana-617	16	52	other	other	ADJ
cana-617	16	53	hand	hand	NOUN
cana-617	16	54	,	,	PUNCT
cana-617	16	55	operate	operate	VERB
cana-617	16	56	constantly	constantly	ADV
cana-617	16	57	to	to	PART
cana-617	16	58	keep	keep	VERB
cana-617	16	59	personal	personal	ADJ
cana-617	16	60	information	information	NOUN
cana-617	16	61	out	out	ADP
cana-617	16	62	of	of	ADP
cana-617	16	63	the	the	DET
cana-617	16	64	hands	hand	NOUN
cana-617	16	65	of	of	ADP
cana-617	16	66	unscrupulous	unscrupulous	ADJ
cana-617	16	67	intruders	intruder	NOUN
cana-617	16	68	and	and	CCONJ
cana-617	16	69	to	to	PART
cana-617	16	70	alert	alert	VERB
cana-617	16	71	users	user	NOUN
cana-617	16	72	to	to	ADP
cana-617	16	73	new	new	ADJ
cana-617	16	74	attacks	attack	NOUN
cana-617	16	75	as	as	SCONJ
cana-617	16	76	they	they	PRON
cana-617	16	77	occur	occur	VERB
cana-617	16	78	.	.	PUNCT
cana-617	17	1	mobile	mobile	ADJ
cana-617	17	2	virtualization	virtualization	NOUN
cana-617	17	3	is	be	AUX
cana-617	17	4	the	the	DET
cana-617	17	5	most	most	ADV
cana-617	17	6	advanced	advanced	ADJ
cana-617	17	7	feature	feature	NOUN
cana-617	17	8	appearing	appear	VERB
cana-617	17	9	in	in	ADP
cana-617	17	10	today	today	NOUN
cana-617	17	11	's	's	PART
cana-617	17	12	world	world	NOUN
cana-617	17	13	,	,	PUNCT
cana-617	17	14	and	and	CCONJ
cana-617	17	15	its	its	PRON
cana-617	17	16	smartphone	smartphone	NOUN
cana-617	17	17	applications	application	NOUN
cana-617	17	18	are	be	AUX
cana-617	17	19	increasing	increase	VERB
cana-617	17	20	by	by	ADP
cana-617	17	21	the	the	DET
cana-617	17	22	day	day	NOUN
cana-617	17	23	.	.	PUNCT
cana-617	18	1	the	the	DET
cana-617	18	2	number	number	NOUN
cana-617	18	3	of	of	ADP
cana-617	18	4	mobile	mobile	ADJ
cana-617	18	5	users	user	NOUN
cana-617	18	6	is	be	AUX
cana-617	18	7	increasing	increase	VERB
cana-617	18	8	all	all	DET
cana-617	18	9	the	the	DET
cana-617	18	10	time	time	NOUN
cana-617	18	11	since	since	SCONJ
cana-617	18	12	it	it	PRON
cana-617	18	13	makes	make	VERB
cana-617	18	14	work	work	NOUN
cana-617	18	15	easier	easy	ADJ
cana-617	18	16	and	and	CCONJ
cana-617	18	17	faster	fast	ADV
cana-617	18	18	while	while	SCONJ
cana-617	18	19	also	also	ADV
cana-617	18	20	delivering	deliver	VERB
cana-617	18	21	the	the	DET
cana-617	18	22	latest	late	ADJ
cana-617	18	23	technology	technology	NOUN
cana-617	18	24	that	that	PRON
cana-617	18	25	is	be	AUX
cana-617	18	26	constantly	constantly	ADV
cana-617	18	27	improving	improve	VERB
cana-617	18	28	and	and	CCONJ
cana-617	18	29	allowing	allow	VERB
cana-617	18	30	users	user	NOUN
cana-617	18	31	to	to	PART
cana-617	18	32	access	access	VERB
cana-617	18	33	all	all	DET
cana-617	18	34	their	their	PRON
cana-617	18	35	apps	app	NOUN
cana-617	18	36	via	via	ADP
cana-617	18	37	the	the	DET
cana-617	18	38	network	network	NOUN
cana-617	18	39	from	from	ADP
cana-617	18	40	anywhere	anywhere	ADV
cana-617	18	41	in	in	ADP
cana-617	18	42	the	the	DET
cana-617	18	43	world	world	NOUN
cana-617	18	44	.	.	PUNCT
cana-617	19	1	cloud	cloud	NOUN
cana-617	19	2	computing	computing	NOUN
cana-617	19	3	has	have	VERB
cana-617	19	4	a	a	DET
cana-617	19	5	significant	significant	ADJ
cana-617	19	6	advantage	advantage	NOUN
cana-617	19	7	in	in	SCONJ
cana-617	19	8	that	that	SCONJ
cana-617	19	9	it	it	PRON
cana-617	19	10	is	be	AUX
cana-617	19	11	incredibly	incredibly	ADV
cana-617	19	12	versatile	versatile	ADJ
cana-617	19	13	,	,	PUNCT
cana-617	19	14	and	and	CCONJ
cana-617	19	15	we	we	PRON
cana-617	19	16	may	may	AUX
cana-617	19	17	access	access	VERB
cana-617	19	18	data	datum	NOUN
cana-617	19	19	and	and	CCONJ
cana-617	19	20	share	share	NOUN
cana-617	19	21	information	information	NOUN
cana-617	19	22	anywhere	anywhere	ADV
cana-617	19	23	in	in	ADP
cana-617	19	24	the	the	DET
cana-617	19	25	world	world	NOUN
cana-617	19	26	,	,	PUNCT
cana-617	19	27	even	even	ADV
cana-617	19	28	when	when	SCONJ
cana-617	19	29	we	we	PRON
cana-617	19	30	are	be	AUX
cana-617	19	31	not	not	PART
cana-617	19	32	connected	connect	VERB
cana-617	19	33	to	to	ADP
cana-617	19	34	the	the	DET
cana-617	19	35	internet	internet	NOUN
cana-617	19	36	.	.	PUNCT
cana-617	20	1	it	it	PRON
cana-617	20	2	also	also	ADV
cana-617	20	3	provides	provide	VERB
cana-617	20	4	cost	cost	NOUN
cana-617	20	5	-	-	PUNCT
cana-617	20	6	effectiveness	effectiveness	NOUN
cana-617	20	7	in	in	ADP
cana-617	20	8	that	that	DET
cana-617	20	9	use	use	NOUN
cana-617	20	10	and	and	CCONJ
cana-617	20	11	maintenance	maintenance	NOUN
cana-617	20	12	are	be	AUX
cana-617	20	13	relatively	relatively	ADV
cana-617	20	14	inexpensive	inexpensive	ADJ
cana-617	20	15	,	,	PUNCT
cana-617	20	16	as	as	ADV
cana-617	20	17	well	well	ADV
cana-617	20	18	as	as	ADP
cana-617	20	19	realtime	realtime	ADJ
cana-617	20	20	data	datum	NOUN
cana-617	20	21	availability	availability	NOUN
cana-617	20	22	,	,	PUNCT
cana-617	20	23	which	which	PRON
cana-617	20	24	means	mean	VERB
cana-617	20	25	that	that	SCONJ
cana-617	20	26	all	all	DET
cana-617	20	27	user	user	NOUN
cana-617	20	28	information	information	NOUN
cana-617	20	29	is	be	AUX
cana-617	20	30	available	available	ADJ
cana-617	20	31	in	in	ADP
cana-617	20	32	real	real	ADJ
cana-617	20	33	time	time	NOUN
cana-617	20	34	on	on	ADP
cana-617	20	35	our	our	PRON
cana-617	20	36	mobile	mobile	ADJ
cana-617	20	37	device	device	NOUN
cana-617	20	38	when	when	SCONJ
cana-617	20	39	connected	connect	VERB
cana-617	20	40	to	to	ADP
cana-617	20	41	the	the	DET
cana-617	20	42	network	network	NOUN
cana-617	20	43	,	,	PUNCT
cana-617	20	44	allowing	allow	VERB
cana-617	20	45	us	we	PRON
cana-617	20	46	to	to	PART
cana-617	20	47	update	update	VERB
cana-617	20	48	and	and	CCONJ
cana-617	20	49	familiarize	familiarize	VERB
cana-617	20	50	ourselves	ourselves	PRON
cana-617	20	51	.	.	PUNCT
cana-617	21	1	despite	despite	SCONJ
cana-617	21	2	all	all	DET
cana-617	21	3	the	the	DET
cana-617	21	4	hype	hype	NOUN
cana-617	21	5	around	around	ADP
cana-617	21	6	the	the	DET
cana-617	21	7	mcc	mcc	NOUN
cana-617	21	8	,	,	PUNCT
cana-617	21	9	it	it	PRON
cana-617	21	10	has	have	VERB
cana-617	21	11	a	a	DET
cana-617	21	12	significant	significant	ADJ
cana-617	21	13	shortcoming	shortcoming	NOUN
cana-617	21	14	in	in	ADP
cana-617	21	15	terms	term	NOUN
cana-617	21	16	of	of	ADP
cana-617	21	17	privacy	privacy	NOUN
cana-617	21	18	and	and	CCONJ
cana-617	21	19	security	security	NOUN
cana-617	21	20	,	,	PUNCT
cana-617	21	21	which	which	PRON
cana-617	21	22	contributes	contribute	VERB
cana-617	21	23	to	to	PART
cana-617	21	24	trust	trust	VERB
cana-617	21	25	difficulties	difficulty	NOUN
cana-617	21	26	for	for	ADP
cana-617	21	27	customers	customer	NOUN
cana-617	21	28	and	and	CCONJ
cana-617	21	29	enterprises	enterprise	NOUN
cana-617	21	30	.	.	PUNCT
cana-617	22	1	as	as	SCONJ
cana-617	22	2	the	the	DET
cana-617	22	3	world	world	NOUN
cana-617	22	4	evolves	evolve	VERB
cana-617	22	5	,	,	PUNCT
cana-617	22	6	so	so	ADV
cana-617	22	7	does	do	VERB
cana-617	22	8	the	the	DET
cana-617	22	9	number	number	NOUN
cana-617	22	10	of	of	ADP
cana-617	22	11	hackers	hacker	NOUN
cana-617	22	12	.	.	PUNCT
cana-617	23	1	similarly	similarly	ADV
cana-617	23	2	,	,	PUNCT
cana-617	23	3	organizations	organization	NOUN
cana-617	23	4	are	be	AUX
cana-617	23	5	developing	develop	VERB
cana-617	23	6	new	new	ADJ
cana-617	23	7	security	security	NOUN
cana-617	23	8	products	product	NOUN
cana-617	23	9	and	and	CCONJ
cana-617	23	10	strategies	strategy	NOUN
cana-617	23	11	for	for	ADP
cana-617	23	12	the	the	DET
cana-617	23	13	cloud	cloud	PROPN
cana-617	23	14	computing	computing	NOUN
cana-617	23	15	environment	environment	NOUN
cana-617	23	16	,	,	PUNCT
cana-617	23	17	where	where	SCONJ
cana-617	23	18	cloud	cloud	NOUN
cana-617	23	19	computing	computing	NOUN
cana-617	23	20	services	service	NOUN
cana-617	23	21	are	be	AUX
cana-617	23	22	supplied	supply	VERB
cana-617	23	23	on	on	ADP
cana-617	23	24	a	a	DET
cana-617	23	25	pay	pay	NOUN
cana-617	23	26	-	-	PUNCT
cana-617	23	27	as	as	ADP
cana-617	23	28	-	-	PUNCT
cana-617	23	29	you	you	PRON
cana-617	23	30	-	-	PUNCT
cana-617	23	31	go	go	VERB
cana-617	23	32	basis	basis	NOUN
cana-617	23	33	.	.	PUNCT
cana-617	24	1	how	how	SCONJ
cana-617	24	2	can	can	AUX
cana-617	24	3	the	the	DET
cana-617	24	4	hybrid	hybrid	ADJ
cana-617	24	5	intrusion	intrusion	NOUN
cana-617	24	6	detection	detection	NOUN
cana-617	24	7	system	system	NOUN
cana-617	24	8	(	(	PUNCT
cana-617	24	9	hyint	hyint	NOUN
cana-617	24	10	)	)	PUNCT
cana-617	24	11	and	and	CCONJ
cana-617	24	12	multi	multi	ADJ
cana-617	24	13	-	-	ADJ
cana-617	24	14	honeypot	honeypot	ADJ
cana-617	24	15	network	network	NOUN
cana-617	24	16	(	(	PUNCT
cana-617	24	17	mhn	mhn	PROPN
cana-617	24	18	)	)	PUNCT
cana-617	24	19	work	work	NOUN
cana-617	24	20	together	together	ADV
cana-617	24	21	to	to	PART
cana-617	24	22	improve	improve	VERB
cana-617	24	23	mobile	mobile	ADJ
cana-617	24	24	cloud	cloud	NOUN
cana-617	24	25	computing	compute	VERB
cana-617	24	26	security?honeypot	security?honeypot	PROPN
cana-617	24	27	networks	network	NOUN
cana-617	24	28	are	be	AUX
cana-617	24	29	used	use	VERB
cana-617	24	30	to	to	PART
cana-617	24	31	improve	improve	VERB
cana-617	24	32	defence	defence	NOUN
cana-617	24	33	-	-	PUNCT
cana-617	24	34	in	in	ADP
cana-617	24	35	-	-	PUNCT
cana-617	24	36	depth	depth	NOUN
cana-617	24	37	defence	defence	NOUN
cana-617	24	38	and	and	CCONJ
cana-617	24	39	overall	overall	ADJ
cana-617	24	40	cloud	cloud	ADJ
cana-617	24	41	security	security	NOUN
cana-617	24	42	.	.	PUNCT
cana-617	25	1	countermeasures	countermeasure	NOUN
cana-617	25	2	require	require	VERB
cana-617	25	3	an	an	DET
cana-617	25	4	examination	examination	NOUN
cana-617	25	5	of	of	ADP
cana-617	25	6	attack	attack	NOUN
cana-617	25	7	strategies	strategy	NOUN
cana-617	25	8	,	,	PUNCT
cana-617	25	9	which	which	PRON
cana-617	25	10	is	be	AUX
cana-617	25	11	identified	identify	VERB
cana-617	25	12	in	in	ADP
cana-617	25	13	the	the	DET
cana-617	25	14	honeypot	honeypot	NOUN
cana-617	25	15	network	network	NOUN
cana-617	25	16	.	.	PUNCT
cana-617	26	1	many	many	ADJ
cana-617	26	2	damaging	damaging	ADJ
cana-617	26	3	threats	threat	NOUN
cana-617	26	4	,	,	PUNCT
cana-617	26	5	such	such	ADJ
cana-617	26	6	as	as	ADP
cana-617	26	7	ddos	ddo	NOUN
cana-617	26	8	,	,	PUNCT
cana-617	26	9	xss	xss	PROPN
cana-617	26	10	injection	injection	NOUN
cana-617	26	11	,	,	PUNCT
cana-617	26	12	and	and	CCONJ
cana-617	26	13	sql	sql	NOUN
cana-617	26	14	injection	injection	NOUN
cana-617	26	15	,	,	PUNCT
cana-617	26	16	can	can	AUX
cana-617	26	17	not	not	PART
cana-617	26	18	be	be	AUX
cana-617	26	19	eliminated	eliminate	VERB
cana-617	26	20	,	,	PUNCT
cana-617	26	21	but	but	CCONJ
cana-617	26	22	they	they	PRON
cana-617	26	23	can	can	AUX
cana-617	26	24	be	be	AUX
cana-617	26	25	mitigated	mitigate	VERB
cana-617	26	26	.	.	PUNCT
cana-617	27	1	there	there	PRON
cana-617	27	2	are	be	VERB
cana-617	27	3	several	several	ADJ
cana-617	27	4	methods	method	NOUN
cana-617	27	5	for	for	ADP
cana-617	27	6	securing	secure	VERB
cana-617	27	7	it	it	PRON
cana-617	27	8	against	against	ADP
cana-617	27	9	hackers	hacker	NOUN
cana-617	27	10	,	,	PUNCT
cana-617	27	11	but	but	CCONJ
cana-617	27	12	ids	id	NOUN
cana-617	27	13	is	be	AUX
cana-617	27	14	the	the	DET
cana-617	27	15	most	most	ADV
cana-617	27	16	important	important	ADJ
cana-617	27	17	and	and	CCONJ
cana-617	27	18	extensively	extensively	ADV
cana-617	27	19	used	use	VERB
cana-617	27	20	method	method	NOUN
cana-617	27	21	for	for	ADP
cana-617	27	22	identifying	identify	VERB
cana-617	27	23	bad	bad	ADJ
cana-617	27	24	code	code	NOUN
cana-617	27	25	in	in	ADP
cana-617	27	26	a	a	DET
cana-617	27	27	network	network	NOUN
cana-617	27	28	,	,	PUNCT
cana-617	27	29	and	and	CCONJ
cana-617	27	30	it	it	PRON
cana-617	27	31	is	be	AUX
cana-617	27	32	critical	critical	ADJ
cana-617	27	33	in	in	ADP
cana-617	27	34	protecting	protect	VERB
cana-617	27	35	the	the	DET
cana-617	27	36	cloud	cloud	NOUN
cana-617	27	37	environment	environment	NOUN
cana-617	27	38	from	from	ADP
cana-617	27	39	attackers	attacker	NOUN
cana-617	27	40	.	.	PUNCT
cana-617	28	1	2.review	2.review	NUM
cana-617	28	2	of	of	ADP
cana-617	28	3	literature	literature	NOUN
cana-617	28	4	pande	pande	NOUN
cana-617	28	5	et	et	PROPN
cana-617	28	6	al	al	PROPN
cana-617	28	7	.	.	PUNCT
cana-617	29	1	[	[	X
cana-617	29	2	1]identified	1]identifie	VERB
cana-617	29	3	numerous	numerous	ADJ
cana-617	29	4	attacks	attack	NOUN
cana-617	29	5	on	on	ADP
cana-617	29	6	network	network	NOUN
cana-617	29	7	infrastructures	infrastructure	NOUN
cana-617	29	8	in	in	ADP
cana-617	29	9	the	the	DET
cana-617	29	10	cloud	cloud	NOUN
cana-617	29	11	network	network	NOUN
cana-617	29	12	.	.	PUNCT
cana-617	30	1	attacks	attack	NOUN
cana-617	30	2	on	on	ADP
cana-617	30	3	network	network	NOUN
cana-617	30	4	availability	availability	NOUN
cana-617	30	5	,	,	PUNCT
cana-617	30	6	confidentiality	confidentiality	NOUN
cana-617	30	7	,	,	PUNCT
cana-617	30	8	and	and	CCONJ
cana-617	30	9	integrity	integrity	NOUN
cana-617	30	10	are	be	AUX
cana-617	30	11	among	among	ADP
cana-617	30	12	them	they	PRON
cana-617	30	13	.	.	PUNCT
cana-617	31	1	a	a	DET
cana-617	31	2	distributed	distribute	VERB
cana-617	31	3	denial	denial	NOUN
cana-617	31	4	-	-	PUNCT
cana-617	31	5	of	of	ADP
cana-617	31	6	-	-	PUNCT
cana-617	31	7	service	service	NOUN
cana-617	31	8	(	(	PUNCT
cana-617	31	9	ddos	ddos	NOUN
cana-617	31	10	)	)	PUNCT
cana-617	31	11	attack	attack	NOUN
cana-617	31	12	is	be	AUX
cana-617	31	13	a	a	DET
cana-617	31	14	persistent	persistent	ADJ
cana-617	31	15	attack	attack	NOUN
cana-617	31	16	that	that	PRON
cana-617	31	17	degrades	degrade	VERB
cana-617	31	18	network	network	NOUN
cana-617	31	19	availability	availability	NOUN
cana-617	31	20	.	.	PUNCT
cana-617	32	1	the	the	DET
cana-617	32	2	problem	problem	NOUN
cana-617	32	3	is	be	AUX
cana-617	32	4	approached	approach	VERB
cana-617	32	5	using	use	VERB
cana-617	32	6	the	the	DET
cana-617	32	7	command	command	NOUN
cana-617	32	8	and	and	CCONJ
cana-617	32	9	control	control	NOUN
cana-617	32	10	(	(	PUNCT
cana-617	32	11	c&c	c&c	PROPN
cana-617	32	12	)	)	PUNCT
cana-617	32	13	method	method	NOUN
cana-617	32	14	,	,	PUNCT
cana-617	32	15	which	which	PRON
cana-617	32	16	is	be	AUX
cana-617	32	17	utilized	utilize	VERB
cana-617	32	18	to	to	PART
cana-617	32	19	carry	carry	VERB
cana-617	32	20	out	out	ADP
cana-617	32	21	such	such	DET
cana-617	32	22	an	an	DET
cana-617	32	23	attack	attack	NOUN
cana-617	32	24	.	.	PUNCT
cana-617	33	1	to	to	PART
cana-617	33	2	detect	detect	VERB
cana-617	33	3	these	these	DET
cana-617	33	4	attacks	attack	NOUN
cana-617	33	5	,	,	PUNCT
cana-617	33	6	many	many	ADJ
cana-617	33	7	researchers	researcher	NOUN
cana-617	33	8	have	have	AUX
cana-617	33	9	developed	develop	VERB
cana-617	33	10	various	various	ADJ
cana-617	33	11	ways	way	NOUN
cana-617	33	12	based	base	VERB
cana-617	33	13	on	on	ADP
cana-617	33	14	machine	machine	NOUN
cana-617	33	15	learning	learn	VERB
cana-617	33	16	techniques	technique	NOUN
cana-617	33	17	.	.	PUNCT
cana-617	34	1	in	in	ADP
cana-617	34	2	this	this	DET
cana-617	34	3	paper	paper	NOUN
cana-617	34	4	,	,	PUNCT
cana-617	34	5	a	a	DET
cana-617	34	6	ddos	ddos	NOUN
cana-617	34	7	attack	attack	NOUN
cana-617	34	8	was	be	AUX
cana-617	34	9	carried	carry	VERB
cana-617	34	10	out	out	ADP
cana-617	34	11	with	with	ADP
cana-617	34	12	the	the	DET
cana-617	34	13	ping	ping	NOUN
cana-617	34	14	of	of	ADP
cana-617	34	15	death	death	NOUN
cana-617	34	16	approach	approach	NOUN
cana-617	34	17	and	and	CCONJ
cana-617	34	18	detected	detect	VERB
cana-617	34	19	with	with	ADP
cana-617	34	20	the	the	DET
cana-617	34	21	weka	weka	PROPN
cana-617	34	22	tool	tool	NOUN
cana-617	34	23	utilizing	utilize	VERB
cana-617	34	24	machine	machine	NOUN
cana-617	34	25	learning	learn	VERB
cana-617	34	26	techniques	technique	NOUN
cana-617	34	27	.	.	PUNCT
cana-617	35	1	the	the	DET
cana-617	35	2	nsl	nsl	PROPN
cana-617	35	3	-	-	PUNCT
cana-617	35	4	kdd	kdd	PROPN
cana-617	35	5	dataset	dataset	NOUN
cana-617	35	6	was	be	AUX
cana-617	35	7	used	use	VERB
cana-617	35	8	in	in	ADP
cana-617	35	9	this	this	DET
cana-617	35	10	experiment	experiment	NOUN
cana-617	35	11	as	as	ADP
cana-617	35	12	a	a	DET
cana-617	35	13	result.the	result.the	NOUN
cana-617	35	14	normal	normal	ADJ
cana-617	35	15	and	and	CCONJ
cana-617	35	16	assault	assault	NOUN
cana-617	35	17	samples	sample	NOUN
cana-617	35	18	were	be	AUX
cana-617	35	19	classified	classify	VERB
cana-617	35	20	using	use	VERB
cana-617	35	21	the	the	DET
cana-617	35	22	random	random	ADJ
cana-617	35	23	forest	forest	NOUN
cana-617	35	24	technique	technique	NOUN
cana-617	35	25	.	.	PUNCT
cana-617	36	1	the	the	DET
cana-617	36	2	samples	sample	NOUN
cana-617	36	3	were	be	AUX
cana-617	36	4	accurately	accurately	ADV
cana-617	36	5	categorized	categorize	VERB
cana-617	36	6	in	in	ADP
cana-617	36	7	99.76	99.76	NUM
cana-617	36	8	percent	percent	NOUN
cana-617	36	9	of	of	ADP
cana-617	36	10	the	the	DET
cana-617	36	11	time	time	NOUN
cana-617	36	12	.	.	PUNCT
cana-617	37	1	arshi	arshi	PROPN
cana-617	37	2	et	et	PROPN
cana-617	37	3	al	al	PROPN
cana-617	37	4	.	.	PUNCT
cana-617	38	1	[	[	X
cana-617	38	2	2	2	NUM
cana-617	38	3	]	]	PUNCT
cana-617	38	4	investigated	investigate	VERB
cana-617	38	5	the	the	DET
cana-617	38	6	ddos	ddos	NOUN
cana-617	38	7	attacks	attack	NOUN
cana-617	38	8	occurred	occur	VERB
cana-617	38	9	in	in	ADP
cana-617	38	10	the	the	DET
cana-617	38	11	iot	iot	NOUN
cana-617	38	12	network	network	NOUN
cana-617	38	13	.	.	PUNCT
cana-617	39	1	these	these	DET
cana-617	39	2	attacks	attack	NOUN
cana-617	39	3	are	be	AUX
cana-617	39	4	becoming	become	VERB
cana-617	39	5	more	more	ADV
cana-617	39	6	complicated	complicated	ADJ
cana-617	39	7	,	,	PUNCT
cana-617	39	8	and	and	CCONJ
cana-617	39	9	the	the	DET
cana-617	39	10	number	number	NOUN
cana-617	39	11	of	of	ADP
cana-617	39	12	them	they	PRON
cana-617	39	13	is	be	AUX
cana-617	39	14	predicted	predict	VERB
cana-617	39	15	to	to	PART
cana-617	39	16	grow	grow	VERB
cana-617	39	17	every	every	DET
cana-617	39	18	day	day	NOUN
cana-617	39	19	,	,	PUNCT
cana-617	39	20	making	make	VERB
cana-617	39	21	it	it	PRON
cana-617	39	22	difficult	difficult	ADJ
cana-617	39	23	to	to	PART
cana-617	39	24	detect	detect	VERB
cana-617	39	25	and	and	CCONJ
cana-617	39	26	counteract	counteract	VERB
cana-617	39	27	them	they	PRON
cana-617	39	28	.	.	PUNCT
cana-617	40	1	the	the	DET
cana-617	40	2	solution	solution	NOUN
cana-617	40	3	to	to	ADP
cana-617	40	4	the	the	DET
cana-617	40	5	problem	problem	NOUN
cana-617	40	6	is	be	AUX
cana-617	40	7	to	to	PART
cana-617	40	8	use	use	VERB
cana-617	40	9	a	a	DET
cana-617	40	10	sophisticated	sophisticated	ADJ
cana-617	40	11	ids	id	NOUN
cana-617	40	12	to	to	ADP
cana-617	40	13	communications	communication	NOUN
cana-617	40	14	on	on	ADP
cana-617	40	15	applied	apply	VERB
cana-617	40	16	nonlinear	nonlinear	ADJ
cana-617	40	17	analysis	analysis	NOUN
cana-617	40	18	issn	issn	NOUN
cana-617	40	19	:	:	PUNCT
cana-617	40	20	1074	1074	NUM
cana-617	40	21	-	-	PUNCT
cana-617	40	22	133x	133x	NUM
cana-617	40	23	vol	vol	NOUN
cana-617	40	24	31	31	NUM
cana-617	40	25	no	no	NOUN
cana-617	40	26	.	.	PUNCT
cana-617	41	1	2s	2s	NUM
cana-617	41	2	(	(	PUNCT
cana-617	41	3	2024	2024	NUM
cana-617	41	4	)	)	PUNCT
cana-617	41	5	147	147	NUM
cana-617	41	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	41	7	discover	discover	VERB
cana-617	41	8	and	and	CCONJ
cana-617	41	9	recognize	recognize	VERB
cana-617	41	10	abnormal	abnormal	ADJ
cana-617	41	11	internet	internet	NOUN
cana-617	41	12	traffic	traffic	NOUN
cana-617	41	13	behavior	behavior	NOUN
cana-617	41	14	.	.	PUNCT
cana-617	42	1	this	this	DET
cana-617	42	2	article	article	NOUN
cana-617	42	3	supports	support	VERB
cana-617	42	4	the	the	DET
cana-617	42	5	approach	approach	NOUN
cana-617	42	6	by	by	ADP
cana-617	42	7	using	use	VERB
cana-617	42	8	the	the	DET
cana-617	42	9	most	most	ADV
cana-617	42	10	recent	recent	ADJ
cana-617	42	11	dataset	dataset	NOUN
cana-617	42	12	encompassing	encompass	VERB
cana-617	42	13	the	the	DET
cana-617	42	14	most	most	ADV
cana-617	42	15	popular	popular	ADJ
cana-617	42	16	types	type	NOUN
cana-617	42	17	of	of	ADP
cana-617	42	18	ddos	ddos	NOUN
cana-617	42	19	assaults	assault	NOUN
cana-617	42	20	,	,	PUNCT
cana-617	42	21	such	such	ADJ
cana-617	42	22	as	as	ADP
cana-617	42	23	http	http	ADJ
cana-617	42	24	floods	flood	NOUN
cana-617	42	25	and	and	CCONJ
cana-617	42	26	siddos	siddo	NOUN
cana-617	42	27	.	.	PUNCT
cana-617	43	1	this	this	DET
cana-617	43	2	study	study	NOUN
cana-617	43	3	uses	use	VERB
cana-617	43	4	well	well	ADV
cana-617	43	5	-	-	PUNCT
cana-617	43	6	known	know	VERB
cana-617	43	7	grouping	grouping	NOUN
cana-617	43	8	approaches	approach	NOUN
cana-617	43	9	like	like	ADP
cana-617	43	10	naive	naive	ADJ
cana-617	43	11	bayes	bayes	NOUN
cana-617	43	12	,	,	PUNCT
cana-617	43	13	multilayer	multilayer	ADJ
cana-617	43	14	perception	perception	NOUN
cana-617	43	15	(	(	PUNCT
cana-617	43	16	mlp	mlp	NOUN
cana-617	43	17	)	)	PUNCT
cana-617	43	18	,	,	PUNCT
cana-617	43	19	and	and	CCONJ
cana-617	43	20	svm	svm	ADJ
cana-617	43	21	,	,	PUNCT
cana-617	43	22	as	as	ADV
cana-617	43	23	well	well	ADV
cana-617	43	24	as	as	ADP
cana-617	43	25	decision	decision	NOUN
cana-617	43	26	trees	tree	NOUN
cana-617	43	27	.	.	PUNCT
cana-617	44	1	in	in	ADP
cana-617	44	2	the	the	DET
cana-617	44	3	future	future	NOUN
cana-617	44	4	,	,	PUNCT
cana-617	44	5	deep	deep	ADJ
cana-617	44	6	learning	learning	NOUN
cana-617	44	7	techniques	technique	NOUN
cana-617	44	8	will	will	AUX
cana-617	44	9	be	be	AUX
cana-617	44	10	used	use	VERB
cana-617	44	11	to	to	PART
cana-617	44	12	undertake	undertake	VERB
cana-617	44	13	a	a	DET
cana-617	44	14	comprehensive	comprehensive	ADJ
cana-617	44	15	analysis	analysis	NOUN
cana-617	44	16	of	of	ADP
cana-617	44	17	data	datum	NOUN
cana-617	44	18	sets	set	NOUN
cana-617	44	19	encompassing	encompass	VERB
cana-617	44	20	the	the	DET
cana-617	44	21	most	most	ADV
cana-617	44	22	recent	recent	ADJ
cana-617	44	23	types	type	NOUN
cana-617	44	24	of	of	ADP
cana-617	44	25	attacks	attack	NOUN
cana-617	44	26	,	,	PUNCT
cana-617	44	27	such	such	ADJ
cana-617	44	28	as	as	ADP
cana-617	44	29	http	http	ADJ
cana-617	44	30	flooding	flooding	NOUN
cana-617	44	31	,	,	PUNCT
cana-617	44	32	siddos	siddo	NOUN
cana-617	44	33	,	,	PUNCT
cana-617	44	34	smurf	smurf	NOUN
cana-617	44	35	,	,	PUNCT
cana-617	44	36	and	and	CCONJ
cana-617	44	37	udp	udp	NOUN
cana-617	44	38	flooding	flooding	NOUN
cana-617	44	39	,	,	PUNCT
cana-617	44	40	on	on	ADP
cana-617	44	41	data	datum	NOUN
cana-617	44	42	obtained	obtain	VERB
cana-617	44	43	from	from	ADP
cana-617	44	44	the	the	DET
cana-617	44	45	college	college	NOUN
cana-617	44	46	network	network	NOUN
cana-617	44	47	.	.	PUNCT
cana-617	45	1	pei	pei	PROPN
cana-617	45	2	et	et	PROPN
cana-617	45	3	al	al	PROPN
cana-617	45	4	.	.	PUNCT
cana-617	46	1	[	[	X
cana-617	46	2	3	3	X
cana-617	46	3	]	]	PUNCT
cana-617	46	4	found	find	VERB
cana-617	46	5	that	that	SCONJ
cana-617	46	6	the	the	DET
cana-617	46	7	harm	harm	NOUN
cana-617	46	8	caused	cause	VERB
cana-617	46	9	by	by	ADP
cana-617	46	10	ddos	ddos	NOUN
cana-617	46	11	attacks	attack	NOUN
cana-617	46	12	is	be	AUX
cana-617	46	13	getting	get	VERB
cana-617	46	14	more	more	ADJ
cana-617	46	15	serious.the	serious.the	DET
cana-617	46	16	issue	issue	NOUN
cana-617	46	17	is	be	AUX
cana-617	46	18	addressed	address	VERB
cana-617	46	19	by	by	ADP
cana-617	46	20	offering	offer	VERB
cana-617	46	21	a	a	DET
cana-617	46	22	machine	machine	NOUN
cana-617	46	23	learning	learning	NOUN
cana-617	46	24	-	-	PUNCT
cana-617	46	25	based	base	VERB
cana-617	46	26	ddos	ddos	NOUN
cana-617	46	27	attack	attack	NOUN
cana-617	46	28	detection	detection	NOUN
cana-617	46	29	system	system	NOUN
cana-617	46	30	that	that	PRON
cana-617	46	31	includes	include	VERB
cana-617	46	32	two	two	NUM
cana-617	46	33	steps	step	NOUN
cana-617	46	34	:	:	PUNCT
cana-617	46	35	feature	feature	NOUN
cana-617	46	36	extraction	extraction	NOUN
cana-617	46	37	and	and	CCONJ
cana-617	46	38	model	model	NOUN
cana-617	46	39	detection	detection	NOUN
cana-617	46	40	.	.	PUNCT
cana-617	47	1	a	a	DET
cana-617	47	2	significant	significant	ADJ
cana-617	47	3	amount	amount	NOUN
cana-617	47	4	of	of	ADP
cana-617	47	5	ddos	ddos	NOUN
cana-617	47	6	attack	attack	NOUN
cana-617	47	7	traffic	traffic	NOUN
cana-617	47	8	characteristics	characteristic	NOUN
cana-617	47	9	is	be	AUX
cana-617	47	10	recovered	recover	VERB
cana-617	47	11	at	at	ADP
cana-617	47	12	the	the	DET
cana-617	47	13	feature	feature	NOUN
cana-617	47	14	extraction	extraction	NOUN
cana-617	47	15	stage	stage	NOUN
cana-617	47	16	by	by	ADP
cana-617	47	17	comparing	compare	VERB
cana-617	47	18	data	datum	NOUN
cana-617	47	19	packages	package	NOUN
cana-617	47	20	sorted	sort	VERB
cana-617	47	21	according	accord	VERB
cana-617	47	22	to	to	ADP
cana-617	47	23	rules	rule	NOUN
cana-617	47	24	.	.	PUNCT
cana-617	48	1	the	the	DET
cana-617	48	2	experimental	experimental	ADJ
cana-617	48	3	results	result	NOUN
cana-617	48	4	show	show	VERB
cana-617	48	5	that	that	SCONJ
cana-617	48	6	the	the	DET
cana-617	48	7	suggested	suggest	VERB
cana-617	48	8	machine	machine	NOUN
cana-617	48	9	learning	learning	NOUN
cana-617	48	10	-	-	PUNCT
cana-617	48	11	based	base	VERB
cana-617	48	12	ddos	ddos	NOUN
cana-617	48	13	assault	assault	NOUN
cana-617	48	14	detection	detection	NOUN
cana-617	48	15	strategy	strategy	NOUN
cana-617	48	16	has	have	VERB
cana-617	48	17	a	a	DET
cana-617	48	18	high	high	ADJ
cana-617	48	19	detection	detection	NOUN
cana-617	48	20	rate	rate	NOUN
cana-617	48	21	for	for	ADP
cana-617	48	22	the	the	DET
cana-617	48	23	most	most	ADV
cana-617	48	24	popular	popular	ADJ
cana-617	48	25	ddos	ddo	NOUN
cana-617	48	26	attack	attack	NOUN
cana-617	48	27	.	.	PUNCT
cana-617	49	1	sambangi	sambangi	VERB
cana-617	49	2	et	et	PROPN
cana-617	49	3	al	al	PROPN
cana-617	49	4	.	.	PUNCT
cana-617	50	1	[	[	X
cana-617	50	2	4	4	NUM
cana-617	50	3	]	]	X
cana-617	50	4	highlighted	highlighted	ADJ
cana-617	50	5	detecting	detect	VERB
cana-617	50	6	ddos	ddos	NOUN
cana-617	50	7	attacks	attack	NOUN
cana-617	50	8	as	as	ADP
cana-617	50	9	a	a	DET
cana-617	50	10	machine	machine	NOUN
cana-617	50	11	learning	learn	VERB
cana-617	50	12	classification	classification	NOUN
cana-617	50	13	challenge	challenge	NOUN
cana-617	50	14	.	.	PUNCT
cana-617	51	1	the	the	DET
cana-617	51	2	task	task	NOUN
cana-617	51	3	of	of	ADP
cana-617	51	4	identifying	identify	VERB
cana-617	51	5	ddos	ddos	NOUN
cana-617	51	6	attacks	attack	NOUN
cana-617	51	7	,	,	PUNCT
cana-617	51	8	which	which	PRON
cana-617	51	9	is	be	AUX
cana-617	51	10	pertinent	pertinent	ADJ
cana-617	51	11	to	to	ADP
cana-617	51	12	cloud	cloud	NOUN
cana-617	51	13	computing	computing	NOUN
cana-617	51	14	,	,	PUNCT
cana-617	51	15	is	be	AUX
cana-617	51	16	extremely	extremely	ADV
cana-617	51	17	difficult	difficult	ADJ
cana-617	51	18	due	due	ADJ
cana-617	51	19	to	to	ADP
cana-617	51	20	the	the	DET
cana-617	51	21	computational	computational	ADJ
cana-617	51	22	complexity	complexity	NOUN
cana-617	51	23	that	that	PRON
cana-617	51	24	must	must	AUX
cana-617	51	25	be	be	AUX
cana-617	51	26	addressed.the	addressed.the	DET
cana-617	51	27	goal	goal	NOUN
cana-617	51	28	is	be	AUX
cana-617	51	29	to	to	PART
cana-617	51	30	examine	examine	VERB
cana-617	51	31	the	the	DET
cana-617	51	32	topic	topic	NOUN
cana-617	51	33	of	of	ADP
cana-617	51	34	ddos	ddo	NOUN
cana-617	51	35	attack	attack	NOUN
cana-617	51	36	detection	detection	NOUN
cana-617	51	37	in	in	ADP
cana-617	51	38	a	a	DET
cana-617	51	39	cloud	cloud	ADJ
cana-617	51	40	environment	environment	NOUN
cana-617	51	41	by	by	ADP
cana-617	51	42	using	use	VERB
cana-617	51	43	the	the	DET
cana-617	51	44	most	most	ADV
cana-617	51	45	prominent	prominent	ADJ
cana-617	51	46	cicids	cicid	NOUN
cana-617	51	47	2017	2017	NUM
cana-617	51	48	benchmark	benchmark	NOUN
cana-617	51	49	dataset	dataset	NOUN
cana-617	51	50	and	and	CCONJ
cana-617	51	51	multiple	multiple	ADJ
cana-617	51	52	regression	regression	NOUN
cana-617	51	53	analysis	analysis	NOUN
cana-617	51	54	to	to	PART
cana-617	51	55	create	create	VERB
cana-617	51	56	a	a	DET
cana-617	51	57	machine	machine	NOUN
cana-617	51	58	learning	learn	VERB
cana-617	51	59	model	model	NOUN
cana-617	51	60	that	that	PRON
cana-617	51	61	predicts	predict	VERB
cana-617	51	62	ddos	ddo	NOUN
cana-617	51	63	and	and	CCONJ
cana-617	51	64	bot	bot	NOUN
cana-617	51	65	assaults	assault	NOUN
cana-617	51	66	based	base	VERB
cana-617	51	67	on	on	ADP
cana-617	51	68	a	a	DET
cana-617	51	69	friday	friday	PROPN
cana-617	51	70	afternoon	afternoon	NOUN
cana-617	51	71	traffic	traffic	NOUN
cana-617	51	72	log	log	NOUN
cana-617	51	73	file	file	NOUN
cana-617	51	74	.	.	PUNCT
cana-617	52	1	the	the	DET
cana-617	52	2	ensemble	ensemble	ADJ
cana-617	52	3	model	model	NOUN
cana-617	52	4	achieved	achieve	VERB
cana-617	52	5	a	a	DET
cana-617	52	6	prediction	prediction	NOUN
cana-617	52	7	accuracy	accuracy	NOUN
cana-617	52	8	of	of	ADP
cana-617	52	9	97.86	97.86	NUM
cana-617	52	10	percent	percent	NOUN
cana-617	52	11	on	on	ADP
cana-617	52	12	the	the	DET
cana-617	52	13	friday	friday	PROPN
cana-617	52	14	morning	morning	NOUN
cana-617	52	15	dataset	dataset	NOUN
cana-617	52	16	.	.	PUNCT
cana-617	53	1	the	the	DET
cana-617	53	2	prediction	prediction	NOUN
cana-617	53	3	accuracy	accuracy	NOUN
cana-617	53	4	for	for	ADP
cana-617	53	5	the	the	DET
cana-617	53	6	friday	friday	PROPN
cana-617	53	7	afternoon	afternoon	NOUN
cana-617	53	8	log	log	NOUN
cana-617	53	9	file	file	NOUN
cana-617	53	10	is	be	AUX
cana-617	53	11	73.79	73.79	NUM
cana-617	53	12	percent	percent	NOUN
cana-617	53	13	for	for	ADP
cana-617	53	14	16	16	NUM
cana-617	53	15	characteristics	characteristic	NOUN
cana-617	53	16	produced	produce	VERB
cana-617	53	17	from	from	ADP
cana-617	53	18	an	an	DET
cana-617	53	19	information	information	NOUN
cana-617	53	20	gain	gain	NOUN
cana-617	53	21	-	-	PUNCT
cana-617	53	22	based	base	VERB
cana-617	53	23	feature	feature	NOUN
cana-617	53	24	selection	selection	NOUN
cana-617	53	25	and	and	CCONJ
cana-617	53	26	regression	regression	VERB
cana-617	53	27	analysis	analysis	NOUN
cana-617	53	28	-	-	PUNCT
cana-617	53	29	based	base	VERB
cana-617	53	30	machine	machine	NOUN
cana-617	53	31	learning	learning	NOUN
cana-617	53	32	model	model	NOUN
cana-617	53	33	.	.	PUNCT
cana-617	54	1	aytaç	aytaç	PROPN
cana-617	54	2	et	et	PROPN
cana-617	54	3	al	al	PROPN
cana-617	54	4	.	.	PUNCT
cana-617	55	1	[	[	X
cana-617	55	2	5	5	NUM
cana-617	55	3	]	]	PUNCT
cana-617	55	4	proposed	propose	VERB
cana-617	55	5	implementing	implement	VERB
cana-617	55	6	all	all	DET
cana-617	55	7	required	require	VERB
cana-617	55	8	precautions	precaution	NOUN
cana-617	55	9	to	to	PART
cana-617	55	10	reduce	reduce	VERB
cana-617	55	11	losses	loss	NOUN
cana-617	55	12	by	by	ADP
cana-617	55	13	detecting	detect	VERB
cana-617	55	14	assaults	assault	NOUN
cana-617	55	15	early	early	ADV
cana-617	55	16	.	.	PUNCT
cana-617	56	1	this	this	DET
cana-617	56	2	study	study	NOUN
cana-617	56	3	's	's	PART
cana-617	56	4	approach	approach	NOUN
cana-617	56	5	to	to	ADP
cana-617	56	6	the	the	DET
cana-617	56	7	topic	topic	NOUN
cana-617	56	8	is	be	AUX
cana-617	56	9	to	to	PART
cana-617	56	10	examine	examine	VERB
cana-617	56	11	the	the	DET
cana-617	56	12	success	success	NOUN
cana-617	56	13	rate	rate	NOUN
cana-617	56	14	of	of	ADP
cana-617	56	15	intrusion	intrusion	NOUN
cana-617	56	16	detection	detection	NOUN
cana-617	56	17	systems	system	NOUN
cana-617	56	18	using	use	VERB
cana-617	56	19	various	various	ADJ
cana-617	56	20	approaches.this	approaches.this	PRON
cana-617	56	21	study	study	NOUN
cana-617	56	22	examined	examine	VERB
cana-617	56	23	the	the	DET
cana-617	56	24	cicddos2019	cicddos2019	PROPN
cana-617	56	25	data	datum	NOUN
cana-617	56	26	set	set	VERB
cana-617	56	27	and	and	CCONJ
cana-617	56	28	compared	compare	VERB
cana-617	56	29	ddos	ddo	NOUN
cana-617	56	30	assaults	assault	NOUN
cana-617	56	31	within	within	ADP
cana-617	56	32	it	it	PRON
cana-617	56	33	.	.	PUNCT
cana-617	57	1	threat	threat	NOUN
cana-617	57	2	detection	detection	NOUN
cana-617	57	3	success	success	NOUN
cana-617	57	4	rates	rate	NOUN
cana-617	57	5	were	be	AUX
cana-617	57	6	investigated	investigate	VERB
cana-617	57	7	using	use	VERB
cana-617	57	8	the	the	DET
cana-617	57	9	following	following	ADJ
cana-617	57	10	methods	method	NOUN
cana-617	57	11	:	:	PUNCT
cana-617	57	12	artificial	artificial	ADJ
cana-617	57	13	neural	neural	ADJ
cana-617	57	14	networks	network	NOUN
cana-617	57	15	(	(	PUNCT
cana-617	57	16	ann	ann	PROPN
cana-617	57	17	)	)	PUNCT
cana-617	57	18	,	,	PUNCT
cana-617	57	19	support	support	NOUN
cana-617	57	20	vector	vector	NOUN
cana-617	57	21	machine	machine	NOUN
cana-617	57	22	(	(	PUNCT
cana-617	57	23	svm	svm	PROPN
cana-617	57	24	)	)	PUNCT
cana-617	57	25	,	,	PUNCT
cana-617	57	26	gaussian	gaussian	ADJ
cana-617	57	27	naive	naive	ADJ
cana-617	57	28	bayes	bayes	NOUN
cana-617	57	29	,	,	PUNCT
cana-617	57	30	multinomial	multinomial	ADJ
cana-617	57	31	naive	naive	ADJ
cana-617	57	32	bayes	bayes	NOUN
cana-617	57	33	,	,	PUNCT
cana-617	57	34	bernoulli	bernoulli	PROPN
cana-617	57	35	naive	naive	ADJ
cana-617	57	36	bayes	bayes	NOUN
cana-617	57	37	,	,	PUNCT
cana-617	57	38	logistic	logistic	ADJ
cana-617	57	39	regression	regression	NOUN
cana-617	57	40	,	,	PUNCT
cana-617	57	41	k	k	X
cana-617	57	42	-	-	PUNCT
cana-617	57	43	nearest	near	ADJ
cana-617	57	44	neighbor	neighbor	NOUN
cana-617	57	45	(	(	PUNCT
cana-617	57	46	knn	knn	PROPN
cana-617	57	47	)	)	PUNCT
cana-617	57	48	,	,	PUNCT
cana-617	57	49	decision	decision	NOUN
cana-617	57	50	tree	tree	NOUN
cana-617	57	51	(	(	PUNCT
cana-617	57	52	entropy	entropy	NOUN
cana-617	57	53	-	-	PUNCT
cana-617	57	54	gini	gini	NOUN
cana-617	57	55	)	)	PUNCT
cana-617	57	56	,	,	PUNCT
cana-617	57	57	and	and	CCONJ
cana-617	57	58	random	random	ADJ
cana-617	57	59	forest	forest	NOUN
cana-617	57	60	.	.	PUNCT
cana-617	58	1	after	after	ADP
cana-617	58	2	analyzing	analyze	VERB
cana-617	58	3	five	five	NUM
cana-617	58	4	data	datum	NOUN
cana-617	58	5	sets	set	NOUN
cana-617	58	6	with	with	ADP
cana-617	58	7	the	the	DET
cana-617	58	8	highest	high	ADJ
cana-617	58	9	accuracy	accuracy	NOUN
cana-617	58	10	rate	rate	NOUN
cana-617	58	11	in	in	ADP
cana-617	58	12	data	datum	NOUN
cana-617	58	13	trained	train	VERB
cana-617	58	14	with	with	ADP
cana-617	58	15	various	various	ADJ
cana-617	58	16	algorithms	algorithm	NOUN
cana-617	58	17	,	,	PUNCT
cana-617	58	18	the	the	DET
cana-617	58	19	fwd	fwd	ADJ
cana-617	58	20	pkt	pkt	ADJ
cana-617	58	21	len	len	ADJ
cana-617	58	22	std	std	NOUN
cana-617	58	23	,	,	PUNCT
cana-617	58	24	fwd	fwd	PROPN
cana-617	58	25	seg	seg	PROPN
cana-617	58	26	size	size	PROPN
cana-617	58	27	min	min	PROPN
cana-617	58	28	,	,	PUNCT
cana-617	58	29	bwd	bwd	PROPN
cana-617	58	30	pkt	pkt	ADJ
cana-617	58	31	len	len	ADJ
cana-617	58	32	std	std	PROPN
cana-617	58	33	,	,	PUNCT
cana-617	58	34	bwd	bwd	PROPN
cana-617	58	35	pkt	pkt	ADJ
cana-617	58	36	len	len	PROPN
cana-617	58	37	min	min	PROPN
cana-617	58	38	,	,	PUNCT
cana-617	58	39	cwe	cwe	NOUN
cana-617	58	40	flag	flag	NOUN
cana-617	58	41	count	count	NOUN
cana-617	58	42	,	,	PUNCT
cana-617	58	43	bwd	bwd	PROPN
cana-617	58	44	seg	seg	PROPN
cana-617	58	45	size	size	PROPN
cana-617	58	46	avg	avg	PROPN
cana-617	58	47	,	,	PUNCT
cana-617	58	48	and	and	CCONJ
cana-617	58	49	bwd	bwd	PROPN
cana-617	58	50	seg	seg	PROPN
cana-617	58	51	size	size	PROPN
cana-617	58	52	min	min	NOUN
cana-617	58	53	properties	property	NOUN
cana-617	58	54	were	be	AUX
cana-617	58	55	discovered	discover	VERB
cana-617	58	56	to	to	PART
cana-617	58	57	be	be	AUX
cana-617	58	58	the	the	DET
cana-617	58	59	most	most	ADV
cana-617	58	60	distinct	distinct	ADJ
cana-617	58	61	values	value	NOUN
cana-617	58	62	for	for	ADP
cana-617	58	63	determining	determine	VERB
cana-617	58	64	ddos	ddos	NOUN
cana-617	58	65	attacks	attack	NOUN
cana-617	58	66	.	.	PUNCT
cana-617	59	1	fernando	fernando	PROPN
cana-617	59	2	et	et	PROPN
cana-617	59	3	al	al	PROPN
cana-617	59	4	.	.	PUNCT
cana-617	60	1	[	[	X
cana-617	60	2	6	6	NUM
cana-617	60	3	]	]	PUNCT
cana-617	60	4	conducted	conduct	VERB
cana-617	60	5	a	a	DET
cana-617	60	6	survey	survey	NOUN
cana-617	60	7	on	on	ADP
cana-617	60	8	the	the	DET
cana-617	60	9	destructive	destructive	ADJ
cana-617	60	10	nature	nature	NOUN
cana-617	60	11	of	of	ADP
cana-617	60	12	ransomware	ransomware	NOUN
cana-617	60	13	,	,	PUNCT
cana-617	60	14	the	the	DET
cana-617	60	15	difficulties	difficulty	NOUN
cana-617	60	16	of	of	ADP
cana-617	60	17	reversing	reverse	VERB
cana-617	60	18	a	a	DET
cana-617	60	19	ransomware	ransomware	NOUN
cana-617	60	20	infection	infection	NOUN
cana-617	60	21	,	,	PUNCT
cana-617	60	22	and	and	CCONJ
cana-617	60	23	the	the	DET
cana-617	60	24	significance	significance	NOUN
cana-617	60	25	of	of	ADP
cana-617	60	26	identifying	identify	VERB
cana-617	60	27	it	it	PRON
cana-617	60	28	before	before	SCONJ
cana-617	60	29	it	it	PRON
cana-617	60	30	infects	infect	VERB
cana-617	60	31	a	a	DET
cana-617	60	32	system	system	NOUN
cana-617	60	33	,	,	PUNCT
cana-617	60	34	which	which	PRON
cana-617	60	35	are	be	AUX
cana-617	60	36	the	the	DET
cana-617	60	37	primary	primary	ADJ
cana-617	60	38	motivations	motivation	NOUN
cana-617	60	39	for	for	ADP
cana-617	60	40	this	this	DET
cana-617	60	41	inquiry	inquiry	NOUN
cana-617	60	42	in	in	ADP
cana-617	60	43	this	this	DET
cana-617	60	44	paper	paper	NOUN
cana-617	60	45	.	.	PUNCT
cana-617	61	1	because	because	SCONJ
cana-617	61	2	machine	machine	NOUN
cana-617	61	3	learning	learning	NOUN
cana-617	61	4	and	and	CCONJ
cana-617	61	5	deep	deep	ADJ
cana-617	61	6	learning	learning	NOUN
cana-617	61	7	can	can	AUX
cana-617	61	8	detect	detect	VERB
cana-617	61	9	zero	zero	NUM
cana-617	61	10	-	-	PUNCT
cana-617	61	11	day	day	NOUN
cana-617	61	12	threats	threat	NOUN
cana-617	61	13	,	,	PUNCT
cana-617	61	14	the	the	DET
cana-617	61	15	solution	solution	NOUN
cana-617	61	16	to	to	ADP
cana-617	61	17	the	the	DET
cana-617	61	18	problem	problem	NOUN
cana-617	61	19	is	be	AUX
cana-617	61	20	to	to	PART
cana-617	61	21	research	research	VERB
cana-617	61	22	machine	machine	NOUN
cana-617	61	23	learning	learning	NOUN
cana-617	61	24	and	and	CCONJ
cana-617	61	25	deep	deep	ADJ
cana-617	61	26	learning	learning	NOUN
cana-617	61	27	approaches	approach	NOUN
cana-617	61	28	for	for	ADP
cana-617	61	29	ransomware	ransomware	NOUN
cana-617	61	30	detection	detection	NOUN
cana-617	61	31	.	.	PUNCT
cana-617	62	1	these	these	DET
cana-617	62	2	methods	method	NOUN
cana-617	62	3	can	can	AUX
cana-617	62	4	be	be	AUX
cana-617	62	5	used	use	VERB
cana-617	62	6	to	to	PART
cana-617	62	7	build	build	VERB
cana-617	62	8	prediction	prediction	NOUN
cana-617	62	9	models	model	NOUN
cana-617	62	10	that	that	PRON
cana-617	62	11	can	can	AUX
cana-617	62	12	learn	learn	VERB
cana-617	62	13	how	how	SCONJ
cana-617	62	14	ransomware	ransomware	NOUN
cana-617	62	15	behaves	behave	VERB
cana-617	62	16	and	and	CCONJ
cana-617	62	17	then	then	ADV
cana-617	62	18	utilize	utilize	VERB
cana-617	62	19	that	that	DET
cana-617	62	20	information	information	NOUN
cana-617	62	21	to	to	PART
cana-617	62	22	identify	identify	VERB
cana-617	62	23	previously	previously	ADV
cana-617	62	24	unknown	unknown	ADJ
cana-617	62	25	variants	variant	NOUN
cana-617	62	26	and	and	CCONJ
cana-617	62	27	families	family	NOUN
cana-617	62	28	.	.	PUNCT
cana-617	63	1	in	in	ADP
cana-617	63	2	this	this	DET
cana-617	63	3	study	study	NOUN
cana-617	63	4	,	,	PUNCT
cana-617	63	5	we	we	PRON
cana-617	63	6	will	will	AUX
cana-617	63	7	examine	examine	VERB
cana-617	63	8	some	some	PRON
cana-617	63	9	of	of	ADP
cana-617	63	10	the	the	DET
cana-617	63	11	most	most	ADV
cana-617	63	12	wellknown	wellknown	ADJ
cana-617	63	13	research	research	NOUN
cana-617	63	14	projects	project	NOUN
cana-617	63	15	that	that	PRON
cana-617	63	16	use	use	VERB
cana-617	63	17	machine	machine	NOUN
cana-617	63	18	learning	learning	NOUN
cana-617	63	19	or	or	CCONJ
cana-617	63	20	deep	deep	ADJ
cana-617	63	21	learning	learning	NOUN
cana-617	63	22	to	to	PART
cana-617	63	23	detect	detect	VERB
cana-617	63	24	ransomware	ransomware	NOUN
cana-617	63	25	viruses.as	viruses.as	PRON
cana-617	64	1	a	a	DET
cana-617	64	2	result	result	NOUN
cana-617	64	3	,	,	PUNCT
cana-617	64	4	we	we	PRON
cana-617	64	5	ran	run	VERB
cana-617	64	6	studies	study	NOUN
cana-617	64	7	to	to	PART
cana-617	64	8	determine	determine	VERB
cana-617	64	9	how	how	SCONJ
cana-617	64	10	malware	malware	NOUN
cana-617	64	11	evolution	evolution	NOUN
cana-617	64	12	affects	affect	VERB
cana-617	64	13	the	the	DET
cana-617	64	14	study	study	NOUN
cana-617	64	15	issues	issue	NOUN
cana-617	64	16	mentioned	mention	VERB
cana-617	64	17	.	.	PUNCT
cana-617	65	1	we	we	PRON
cana-617	65	2	also	also	ADV
cana-617	65	3	talked	talk	VERB
cana-617	65	4	about	about	ADP
cana-617	65	5	ransomware	ransomware	NOUN
cana-617	65	6	's	's	PART
cana-617	65	7	new	new	ADJ
cana-617	65	8	routes	route	NOUN
cana-617	65	9	and	and	CCONJ
cana-617	65	10	how	how	SCONJ
cana-617	65	11	we	we	PRON
cana-617	65	12	expect	expect	VERB
cana-617	65	13	it	it	PRON
cana-617	65	14	to	to	PART
cana-617	65	15	evolve	evolve	VERB
cana-617	65	16	in	in	ADP
cana-617	65	17	the	the	DET
cana-617	65	18	coming	come	VERB
cana-617	65	19	years	year	NOUN
cana-617	65	20	,	,	PUNCT
cana-617	65	21	such	such	ADJ
cana-617	65	22	as	as	ADP
cana-617	65	23	its	its	PRON
cana-617	65	24	expansion	expansion	NOUN
cana-617	65	25	into	into	ADP
cana-617	65	26	iot	iot	PROPN
cana-617	65	27	(	(	PUNCT
cana-617	65	28	internet	internet	NOUN
cana-617	65	29	of	of	ADP
cana-617	65	30	things	thing	NOUN
cana-617	65	31	)	)	PUNCT
cana-617	65	32	,	,	PUNCT
cana-617	65	33	as	as	SCONJ
cana-617	65	34	iot	iot	NOUN
cana-617	65	35	becomes	become	VERB
cana-617	65	36	more	more	ADV
cana-617	65	37	connected	connected	ADJ
cana-617	65	38	to	to	ADP
cana-617	65	39	infrastructures	infrastructure	NOUN
cana-617	65	40	and	and	CCONJ
cana-617	65	41	people	people	NOUN
cana-617	65	42	's	's	PART
cana-617	65	43	homes	home	NOUN
cana-617	65	44	.	.	PUNCT
cana-617	66	1	communications	communication	NOUN
cana-617	66	2	on	on	ADP
cana-617	66	3	applied	apply	VERB
cana-617	66	4	nonlinear	nonlinear	ADJ
cana-617	66	5	analysis	analysis	NOUN
cana-617	66	6	issn	issn	NOUN
cana-617	66	7	:	:	PUNCT
cana-617	66	8	1074	1074	NUM
cana-617	66	9	-	-	PUNCT
cana-617	66	10	133x	133x	NUM
cana-617	66	11	vol	vol	NOUN
cana-617	66	12	31	31	NUM
cana-617	66	13	no	no	NOUN
cana-617	66	14	.	.	PUNCT
cana-617	67	1	2s	2s	NUM
cana-617	67	2	(	(	PUNCT
cana-617	67	3	2024	2024	NUM
cana-617	67	4	)	)	PUNCT
cana-617	67	5	148	148	NUM
cana-617	67	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	67	7	urooj	urooj	NOUN
cana-617	67	8	et	et	PROPN
cana-617	67	9	al	al	PROPN
cana-617	67	10	.	.	PUNCT
cana-617	68	1	[	[	X
cana-617	68	2	7	7	X
cana-617	68	3	]	]	PUNCT
cana-617	68	4	conducted	conduct	VERB
cana-617	68	5	a	a	DET
cana-617	68	6	study	study	NOUN
cana-617	68	7	and	and	CCONJ
cana-617	68	8	investigation	investigation	NOUN
cana-617	68	9	on	on	ADP
cana-617	68	10	ransomware	ransomware	NOUN
cana-617	68	11	,	,	PUNCT
cana-617	68	12	a	a	DET
cana-617	68	13	notorious	notorious	ADJ
cana-617	68	14	piece	piece	NOUN
cana-617	68	15	of	of	ADP
cana-617	68	16	software	software	NOUN
cana-617	68	17	that	that	PRON
cana-617	68	18	has	have	AUX
cana-617	68	19	garnered	garner	VERB
cana-617	68	20	reputation	reputation	NOUN
cana-617	68	21	for	for	ADP
cana-617	68	22	its	its	PRON
cana-617	68	23	devastating	devastating	ADJ
cana-617	68	24	and	and	CCONJ
cana-617	68	25	irreversible	irreversible	ADJ
cana-617	68	26	effects	effect	NOUN
cana-617	68	27	on	on	ADP
cana-617	68	28	its	its	PRON
cana-617	68	29	victims	victim	NOUN
cana-617	68	30	.	.	PUNCT
cana-617	69	1	the	the	DET
cana-617	69	2	permanent	permanent	ADJ
cana-617	69	3	damage	damage	NOUN
cana-617	69	4	caused	cause	VERB
cana-617	69	5	by	by	ADP
cana-617	69	6	ransomware	ransomware	NOUN
cana-617	69	7	needs	need	VERB
cana-617	69	8	early	early	ADJ
cana-617	69	9	identification	identification	NOUN
cana-617	69	10	of	of	ADP
cana-617	69	11	these	these	DET
cana-617	69	12	attacks	attack	NOUN
cana-617	69	13	.	.	PUNCT
cana-617	70	1	the	the	DET
cana-617	70	2	problem	problem	NOUN
cana-617	70	3	is	be	AUX
cana-617	70	4	approached	approach	VERB
cana-617	70	5	in	in	ADP
cana-617	70	6	a	a	DET
cana-617	70	7	novel	novel	ADJ
cana-617	70	8	method	method	NOUN
cana-617	70	9	.	.	PUNCT
cana-617	71	1	this	this	DET
cana-617	71	2	study	study	NOUN
cana-617	71	3	provides	provide	VERB
cana-617	71	4	information	information	NOUN
cana-617	71	5	on	on	ADP
cana-617	71	6	datasets	dataset	NOUN
cana-617	71	7	gathered	gather	VERB
cana-617	71	8	from	from	ADP
cana-617	71	9	various	various	ADJ
cana-617	71	10	sources	source	NOUN
cana-617	71	11	and	and	CCONJ
cana-617	71	12	utilized	utilize	VERB
cana-617	71	13	in	in	ADP
cana-617	71	14	ransomware	ransomware	NOUN
cana-617	71	15	detection	detection	NOUN
cana-617	71	16	testing	testing	NOUN
cana-617	71	17	on	on	ADP
cana-617	71	18	multiple	multiple	ADJ
cana-617	71	19	platforms.this	platforms.this	NUM
cana-617	71	20	study	study	NOUN
cana-617	71	21	is	be	AUX
cana-617	71	22	also	also	ADV
cana-617	71	23	unusual	unusual	ADJ
cana-617	71	24	in	in	SCONJ
cana-617	71	25	that	that	SCONJ
cana-617	71	26	it	it	PRON
cana-617	71	27	includes	include	VERB
cana-617	71	28	an	an	DET
cana-617	71	29	overview	overview	NOUN
cana-617	71	30	of	of	ADP
cana-617	71	31	ransomware	ransomware	NOUN
cana-617	71	32	detection	detection	NOUN
cana-617	71	33	studies	study	NOUN
cana-617	71	34	that	that	PRON
cana-617	71	35	use	use	VERB
cana-617	71	36	machine	machine	NOUN
cana-617	71	37	learning	learning	NOUN
cana-617	71	38	,	,	PUNCT
cana-617	71	39	deep	deep	ADJ
cana-617	71	40	learning	learning	NOUN
cana-617	71	41	,	,	PUNCT
cana-617	71	42	or	or	CCONJ
cana-617	71	43	a	a	DET
cana-617	71	44	mix	mix	NOUN
cana-617	71	45	of	of	ADP
cana-617	71	46	the	the	DET
cana-617	71	47	two	two	NUM
cana-617	71	48	techniques	technique	NOUN
cana-617	71	49	,	,	PUNCT
cana-617	71	50	as	as	ADV
cana-617	71	51	well	well	ADV
cana-617	71	52	as	as	ADP
cana-617	71	53	the	the	DET
cana-617	71	54	advantages	advantage	NOUN
cana-617	71	55	of	of	ADP
cana-617	71	56	dynamic	dynamic	ADJ
cana-617	71	57	analysis	analysis	NOUN
cana-617	71	58	for	for	ADP
cana-617	71	59	ransomware	ransomware	NOUN
cana-617	71	60	detection	detection	NOUN
cana-617	71	61	.	.	PUNCT
cana-617	72	1	the	the	DET
cana-617	72	2	study	study	NOUN
cana-617	72	3	presented	present	VERB
cana-617	72	4	here	here	ADV
cana-617	72	5	examines	examine	VERB
cana-617	72	6	ransomware	ransomware	NOUN
cana-617	72	7	detection	detection	NOUN
cana-617	72	8	investigations	investigation	NOUN
cana-617	72	9	conducted	conduct	VERB
cana-617	72	10	between	between	ADP
cana-617	72	11	2019	2019	NUM
cana-617	72	12	and	and	CCONJ
cana-617	72	13	2021	2021	NUM
cana-617	72	14	.	.	PUNCT
cana-617	73	1	this	this	DET
cana-617	73	2	research	research	NOUN
cana-617	73	3	provides	provide	VERB
cana-617	73	4	a	a	DET
cana-617	73	5	thorough	thorough	ADJ
cana-617	73	6	list	list	NOUN
cana-617	73	7	of	of	ADP
cana-617	73	8	future	future	ADJ
cana-617	73	9	directions	direction	NOUN
cana-617	73	10	,	,	PUNCT
cana-617	73	11	laying	lay	VERB
cana-617	73	12	the	the	DET
cana-617	73	13	groundwork	groundwork	NOUN
cana-617	73	14	for	for	ADP
cana-617	73	15	future	future	ADJ
cana-617	73	16	research	research	NOUN
cana-617	73	17	.	.	PUNCT
cana-617	74	1	as	as	ADP
cana-617	74	2	a	a	DET
cana-617	74	3	result	result	NOUN
cana-617	74	4	,	,	PUNCT
cana-617	74	5	the	the	DET
cana-617	74	6	goal	goal	NOUN
cana-617	74	7	of	of	ADP
cana-617	74	8	this	this	DET
cana-617	74	9	research	research	NOUN
cana-617	74	10	is	be	AUX
cana-617	74	11	to	to	PART
cana-617	74	12	create	create	VERB
cana-617	74	13	a	a	DET
cana-617	74	14	user	user	NOUN
cana-617	74	15	manual	manual	NOUN
cana-617	74	16	that	that	PRON
cana-617	74	17	can	can	AUX
cana-617	74	18	be	be	AUX
cana-617	74	19	used	use	VERB
cana-617	74	20	by	by	ADP
cana-617	74	21	academics	academic	NOUN
cana-617	74	22	who	who	PRON
cana-617	74	23	want	want	VERB
cana-617	74	24	to	to	PART
cana-617	74	25	work	work	VERB
cana-617	74	26	with	with	ADP
cana-617	74	27	existing	exist	VERB
cana-617	74	28	technologies	technology	NOUN
cana-617	74	29	in	in	ADP
cana-617	74	30	the	the	DET
cana-617	74	31	field	field	NOUN
cana-617	74	32	of	of	ADP
cana-617	74	33	ransomware	ransomware	NOUN
cana-617	74	34	attack	attack	NOUN
cana-617	74	35	detection	detection	NOUN
cana-617	74	36	.	.	PUNCT
cana-617	75	1	it	it	PRON
cana-617	75	2	can	can	AUX
cana-617	75	3	help	help	VERB
cana-617	75	4	them	they	PRON
cana-617	75	5	create	create	VERB
cana-617	75	6	more	more	ADV
cana-617	75	7	effective	effective	ADJ
cana-617	75	8	ransomware	ransomware	NOUN
cana-617	75	9	detection	detection	NOUN
cana-617	75	10	algorithms	algorithm	NOUN
cana-617	75	11	while	while	SCONJ
cana-617	75	12	considering	consider	VERB
cana-617	75	13	existing	exist	VERB
cana-617	75	14	solutions.in	solutions.in	NOUN
cana-617	75	15	the	the	DET
cana-617	75	16	future	future	NOUN
cana-617	75	17	,	,	PUNCT
cana-617	75	18	we	we	PRON
cana-617	75	19	will	will	AUX
cana-617	75	20	examine	examine	VERB
cana-617	75	21	the	the	DET
cana-617	75	22	role	role	NOUN
cana-617	75	23	of	of	ADP
cana-617	75	24	static	static	ADJ
cana-617	75	25	analysis	analysis	NOUN
cana-617	75	26	in	in	ADP
cana-617	75	27	detecting	detect	VERB
cana-617	75	28	ransomware	ransomware	NOUN
cana-617	75	29	attacks	attack	NOUN
cana-617	75	30	utilizing	utilize	VERB
cana-617	75	31	machine	machine	NOUN
cana-617	75	32	and	and	CCONJ
cana-617	75	33	deep	deep	ADJ
cana-617	75	34	learning	learning	NOUN
cana-617	75	35	technologies	technology	NOUN
cana-617	75	36	.	.	PUNCT
cana-617	76	1	according	accord	VERB
cana-617	76	2	to	to	ADP
cana-617	76	3	the	the	DET
cana-617	76	4	problem	problem	NOUN
cana-617	76	5	presented	present	VERB
cana-617	76	6	in	in	ADP
cana-617	76	7	this	this	DET
cana-617	76	8	research	research	NOUN
cana-617	76	9	,	,	PUNCT
cana-617	76	10	beaman	beaman	PROPN
cana-617	76	11	et	et	PROPN
cana-617	76	12	al	al	PROPN
cana-617	76	13	.	.	PUNCT
cana-617	77	1	[	[	X
cana-617	77	2	8	8	NUM
cana-617	77	3	]	]	PUNCT
cana-617	77	4	caused	cause	VERB
cana-617	77	5	a	a	DET
cana-617	77	6	substantial	substantial	ADJ
cana-617	77	7	spike	spike	NOUN
cana-617	77	8	in	in	ADP
cana-617	77	9	the	the	DET
cana-617	77	10	number	number	NOUN
cana-617	77	11	of	of	ADP
cana-617	77	12	ransomware	ransomware	NOUN
cana-617	77	13	attacks	attack	NOUN
cana-617	77	14	.	.	PUNCT
cana-617	78	1	several	several	ADJ
cana-617	78	2	institutions	institution	NOUN
cana-617	78	3	have	have	AUX
cana-617	78	4	been	be	AUX
cana-617	78	5	targeted	target	VERB
cana-617	78	6	,	,	PUNCT
cana-617	78	7	including	include	VERB
cana-617	78	8	healthcare	healthcare	NOUN
cana-617	78	9	,	,	PUNCT
cana-617	78	10	finance	finance	NOUN
cana-617	78	11	,	,	PUNCT
cana-617	78	12	and	and	CCONJ
cana-617	78	13	the	the	DET
cana-617	78	14	government	government	NOUN
cana-617	78	15	.	.	PUNCT
cana-617	79	1	there	there	PRON
cana-617	79	2	could	could	AUX
cana-617	79	3	be	be	AUX
cana-617	79	4	a	a	DET
cana-617	79	5	multitude	multitude	NOUN
cana-617	79	6	of	of	ADP
cana-617	79	7	reasons	reason	NOUN
cana-617	79	8	for	for	ADP
cana-617	79	9	the	the	DET
cana-617	79	10	quick	quick	ADJ
cana-617	79	11	spike	spike	NOUN
cana-617	79	12	in	in	ADP
cana-617	79	13	attacks	attack	NOUN
cana-617	79	14	,	,	PUNCT
cana-617	79	15	but	but	CCONJ
cana-617	79	16	it	it	PRON
cana-617	79	17	appears	appear	VERB
cana-617	79	18	that	that	SCONJ
cana-617	79	19	working	work	VERB
cana-617	79	20	remotely	remotely	ADV
cana-617	79	21	from	from	ADP
cana-617	79	22	home	home	NOUN
cana-617	79	23	is	be	AUX
cana-617	79	24	one	one	NUM
cana-617	79	25	of	of	ADP
cana-617	79	26	them	they	PRON
cana-617	79	27	.	.	PUNCT
cana-617	80	1	recent	recent	ADJ
cana-617	80	2	advances	advance	NOUN
cana-617	80	3	in	in	ADP
cana-617	80	4	ransomware	ransomware	NOUN
cana-617	80	5	analysis	analysis	NOUN
cana-617	80	6	,	,	PUNCT
cana-617	80	7	detection	detection	NOUN
cana-617	80	8	,	,	PUNCT
cana-617	80	9	and	and	CCONJ
cana-617	80	10	prevention	prevention	NOUN
cana-617	80	11	were	be	AUX
cana-617	80	12	studied	study	VERB
cana-617	80	13	as	as	ADP
cana-617	80	14	potential	potential	ADJ
cana-617	80	15	solutions	solution	NOUN
cana-617	80	16	to	to	ADP
cana-617	80	17	the	the	DET
cana-617	80	18	problem	problem	NOUN
cana-617	80	19	.	.	PUNCT
cana-617	81	1	honeypots	honeypot	NOUN
cana-617	81	2	,	,	PUNCT
cana-617	81	3	network	network	NOUN
cana-617	81	4	traffic	traffic	NOUN
cana-617	81	5	analysis	analysis	NOUN
cana-617	81	6	,	,	PUNCT
cana-617	81	7	and	and	CCONJ
cana-617	81	8	machine	machine	NOUN
cana-617	81	9	learning	learning	NOUN
cana-617	81	10	-	-	PUNCT
cana-617	81	11	based	base	VERB
cana-617	81	12	methodologies	methodology	NOUN
cana-617	81	13	were	be	AUX
cana-617	81	14	determined	determine	VERB
cana-617	81	15	to	to	PART
cana-617	81	16	be	be	AUX
cana-617	81	17	the	the	DET
cana-617	81	18	primary	primary	ADJ
cana-617	81	19	targets	target	NOUN
cana-617	81	20	of	of	ADP
cana-617	81	21	cutting	cut	VERB
cana-617	81	22	-	-	PUNCT
cana-617	81	23	edge	edge	NOUN
cana-617	81	24	ransomware	ransomware	NOUN
cana-617	81	25	detection	detection	NOUN
cana-617	81	26	strategies.the	strategies.the	DET
cana-617	81	27	studies	study	NOUN
cana-617	81	28	also	also	ADV
cana-617	81	29	revealed	reveal	VERB
cana-617	81	30	that	that	SCONJ
cana-617	81	31	ransomware	ransomware	NOUN
cana-617	81	32	can	can	AUX
cana-617	81	33	be	be	AUX
cana-617	81	34	easily	easily	ADV
cana-617	81	35	generated	generate	VERB
cana-617	81	36	and	and	CCONJ
cana-617	81	37	used	use	VERB
cana-617	81	38	.	.	PUNCT
cana-617	82	1	finally	finally	ADV
cana-617	82	2	,	,	PUNCT
cana-617	82	3	we	we	PRON
cana-617	82	4	reviewed	review	VERB
cana-617	82	5	current	current	ADJ
cana-617	82	6	research	research	NOUN
cana-617	82	7	difficulties	difficulty	NOUN
cana-617	82	8	and	and	CCONJ
cana-617	82	9	future	future	ADJ
cana-617	82	10	research	research	NOUN
cana-617	82	11	objectives	objective	NOUN
cana-617	82	12	in	in	ADP
cana-617	82	13	the	the	DET
cana-617	82	14	field	field	NOUN
cana-617	82	15	of	of	ADP
cana-617	82	16	ransomware	ransomware	NOUN
cana-617	82	17	.	.	PUNCT
cana-617	83	1	3.theoretical	3.theoretical	NUM
cana-617	83	2	background	background	NOUN
cana-617	83	3	this	this	DET
cana-617	83	4	section	section	NOUN
cana-617	83	5	presents	present	VERB
cana-617	83	6	the	the	DET
cana-617	83	7	history	history	NOUN
cana-617	83	8	and	and	CCONJ
cana-617	83	9	efforts	effort	NOUN
cana-617	83	10	connected	connect	VERB
cana-617	83	11	to	to	ADP
cana-617	83	12	the	the	DET
cana-617	83	13	proposed	propose	VERB
cana-617	83	14	solution	solution	NOUN
cana-617	83	15	in	in	ADP
cana-617	83	16	this	this	DET
cana-617	83	17	study	study	NOUN
cana-617	83	18	.	.	PUNCT
cana-617	84	1	mobile	mobile	ADJ
cana-617	84	2	cloud	cloud	PROPN
cana-617	84	3	computing	computing	NOUN
cana-617	84	4	is	be	AUX
cana-617	84	5	a	a	DET
cana-617	84	6	current	current	ADJ
cana-617	84	7	and	and	CCONJ
cana-617	84	8	trending	trend	VERB
cana-617	84	9	technology	technology	NOUN
cana-617	84	10	around	around	ADP
cana-617	84	11	the	the	DET
cana-617	84	12	world	world	NOUN
cana-617	84	13	,	,	PUNCT
cana-617	84	14	and	and	CCONJ
cana-617	84	15	it	it	PRON
cana-617	84	16	provides	provide	VERB
cana-617	84	17	a	a	DET
cana-617	84	18	number	number	NOUN
cana-617	84	19	of	of	ADP
cana-617	84	20	benefits	benefit	NOUN
cana-617	84	21	that	that	PRON
cana-617	84	22	improve	improve	VERB
cana-617	84	23	the	the	DET
cana-617	84	24	user	user	NOUN
cana-617	84	25	experience	experience	NOUN
cana-617	84	26	.	.	PUNCT
cana-617	85	1	[	[	X
cana-617	85	2	2	2	NUM
cana-617	85	3	]	]	PUNCT
cana-617	85	4	specialized	specialized	ADJ
cana-617	85	5	features	feature	NOUN
cana-617	85	6	include	include	VERB
cana-617	85	7	storage	storage	NOUN
cana-617	85	8	,	,	PUNCT
cana-617	85	9	smartphone	smartphone	NOUN
cana-617	85	10	mobility	mobility	NOUN
cana-617	85	11	via	via	ADP
cana-617	85	12	wifi	wifi	NOUN
cana-617	85	13	or	or	CCONJ
cana-617	85	14	internet	internet	NOUN
cana-617	85	15	connection	connection	NOUN
cana-617	85	16	,	,	PUNCT
cana-617	85	17	and	and	CCONJ
cana-617	85	18	pay	pay	AUX
cana-617	85	19	-	-	PUNCT
cana-617	85	20	as	as	ADP
cana-617	85	21	-	-	PUNCT
cana-617	85	22	you	you	PRON
cana-617	85	23	-	-	PUNCT
cana-617	85	24	go	go	VERB
cana-617	85	25	service	service	NOUN
cana-617	85	26	.	.	PUNCT
cana-617	86	1	similarly	similarly	ADV
cana-617	86	2	,	,	PUNCT
cana-617	86	3	juniper	juniper	NOUN
cana-617	86	4	research	research	NOUN
cana-617	86	5	reports	report	NOUN
cana-617	86	6	on	on	ADP
cana-617	86	7	the	the	DET
cana-617	86	8	growing	grow	VERB
cana-617	86	9	use	use	NOUN
cana-617	86	10	of	of	ADP
cana-617	86	11	mobile	mobile	ADJ
cana-617	86	12	computing	computing	NOUN
cana-617	86	13	,	,	PUNCT
cana-617	86	14	stating	state	VERB
cana-617	86	15	that	that	SCONJ
cana-617	86	16	demand	demand	NOUN
cana-617	86	17	for	for	ADP
cana-617	86	18	cloud	cloud	NOUN
cana-617	86	19	-	-	PUNCT
cana-617	86	20	based	base	VERB
cana-617	86	21	mobile	mobile	ADJ
cana-617	86	22	apps	app	NOUN
cana-617	86	23	in	in	ADP
cana-617	86	24	the	the	DET
cana-617	86	25	public	public	ADJ
cana-617	86	26	and	and	CCONJ
cana-617	86	27	commercial	commercial	ADJ
cana-617	86	28	sectors	sector	NOUN
cana-617	86	29	is	be	AUX
cana-617	86	30	predicted	predict	VERB
cana-617	86	31	to	to	PART
cana-617	86	32	reach	reach	VERB
cana-617	86	33	9.5	9.5	NUM
cana-617	86	34	billion	billion	NUM
cana-617	86	35	dollars	dollar	NOUN
cana-617	86	36	by	by	ADP
cana-617	86	37	2014	2014	NUM
cana-617	86	38	,	,	PUNCT
cana-617	86	39	with	with	ADP
cana-617	86	40	further	further	ADJ
cana-617	86	41	increases	increase	NOUN
cana-617	86	42	expected	expect	VERB
cana-617	86	43	in	in	ADP
cana-617	86	44	the	the	DET
cana-617	86	45	near	near	ADJ
cana-617	86	46	future.similarly	future.similarly	ADV
cana-617	86	47	,	,	PUNCT
cana-617	86	48	the	the	DET
cana-617	86	49	number	number	NOUN
cana-617	86	50	of	of	ADP
cana-617	86	51	smartphone	smartphone	NOUN
cana-617	86	52	applications	application	NOUN
cana-617	86	53	has	have	AUX
cana-617	86	54	increased	increase	VERB
cana-617	86	55	in	in	ADP
cana-617	86	56	recent	recent	ADJ
cana-617	86	57	years	year	NOUN
cana-617	86	58	,	,	PUNCT
cana-617	86	59	with	with	ADP
cana-617	86	60	apps	app	NOUN
cana-617	86	61	in	in	ADP
cana-617	86	62	various	various	ADJ
cana-617	86	63	areas	area	NOUN
cana-617	86	64	such	such	ADJ
cana-617	86	65	as	as	ADP
cana-617	86	66	entertainment	entertainment	NOUN
cana-617	86	67	,	,	PUNCT
cana-617	86	68	social	social	ADJ
cana-617	86	69	media	medium	NOUN
cana-617	86	70	,	,	PUNCT
cana-617	86	71	internet	internet	NOUN
cana-617	86	72	streaming	streaming	NOUN
cana-617	86	73	,	,	PUNCT
cana-617	86	74	banking	banking	NOUN
cana-617	86	75	,	,	PUNCT
cana-617	86	76	news	news	NOUN
cana-617	86	77	,	,	PUNCT
cana-617	86	78	and	and	CCONJ
cana-617	86	79	so	so	ADV
cana-617	86	80	on	on	ADV
cana-617	86	81	.	.	PUNCT
cana-617	87	1	the	the	DET
cana-617	87	2	primary	primary	ADJ
cana-617	87	3	reason	reason	NOUN
cana-617	87	4	for	for	ADP
cana-617	87	5	this	this	PRON
cana-617	87	6	is	be	AUX
cana-617	87	7	that	that	SCONJ
cana-617	87	8	mobile	mobile	ADJ
cana-617	87	9	computing	computing	NOUN
cana-617	87	10	can	can	AUX
cana-617	87	11	offer	offer	VERB
cana-617	87	12	the	the	DET
cana-617	87	13	subscriber	subscriber	NOUN
cana-617	87	14	with	with	ADP
cana-617	87	15	a	a	DET
cana-617	87	16	resource	resource	NOUN
cana-617	87	17	when	when	SCONJ
cana-617	87	18	and	and	CCONJ
cana-617	87	19	how	how	SCONJ
cana-617	87	20	they	they	PRON
cana-617	87	21	require	require	VERB
cana-617	87	22	it	it	PRON
cana-617	87	23	,	,	PUNCT
cana-617	87	24	based	base	VERB
cana-617	87	25	entirely	entirely	ADV
cana-617	87	26	on	on	ADP
cana-617	87	27	user	user	NOUN
cana-617	87	28	organization	organization	NOUN
cana-617	87	29	.	.	PUNCT
cana-617	88	1	according	accord	VERB
cana-617	88	2	to	to	ADP
cana-617	88	3	a	a	DET
cana-617	88	4	2009	2009	NUM
cana-617	88	5	international	international	ADJ
cana-617	88	6	data	datum	NOUN
cana-617	88	7	corporation	corporation	NOUN
cana-617	88	8	(	(	PUNCT
cana-617	88	9	idc	idc	PROPN
cana-617	88	10	)	)	PUNCT
cana-617	88	11	report	report	NOUN
cana-617	88	12	,	,	PUNCT
cana-617	88	13	74	74	NUM
cana-617	88	14	%	%	NOUN
cana-617	88	15	of	of	ADP
cana-617	88	16	it	it	PRON
cana-617	88	17	administrators	administrator	NOUN
cana-617	88	18	and	and	CCONJ
cana-617	88	19	chief	chief	ADJ
cana-617	88	20	information	information	NOUN
cana-617	88	21	officers	officer	NOUN
cana-617	88	22	(	(	PUNCT
cana-617	88	23	cios	cio	NOUN
cana-617	88	24	)	)	PUNCT
cana-617	88	25	believe	believe	VERB
cana-617	88	26	that	that	SCONJ
cana-617	88	27	user	user	NOUN
cana-617	88	28	privacy	privacy	NOUN
cana-617	88	29	issues	issue	NOUN
cana-617	88	30	are	be	AUX
cana-617	88	31	the	the	DET
cana-617	88	32	most	most	ADV
cana-617	88	33	significant	significant	ADJ
cana-617	88	34	barriers	barrier	NOUN
cana-617	88	35	to	to	ADP
cana-617	88	36	virtualization	virtualization	NOUN
cana-617	88	37	adoption	adoption	NOUN
cana-617	88	38	.	.	PUNCT
cana-617	89	1	mobile	mobile	ADJ
cana-617	89	2	computing	computing	NOUN
cana-617	89	3	relies	rely	VERB
cana-617	89	4	on	on	ADP
cana-617	89	5	three	three	NUM
cana-617	89	6	key	key	ADJ
cana-617	89	7	components	component	NOUN
cana-617	89	8	:	:	PUNCT
cana-617	89	9	technology	technology	NOUN
cana-617	89	10	,	,	PUNCT
cana-617	89	11	hardware	hardware	NOUN
cana-617	89	12	,	,	PUNCT
cana-617	89	13	and	and	CCONJ
cana-617	89	14	communications	communication	NOUN
cana-617	89	15	.	.	PUNCT
cana-617	90	1	clients	client	NOUN
cana-617	90	2	can	can	AUX
cana-617	90	3	use	use	VERB
cana-617	90	4	gadgets	gadget	NOUN
cana-617	90	5	such	such	ADJ
cana-617	90	6	as	as	ADP
cana-617	90	7	smartphones	smartphone	NOUN
cana-617	90	8	and	and	CCONJ
cana-617	90	9	other	other	ADJ
cana-617	90	10	portable	portable	ADJ
cana-617	90	11	devices.consumers	devices.consumer	NOUN
cana-617	90	12	are	be	AUX
cana-617	90	13	rapidly	rapidly	ADV
cana-617	90	14	adopting	adopt	VERB
cana-617	90	15	pdas	pda	NOUN
cana-617	90	16	,	,	PUNCT
cana-617	90	17	thanks	thank	NOUN
cana-617	90	18	to	to	ADP
cana-617	90	19	the	the	DET
cana-617	90	20	rapid	rapid	ADJ
cana-617	90	21	expansion	expansion	NOUN
cana-617	90	22	of	of	ADP
cana-617	90	23	wireless	wireless	ADJ
cana-617	90	24	networks	network	NOUN
cana-617	90	25	[	[	X
cana-617	90	26	3	3	NUM
cana-617	90	27	]	]	PUNCT
cana-617	90	28	.	.	PUNCT
cana-617	91	1	according	accord	VERB
cana-617	91	2	to	to	ADP
cana-617	91	3	allied	ally	VERB
cana-617	91	4	business	business	NOUN
cana-617	91	5	intelligence	intelligence	NOUN
cana-617	91	6	,	,	PUNCT
cana-617	91	7	more	more	ADJ
cana-617	91	8	than	than	ADP
cana-617	91	9	2.4	2.4	NUM
cana-617	91	10	billion	billion	NUM
cana-617	91	11	users	user	NOUN
cana-617	91	12	would	would	AUX
cana-617	91	13	use	use	VERB
cana-617	91	14	mobile	mobile	ADJ
cana-617	91	15	devices	device	NOUN
cana-617	91	16	to	to	PART
cana-617	91	17	access	access	VERB
cana-617	91	18	cloud	cloud	NOUN
cana-617	91	19	computing	computing	NOUN
cana-617	91	20	platforms	platform	NOUN
cana-617	91	21	in	in	ADP
cana-617	91	22	2015	2015	NUM
cana-617	91	23	.	.	PUNCT
cana-617	92	1	similarly	similarly	ADV
cana-617	92	2	,	,	PUNCT
cana-617	92	3	google	google	PROPN
cana-617	92	4	highlights	highlight	NOUN
cana-617	92	5	several	several	ADJ
cana-617	92	6	cloud	cloud	NOUN
cana-617	92	7	-	-	PUNCT
cana-617	92	8	based	base	VERB
cana-617	92	9	products	product	NOUN
cana-617	92	10	for	for	ADP
cana-617	92	11	consumers	consumer	NOUN
cana-617	92	12	and	and	CCONJ
cana-617	92	13	organizations	organization	NOUN
cana-617	92	14	,	,	PUNCT
cana-617	92	15	including	include	VERB
cana-617	92	16	the	the	DET
cana-617	92	17	android	android	PROPN
cana-617	92	18	os	os	PROPN
cana-617	92	19	,	,	PUNCT
cana-617	92	20	a	a	DET
cana-617	92	21	critical	critical	ADJ
cana-617	92	22	item	item	NOUN
cana-617	92	23	for	for	ADP
cana-617	92	24	mobile	mobile	ADJ
cana-617	92	25	communications	communication	NOUN
cana-617	92	26	on	on	ADP
cana-617	92	27	applied	apply	VERB
cana-617	92	28	nonlinear	nonlinear	ADJ
cana-617	92	29	analysis	analysis	NOUN
cana-617	92	30	issn	issn	NOUN
cana-617	92	31	:	:	PUNCT
cana-617	92	32	1074	1074	NUM
cana-617	92	33	-	-	PUNCT
cana-617	92	34	133x	133x	NUM
cana-617	92	35	vol	vol	NOUN
cana-617	92	36	31	31	NUM
cana-617	92	37	no	no	NOUN
cana-617	92	38	.	.	PUNCT
cana-617	93	1	2s	2s	NUM
cana-617	93	2	(	(	PUNCT
cana-617	93	3	2024	2024	NUM
cana-617	93	4	)	)	PUNCT
cana-617	93	5	149	149	NUM
cana-617	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	93	7	phones	phone	NOUN
cana-617	93	8	,	,	PUNCT
cana-617	93	9	as	as	ADV
cana-617	93	10	well	well	ADV
cana-617	93	11	as	as	ADP
cana-617	93	12	numerous	numerous	ADJ
cana-617	93	13	software	software	NOUN
cana-617	93	14	such	such	ADJ
cana-617	93	15	as	as	ADP
cana-617	93	16	google	google	PROPN
cana-617	93	17	maps	map	NOUN
cana-617	93	18	,	,	PUNCT
cana-617	93	19	streets	street	NOUN
cana-617	93	20	,	,	PUNCT
cana-617	93	21	and	and	CCONJ
cana-617	93	22	others	other	NOUN
cana-617	93	23	.	.	PUNCT
cana-617	94	1	similarly	similarly	ADV
cana-617	94	2	,	,	PUNCT
cana-617	94	3	google	google	PROPN
cana-617	94	4	stadia	stadia	PROPN
cana-617	94	5	is	be	AUX
cana-617	94	6	a	a	DET
cana-617	94	7	new	new	ADJ
cana-617	94	8	technology	technology	NOUN
cana-617	94	9	that	that	PRON
cana-617	94	10	is	be	AUX
cana-617	94	11	a	a	DET
cana-617	94	12	cloud	cloud	NOUN
cana-617	94	13	-	-	PUNCT
cana-617	94	14	based	base	VERB
cana-617	94	15	gaming	gaming	NOUN
cana-617	94	16	service	service	NOUN
cana-617	94	17	that	that	PRON
cana-617	94	18	does	do	AUX
cana-617	94	19	not	not	PART
cana-617	94	20	require	require	VERB
cana-617	94	21	any	any	DET
cana-617	94	22	hardware	hardware	NOUN
cana-617	94	23	but	but	CCONJ
cana-617	94	24	only	only	ADV
cana-617	94	25	requires	require	VERB
cana-617	94	26	an	an	DET
cana-617	94	27	internet	internet	NOUN
cana-617	94	28	connection	connection	NOUN
cana-617	94	29	to	to	PART
cana-617	94	30	connect	connect	VERB
cana-617	94	31	[	[	X
cana-617	94	32	4	4	NUM
cana-617	94	33	]	]	PUNCT
cana-617	94	34	.	.	PUNCT
cana-617	95	1	the	the	DET
cana-617	95	2	three	three	NUM
cana-617	95	3	fundamental	fundamental	ADJ
cana-617	95	4	methodologies	methodology	NOUN
cana-617	95	5	for	for	ADP
cana-617	95	6	cloud	cloud	NOUN
cana-617	95	7	computing	computing	NOUN
cana-617	95	8	are	be	AUX
cana-617	95	9	based	base	VERB
cana-617	95	10	on	on	ADP
cana-617	95	11	basic	basic	ADJ
cana-617	95	12	techniques	technique	NOUN
cana-617	95	13	used	use	VERB
cana-617	95	14	in	in	ADP
cana-617	95	15	the	the	DET
cana-617	95	16	technology	technology	NOUN
cana-617	95	17	industry	industry	NOUN
cana-617	95	18	,	,	PUNCT
cana-617	95	19	such	such	ADJ
cana-617	95	20	as	as	ADP
cana-617	95	21	parallelization	parallelization	NOUN
cana-617	95	22	,	,	PUNCT
cana-617	95	23	virtualization	virtualization	NOUN
cana-617	95	24	,	,	PUNCT
cana-617	95	25	and	and	CCONJ
cana-617	95	26	mass	mass	VERB
cana-617	95	27	production.people	production.people	NOUN
cana-617	95	28	who	who	PRON
cana-617	95	29	utilize	utilize	VERB
cana-617	95	30	mobile	mobile	ADJ
cana-617	95	31	phones	phone	NOUN
cana-617	95	32	in	in	ADP
cana-617	95	33	cloud	cloud	ADJ
cana-617	95	34	environments	environment	NOUN
cana-617	95	35	are	be	AUX
cana-617	95	36	subject	subject	ADJ
cana-617	95	37	to	to	ADP
cana-617	95	38	a	a	DET
cana-617	95	39	wide	wide	ADJ
cana-617	95	40	range	range	NOUN
cana-617	95	41	of	of	ADP
cana-617	95	42	external	external	ADJ
cana-617	95	43	threats	threat	NOUN
cana-617	95	44	.	.	PUNCT
cana-617	96	1	regular	regular	ADJ
cana-617	96	2	users	user	NOUN
cana-617	96	3	and	and	CCONJ
cana-617	96	4	software	software	NOUN
cana-617	96	5	developers	developer	NOUN
cana-617	96	6	should	should	AUX
cana-617	96	7	understand	understand	VERB
cana-617	96	8	information	information	NOUN
cana-617	96	9	privacy	privacy	NOUN
cana-617	96	10	and	and	CCONJ
cana-617	96	11	authentication	authentication	NOUN
cana-617	96	12	,	,	PUNCT
cana-617	96	13	since	since	SCONJ
cana-617	96	14	if	if	SCONJ
cana-617	96	15	they	they	PRON
cana-617	96	16	are	be	AUX
cana-617	96	17	aware	aware	ADJ
cana-617	96	18	of	of	ADP
cana-617	96	19	the	the	DET
cana-617	96	20	privacy	privacy	NOUN
cana-617	96	21	implications	implication	NOUN
cana-617	96	22	,	,	PUNCT
cana-617	96	23	they	they	PRON
cana-617	96	24	will	will	AUX
cana-617	96	25	not	not	PART
cana-617	96	26	have	have	VERB
cana-617	96	27	any	any	DET
cana-617	96	28	problems	problem	NOUN
cana-617	96	29	with	with	ADP
cana-617	96	30	hackers	hacker	NOUN
cana-617	96	31	.	.	PUNCT
cana-617	97	1	people	people	NOUN
cana-617	97	2	today	today	NOUN
cana-617	97	3	are	be	AUX
cana-617	97	4	clueless	clueless	ADJ
cana-617	97	5	of	of	ADP
cana-617	97	6	how	how	SCONJ
cana-617	97	7	to	to	PART
cana-617	97	8	use	use	VERB
cana-617	97	9	technology	technology	NOUN
cana-617	97	10	and	and	CCONJ
cana-617	97	11	the	the	DET
cana-617	97	12	advanced	advance	VERB
cana-617	97	13	functionalities	functionality	NOUN
cana-617	97	14	accessible	accessible	ADJ
cana-617	97	15	on	on	ADP
cana-617	97	16	their	their	PRON
cana-617	97	17	cell	cell	NOUN
cana-617	97	18	phones	phone	NOUN
cana-617	97	19	and	and	CCONJ
cana-617	97	20	pdas	pda	NOUN
cana-617	97	21	.	.	PUNCT
cana-617	98	1	mobile	mobile	ADJ
cana-617	98	2	security	security	NOUN
cana-617	98	3	can	can	AUX
cana-617	98	4	be	be	AUX
cana-617	98	5	provided	provide	VERB
cana-617	98	6	by	by	ADP
cana-617	98	7	a	a	DET
cana-617	98	8	range	range	NOUN
cana-617	98	9	of	of	ADP
cana-617	98	10	security	security	NOUN
cana-617	98	11	aspects	aspect	NOUN
cana-617	98	12	,	,	PUNCT
cana-617	98	13	including	include	VERB
cana-617	98	14	app	app	NOUN
cana-617	98	15	installation	installation	NOUN
cana-617	98	16	,	,	PUNCT
cana-617	98	17	such	such	ADJ
cana-617	98	18	as	as	ADP
cana-617	98	19	anti	anti	ADJ
cana-617	98	20	-	-	ADJ
cana-617	98	21	virus	virus	ADJ
cana-617	98	22	software	software	NOUN
cana-617	98	23	[	[	X
cana-617	98	24	1	1	X
cana-617	98	25	]	]	X
cana-617	99	1	[	[	X
cana-617	99	2	5	5	NUM
cana-617	99	3	]	]	PUNCT
cana-617	99	4	.	.	PUNCT
cana-617	100	1	figure	figure	NOUN
cana-617	100	2	2	2	NUM
cana-617	100	3	:	:	PUNCT
cana-617	100	4	architecture	architecture	NOUN
cana-617	100	5	of	of	ADP
cana-617	100	6	mobile	mobile	ADJ
cana-617	100	7	cloud	cloud	NOUN
cana-617	100	8	computing	compute	VERB
cana-617	100	9	mobile	mobile	ADJ
cana-617	100	10	cloud	cloud	NOUN
cana-617	100	11	computing	computing	PROPN
cana-617	100	12	(	(	PUNCT
cana-617	100	13	mcc	mcc	NOUN
cana-617	100	14	)	)	PUNCT
cana-617	100	15	security	security	NOUN
cana-617	100	16	frameworks	framework	NOUN
cana-617	100	17	are	be	AUX
cana-617	100	18	classified	classify	VERB
cana-617	100	19	into	into	ADP
cana-617	100	20	two	two	NUM
cana-617	100	21	types	type	NOUN
cana-617	100	22	:	:	PUNCT
cana-617	100	23	application	application	NOUN
cana-617	100	24	security	security	NOUN
cana-617	100	25	and	and	CCONJ
cana-617	100	26	data	datum	NOUN
cana-617	100	27	security	security	NOUN
cana-617	100	28	.	.	PUNCT
cana-617	101	1	storing	store	VERB
cana-617	101	2	data	datum	NOUN
cana-617	101	3	in	in	ADP
cana-617	101	4	a	a	DET
cana-617	101	5	virtual	virtual	ADJ
cana-617	101	6	database	database	NOUN
cana-617	101	7	without	without	ADP
cana-617	101	8	disclosing	disclose	VERB
cana-617	101	9	any	any	DET
cana-617	101	10	information	information	NOUN
cana-617	101	11	is	be	AUX
cana-617	101	12	more	more	ADV
cana-617	101	13	difficult	difficult	ADJ
cana-617	101	14	for	for	ADP
cana-617	101	15	mobile	mobile	ADJ
cana-617	101	16	users	user	NOUN
cana-617	101	17	.	.	PUNCT
cana-617	102	1	an	an	DET
cana-617	102	2	authentication	authentication	NOUN
cana-617	102	3	method	method	NOUN
cana-617	102	4	is	be	AUX
cana-617	102	5	used	use	VERB
cana-617	102	6	to	to	PART
cana-617	102	7	ensure	ensure	VERB
cana-617	102	8	that	that	SCONJ
cana-617	102	9	when	when	SCONJ
cana-617	102	10	a	a	DET
cana-617	102	11	user	user	NOUN
cana-617	102	12	transmits	transmit	VERB
cana-617	102	13	a	a	DET
cana-617	102	14	file	file	NOUN
cana-617	102	15	to	to	ADP
cana-617	102	16	a	a	DET
cana-617	102	17	cloud	cloud	ADJ
cana-617	102	18	server	server	NOUN
cana-617	102	19	for	for	ADP
cana-617	102	20	her	her	PRON
cana-617	102	21	ring	ring	NOUN
cana-617	102	22	with	with	ADP
cana-617	102	23	a	a	DET
cana-617	102	24	large	large	ADJ
cana-617	102	25	number	number	NOUN
cana-617	102	26	of	of	ADP
cana-617	102	27	customers	customer	NOUN
cana-617	102	28	,	,	PUNCT
cana-617	102	29	the	the	DET
cana-617	102	30	user	user	NOUN
cana-617	102	31	seeing	see	VERB
cana-617	102	32	the	the	DET
cana-617	102	33	file	file	NOUN
cana-617	102	34	is	be	AUX
cana-617	102	35	a	a	DET
cana-617	102	36	reliable	reliable	ADJ
cana-617	102	37	client	client	NOUN
cana-617	102	38	.	.	PUNCT
cana-617	103	1	scalability	scalability	NOUN
cana-617	103	2	is	be	AUX
cana-617	103	3	a	a	DET
cana-617	103	4	network	network	NOUN
cana-617	103	5	's	's	PART
cana-617	103	6	ability	ability	NOUN
cana-617	103	7	to	to	PART
cana-617	103	8	interact	interact	VERB
cana-617	103	9	with	with	ADP
cana-617	103	10	clients	client	NOUN
cana-617	103	11	seamlessly	seamlessly	ADV
cana-617	103	12	[	[	X
cana-617	103	13	11].similarly	11].similarly	ADV
cana-617	103	14	,	,	PUNCT
cana-617	103	15	the	the	DET
cana-617	103	16	most	most	ADV
cana-617	103	17	recent	recent	ADJ
cana-617	103	18	security	security	NOUN
cana-617	103	19	technologies	technology	NOUN
cana-617	103	20	for	for	ADP
cana-617	103	21	online	online	ADJ
cana-617	103	22	services	service	NOUN
cana-617	103	23	,	,	PUNCT
cana-617	103	24	such	such	ADJ
cana-617	103	25	as	as	ADP
cana-617	103	26	vpn	vpn	NOUN
cana-617	103	27	usage	usage	NOUN
cana-617	103	28	,	,	PUNCT
cana-617	103	29	password	password	NOUN
cana-617	103	30	encryption	encryption	NOUN
cana-617	103	31	,	,	PUNCT
cana-617	103	32	authentication	authentication	NOUN
cana-617	103	33	,	,	PUNCT
cana-617	103	34	and	and	CCONJ
cana-617	103	35	entry	entry	NOUN
cana-617	103	36	command	command	NOUN
cana-617	103	37	,	,	PUNCT
cana-617	103	38	should	should	AUX
cana-617	103	39	be	be	AUX
cana-617	103	40	implemented	implement	VERB
cana-617	103	41	to	to	PART
cana-617	103	42	provide	provide	VERB
cana-617	103	43	unit	unit	NOUN
cana-617	103	44	interrupted	interrupt	VERB
cana-617	103	45	services	service	NOUN
cana-617	103	46	against	against	ADP
cana-617	103	47	various	various	ADJ
cana-617	103	48	threats	threat	NOUN
cana-617	103	49	,	,	PUNCT
cana-617	103	50	such	such	ADJ
cana-617	103	51	as	as	ADP
cana-617	103	52	dos	do	NOUN
cana-617	103	53	attacks	attack	NOUN
cana-617	103	54	and	and	CCONJ
cana-617	103	55	data	datum	NOUN
cana-617	103	56	theft	theft	NOUN
cana-617	103	57	[	[	X
cana-617	103	58	9	9	NUM
cana-617	103	59	]	]	PUNCT
cana-617	103	60	.	.	PUNCT
cana-617	104	1	when	when	SCONJ
cana-617	104	2	such	such	ADJ
cana-617	104	3	attacks	attack	NOUN
cana-617	104	4	occur	occur	VERB
cana-617	104	5	,	,	PUNCT
cana-617	104	6	cloud	cloud	NOUN
cana-617	104	7	services	service	NOUN
cana-617	104	8	must	must	AUX
cana-617	104	9	provide	provide	VERB
cana-617	104	10	a	a	DET
cana-617	104	11	backup	backup	ADJ
cana-617	104	12	and	and	CCONJ
cana-617	104	13	restoration	restoration	NOUN
cana-617	104	14	solution	solution	NOUN
cana-617	104	15	to	to	PART
cana-617	104	16	restore	restore	VERB
cana-617	104	17	client	client	NOUN
cana-617	104	18	confidence	confidence	NOUN
cana-617	104	19	.	.	PUNCT
cana-617	105	1	figure	figure	NOUN
cana-617	105	2	2	2	NUM
cana-617	105	3	displays	display	VERB
cana-617	105	4	recent	recent	ADJ
cana-617	105	5	security	security	NOUN
cana-617	105	6	concerns	concern	NOUN
cana-617	105	7	,	,	PUNCT
cana-617	105	8	while	while	SCONJ
cana-617	105	9	the	the	DET
cana-617	105	10	table	table	NOUN
cana-617	105	11	below	below	ADP
cana-617	105	12	details	detail	NOUN
cana-617	105	13	current	current	ADJ
cana-617	105	14	options	option	NOUN
cana-617	105	15	.	.	PUNCT
cana-617	106	1	communications	communication	NOUN
cana-617	106	2	on	on	ADP
cana-617	106	3	applied	apply	VERB
cana-617	106	4	nonlinear	nonlinear	ADJ
cana-617	106	5	analysis	analysis	NOUN
cana-617	106	6	issn	issn	NOUN
cana-617	106	7	:	:	PUNCT
cana-617	106	8	1074	1074	NUM
cana-617	106	9	-	-	PUNCT
cana-617	106	10	133x	133x	NUM
cana-617	106	11	vol	vol	NOUN
cana-617	106	12	31	31	NUM
cana-617	106	13	no	no	NOUN
cana-617	106	14	.	.	PUNCT
cana-617	107	1	2s	2s	NUM
cana-617	107	2	(	(	PUNCT
cana-617	107	3	2024	2024	NUM
cana-617	107	4	)	)	PUNCT
cana-617	107	5	150	150	NUM
cana-617	107	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-617	107	7	figure	figure	NOUN
cana-617	107	8	2	2	NUM
cana-617	107	9	:	:	PUNCT
cana-617	107	10	list	list	NOUN
cana-617	107	11	of	of	ADP
cana-617	107	12	security	security	NOUN
cana-617	107	13	issues	issue	NOUN
cana-617	107	14	an	an	DET
cana-617	107	15	incursion	incursion	NOUN
cana-617	107	16	is	be	AUX
cana-617	107	17	defined	define	VERB
cana-617	107	18	as	as	ADP
cana-617	107	19	any	any	DET
cana-617	107	20	attempt	attempt	NOUN
cana-617	107	21	to	to	PART
cana-617	107	22	break	break	VERB
cana-617	107	23	the	the	DET
cana-617	107	24	cia	cia	PROPN
cana-617	107	25	of	of	ADP
cana-617	107	26	a	a	DET
cana-617	107	27	device	device	NOUN
cana-617	107	28	or	or	CCONJ
cana-617	107	29	network	network	NOUN
cana-617	107	30	,	,	PUNCT
cana-617	107	31	and	and	CCONJ
cana-617	107	32	there	there	PRON
cana-617	107	33	are	be	VERB
cana-617	107	34	several	several	ADJ
cana-617	107	35	sorts	sort	NOUN
cana-617	107	36	of	of	ADP
cana-617	107	37	intruder	intruder	NOUN
cana-617	107	38	attacks	attack	NOUN
cana-617	107	39	.	.	PUNCT
cana-617	108	1	the	the	DET
cana-617	108	2	most	most	ADV
cana-617	108	3	common	common	ADJ
cana-617	108	4	are	be	AUX
cana-617	108	5	(	(	PUNCT
cana-617	108	6	dos	do	NOUN
cana-617	108	7	)	)	PUNCT
cana-617	108	8	assaults	assault	NOUN
cana-617	108	9	,	,	PUNCT
cana-617	108	10	which	which	PRON
cana-617	108	11	restrict	restrict	VERB
cana-617	108	12	legitimate	legitimate	ADJ
cana-617	108	13	consumers	consumer	NOUN
cana-617	108	14	from	from	ADP
cana-617	108	15	using	use	VERB
cana-617	108	16	internet	internet	NOUN
cana-617	108	17	-	-	PUNCT
cana-617	108	18	based	base	VERB
cana-617	108	19	services	service	NOUN
cana-617	108	20	.	.	PUNCT
cana-617	109	1	[	[	X
cana-617	109	2	6	6	NUM
cana-617	109	3	]	]	PUNCT
cana-617	109	4	an	an	DET
cana-617	109	5	attacker	attacker	NOUN
cana-617	109	6	in	in	ADP
cana-617	109	7	the	the	DET
cana-617	109	8	virtual	virtual	ADJ
cana-617	109	9	environment	environment	NOUN
cana-617	109	10	can	can	AUX
cana-617	109	11	send	send	VERB
cana-617	109	12	many	many	ADJ
cana-617	109	13	attempts	attempt	NOUN
cana-617	109	14	to	to	PART
cana-617	109	15	authenticate	authenticate	VERB
cana-617	109	16	vms	vms	PROPN
cana-617	109	17	using	use	VERB
cana-617	109	18	cyborgs	cyborg	NOUN
cana-617	109	19	,	,	PUNCT
cana-617	109	20	preventing	prevent	VERB
cana-617	109	21	normal	normal	ADJ
cana-617	109	22	users	user	NOUN
cana-617	109	23	from	from	ADP
cana-617	109	24	accessing	access	VERB
cana-617	109	25	them	they	PRON
cana-617	109	26	.	.	PUNCT
cana-617	110	1	current	current	ADJ
cana-617	110	2	intrusion	intrusion	NOUN
cana-617	110	3	detection	detection	NOUN
cana-617	110	4	and	and	CCONJ
cana-617	110	5	prevention	prevention	NOUN
cana-617	110	6	systems	system	NOUN
cana-617	110	7	(	(	PUNCT
cana-617	110	8	id	id	NOUN
cana-617	110	9	/	/	SYM
cana-617	110	10	ps	ps	NOUN
cana-617	110	11	)	)	PUNCT
cana-617	110	12	were	be	AUX
cana-617	110	13	unable	unable	ADJ
cana-617	110	14	to	to	PART
cana-617	110	15	deliver	deliver	VERB
cana-617	110	16	the	the	DET
cana-617	110	17	necessary	necessary	ADJ
cana-617	110	18	level	level	NOUN
cana-617	110	19	of	of	ADP
cana-617	110	20	protection	protection	NOUN
cana-617	110	21	and	and	CCONJ
cana-617	110	22	performance	performance	NOUN
cana-617	110	23	.	.	PUNCT
cana-617	111	1	kumar	kumar	PROPN
cana-617	111	2	employed	employ	VERB
cana-617	111	3	a	a	DET
cana-617	111	4	fuzzy	fuzzy	ADJ
cana-617	111	5	mean	mean	NOUN
cana-617	111	6	clustering	clustering	NOUN
cana-617	111	7	-	-	PUNCT
cana-617	111	8	based	base	VERB
cana-617	111	9	artificial	artificial	ADJ
cana-617	111	10	neural	neural	ADJ
cana-617	111	11	network	network	NOUN
cana-617	111	12	to	to	PART
cana-617	111	13	discover	discover	VERB
cana-617	111	14	breaches	breach	NOUN
cana-617	111	15	in	in	ADP
cana-617	111	16	the	the	DET
cana-617	111	17	cloud	cloud	NOUN
cana-617	111	18	,	,	PUNCT
cana-617	111	19	where	where	SCONJ
cana-617	111	20	ids	id	NOUN
cana-617	111	21	is	be	AUX
cana-617	111	22	commonly	commonly	ADV
cana-617	111	23	implemented	implement	VERB
cana-617	111	24	on	on	ADP
cana-617	111	25	end	end	NOUN
cana-617	111	26	host	host	NOUN
cana-617	111	27	cloud	cloud	NOUN
cana-617	111	28	servers	server	NOUN
cana-617	111	29	utilizing	utilize	VERB
cana-617	111	30	the	the	DET
cana-617	111	31	following	following	ADJ
cana-617	111	32	ways	way	NOUN
cana-617	111	33	.	.	PUNCT
cana-617	112	1	[	[	X
cana-617	112	2	5	5	X
cana-617	112	3	]	]	X
cana-617	112	4	[	[	X
cana-617	112	5	7	7	NUM
cana-617	112	6	]	]	PUNCT
cana-617	112	7	.	.	PUNCT
cana-617	113	1	authentication	authentication	NOUN
cana-617	113	2	measures	measure	NOUN
cana-617	113	3	will	will	AUX
cana-617	113	4	prevent	prevent	VERB
cana-617	113	5	potential	potential	ADJ
cana-617	113	6	ransomware	ransomware	NOUN
cana-617	113	7	from	from	ADP
cana-617	113	8	using	use	VERB
cana-617	113	9	traditional	traditional	ADJ
cana-617	113	10	signaturematching	signaturematching	NOUN
cana-617	113	11	hids	hid	NOUN
cana-617	113	12	.	.	PUNCT
cana-617	114	1	complex	complex	ADJ
cana-617	114	2	assessments	assessment	NOUN
cana-617	114	3	based	base	VERB
cana-617	114	4	on	on	ADP
cana-617	114	5	existing	exist	VERB
cana-617	114	6	ids	id	NOUN
cana-617	114	7	can	can	AUX
cana-617	114	8	be	be	AUX
cana-617	114	9	avoided	avoid	VERB
cana-617	114	10	by	by	ADP
cana-617	114	11	testing	test	VERB
cana-617	114	12	the	the	DET
cana-617	114	13	controlled	control	VERB
cana-617	114	14	computer	computer	NOUN
cana-617	114	15	using	use	VERB
cana-617	114	16	the	the	DET
cana-617	114	17	security	security	NOUN
cana-617	114	18	procedure.[8	procedure.[8	PROPN
cana-617	114	19	]	]	PUNCT
cana-617	114	20	signature	signature	NOUN
cana-617	114	21	matching	matching	NOUN
cana-617	114	22	procedures	procedure	NOUN
cana-617	114	23	require	require	VERB
cana-617	114	24	proper	proper	ADJ
cana-617	114	25	monitoring	monitoring	NOUN
cana-617	114	26	,	,	PUNCT
cana-617	114	27	followed	follow	VERB
cana-617	114	28	by	by	ADP
cana-617	114	29	a	a	DET
cana-617	114	30	second	second	ADJ
cana-617	114	31	layer	layer	NOUN
cana-617	114	32	of	of	ADP
cana-617	114	33	protection	protection	NOUN
cana-617	114	34	(	(	PUNCT
cana-617	114	35	modiand	modiand	NOUN
cana-617	114	36	patel	patel	PROPN
cana-617	114	37	,	,	PUNCT
cana-617	114	38	2013	2013	NUM
cana-617	114	39	)	)	PUNCT
cana-617	114	40	that	that	PRON
cana-617	114	41	combines	combine	VERB
cana-617	114	42	new	new	ADJ
cana-617	114	43	nids	nid	NOUN
cana-617	114	44	technologies	technology	NOUN
cana-617	114	45	with	with	ADP
cana-617	114	46	older	old	ADJ
cana-617	114	47	anomaly	anomaly	NOUN
cana-617	114	48	detection	detection	NOUN
cana-617	114	49	approaches	approach	NOUN
cana-617	114	50	to	to	PART
cana-617	114	51	detect	detect	VERB
cana-617	114	52	cyber	cyber	NOUN
cana-617	114	53	-	-	PUNCT
cana-617	114	54	attacks	attack	NOUN
cana-617	114	55	in	in	ADP
cana-617	114	56	a	a	DET
cana-617	114	57	network	network	NOUN
cana-617	114	58	.	.	PUNCT
cana-617	115	1	similarly	similarly	ADV
cana-617	115	2	,	,	PUNCT
cana-617	115	3	certain	certain	ADJ
cana-617	115	4	cloud	cloud	NOUN
cana-617	115	5	protection	protection	NOUN
cana-617	115	6	services	service	NOUN
cana-617	115	7	,	,	PUNCT
cana-617	115	8	such	such	ADJ
cana-617	115	9	as	as	ADP
cana-617	115	10	snort	snort	NOUN
cana-617	115	11	ids	id	NOUN
cana-617	115	12	,	,	PUNCT
cana-617	115	13	fail	fail	VERB
cana-617	115	14	to	to	PART
cana-617	115	15	distinguish	distinguish	VERB
cana-617	115	16	between	between	ADP
cana-617	115	17	vm	vm	NOUN
cana-617	115	18	attacks	attack	NOUN
cana-617	115	19	that	that	PRON
cana-617	115	20	target	target	VERB
cana-617	115	21	everyone	everyone	PRON
cana-617	115	22	,	,	PUNCT
cana-617	115	23	from	from	ADP
cana-617	115	24	individual	individual	ADJ
cana-617	115	25	inhabitants	inhabitant	NOUN
cana-617	115	26	to	to	ADP
cana-617	115	27	specific	specific	ADJ
cana-617	115	28	physical	physical	ADJ
cana-617	115	29	servers	server	NOUN
cana-617	115	30	.	.	PUNCT
cana-617	116	1	figure	figure	VERB
cana-617	116	2	3	3	NUM
cana-617	116	3	depicts	depict	VERB
cana-617	116	4	the	the	DET
cana-617	116	5	various	various	ADJ
cana-617	116	6	variants	variant	NOUN
cana-617	116	7	of	of	ADP
cana-617	116	8	cloud	cloud	NOUN
cana-617	116	9	ids[9	ids[9	PROPN
cana-617	116	10	]	]	PUNCT
cana-617	116	11	.	.	PUNCT
cana-617	117	1	a	a	DET
cana-617	117	2	hybrid	hybrid	ADJ
cana-617	117	3	intrusion	intrusion	NOUN
cana-617	117	4	detection	detection	NOUN
cana-617	117	5	system	system	NOUN
cana-617	117	6	improves	improve	VERB
cana-617	117	7	the	the	DET
cana-617	117	8	effectiveness	effectiveness	NOUN
cana-617	117	9	of	of	ADP
cana-617	117	10	an	an	DET
cana-617	117	11	identification	identification	NOUN
cana-617	117	12	device.combining	device.combine	VERB
cana-617	117	13	signature	signature	NOUN
cana-617	117	14	-	-	PUNCT
cana-617	117	15	based	base	VERB
cana-617	117	16	and	and	CCONJ
cana-617	117	17	anomalybased	anomalybase	VERB
cana-617	117	18	approaches	approach	NOUN
cana-617	117	19	can	can	AUX
cana-617	117	20	greatly	greatly	ADV
cana-617	117	21	enhance	enhance	VERB
cana-617	117	22	this	this	PRON
cana-617	117	23	.	.	PUNCT
cana-617	118	1	the	the	DET
cana-617	118	2	ability	ability	NOUN
cana-617	118	3	to	to	PART
cana-617	118	4	endure	endure	VERB
cana-617	118	5	fresh	fresh	ADJ
cana-617	118	6	,	,	PUNCT
cana-617	118	7	unknown	unknown	ADJ
cana-617	118	8	attacks	attack	NOUN
cana-617	118	9	by	by	ADP
cana-617	118	10	drawing	draw	VERB
cana-617	118	11	on	on	ADP
cana-617	118	12	previously	previously	ADV
cana-617	118	13	acquired	acquire	VERB
cana-617	118	14	information	information	NOUN
cana-617	118	15	.	.	PUNCT
cana-617	119	1	even	even	ADV
cana-617	119	2	though	though	SCONJ
cana-617	119	3	it	it	PRON
cana-617	119	4	has	have	VERB
cana-617	119	5	the	the	DET
cana-617	119	6	same	same	ADJ
cana-617	119	7	issues	issue	NOUN
cana-617	119	8	as	as	ADP
cana-617	119	9	all	all	DET
cana-617	119	10	systems	system	NOUN
cana-617	119	11	that	that	PRON
cana-617	119	12	use	use	VERB
cana-617	119	13	centralized	centralized	ADJ
cana-617	119	14	control	control	NOUN
cana-617	119	15	in	in	ADP
cana-617	119	16	a	a	DET
cana-617	119	17	distributed	distributed	ADJ
cana-617	119	18	situation	situation	NOUN
cana-617	119	19	[	[	X
cana-617	119	20	10	10	NUM
cana-617	119	21	]	]	PUNCT
cana-617	119	22	,	,	PUNCT
cana-617	119	23	wang	wang	PROPN
cana-617	119	24	et	et	PROPN
cana-617	119	25	al	al	PROPN
cana-617	119	26	developed	develop	VERB
cana-617	119	27	a	a	DET
cana-617	119	28	methodology	methodology	NOUN
cana-617	119	29	that	that	PRON
cana-617	119	30	is	be	AUX
cana-617	119	31	similar	similar	ADJ
cana-617	119	32	to	to	ADP
cana-617	119	33	the	the	DET
cana-617	119	34	central	central	ADJ
cana-617	119	35	management	management	NOUN
cana-617	119	36	approach	approach	NOUN
cana-617	119	37	.	.	PUNCT
cana-617	120	1	communications	communication	NOUN
cana-617	120	2	on	on	ADP
cana-617	120	3	applied	apply	VERB
cana-617	120	4	nonlinear	nonlinear	ADJ
cana-617	120	5	analysis	analysis	NOUN
cana-617	120	6	issn	issn	NOUN
cana-617	120	7	:	:	PUNCT
cana-617	120	8	1074	1074	NUM
cana-617	120	9	-	-	PUNCT
cana-617	120	10	133x	133x	NUM
cana-617	120	11	vol	vol	NOUN
cana-617	120	12	31	31	NUM
cana-617	120	13	no	no	NOUN
cana-617	120	14	.	.	PUNCT
cana-617	121	1	2s	2s	NUM
cana-617	121	2	(	(	PUNCT
cana-617	121	3	2024	2024	NUM
cana-617	121	4	)	)	PUNCT
cana-617	121	5	151	151	NUM
cana-617	121	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	121	7	figure	figure	NOUN
cana-617	121	8	3	3	NUM
cana-617	121	9	:	:	PUNCT
cana-617	121	10	structure	structure	NOUN
cana-617	121	11	of	of	ADP
cana-617	121	12	intrusion	intrusion	NOUN
cana-617	121	13	detection	detection	NOUN
cana-617	121	14	system	system	NOUN
cana-617	121	15	in	in	ADP
cana-617	121	16	cloud	cloud	NOUN
cana-617	121	17	environment	environment	NOUN
cana-617	121	18	modi	modi	PROPN
cana-617	121	19	et	et	PROPN
cana-617	121	20	al	al	PROPN
cana-617	121	21	.	.	PROPN
cana-617	121	22	also	also	ADV
cana-617	121	23	pioneered	pioneer	VERB
cana-617	121	24	a	a	DET
cana-617	121	25	progressive	progressive	ADJ
cana-617	121	26	technique	technique	NOUN
cana-617	121	27	to	to	ADP
cana-617	121	28	intrusion	intrusion	NOUN
cana-617	121	29	detection	detection	NOUN
cana-617	121	30	.	.	PUNCT
cana-617	122	1	hybrid	hybrid	ADJ
cana-617	122	2	ids	id	NOUN
cana-617	122	3	improves	improve	VERB
cana-617	122	4	vulnerability	vulnerability	NOUN
cana-617	122	5	security	security	NOUN
cana-617	122	6	and	and	CCONJ
cana-617	122	7	performance	performance	NOUN
cana-617	122	8	by	by	ADP
cana-617	122	9	pre	pre	ADJ
cana-617	122	10	-	-	ADJ
cana-617	122	11	processing	processing	ADJ
cana-617	122	12	packets	packet	NOUN
cana-617	122	13	and	and	CCONJ
cana-617	122	14	sending	send	VERB
cana-617	122	15	them	they	PRON
cana-617	122	16	to	to	ADP
cana-617	122	17	signaturebased	signaturebase	VERB
cana-617	122	18	ids	id	NOUN
cana-617	122	19	after	after	ADP
cana-617	122	20	comparing	compare	VERB
cana-617	122	21	them	they	PRON
cana-617	122	22	to	to	PART
cana-617	122	23	previously	previously	ADV
cana-617	122	24	recognized	recognize	VERB
cana-617	122	25	patterns	pattern	NOUN
cana-617	122	26	.	.	PUNCT
cana-617	123	1	previous	previous	ADJ
cana-617	123	2	systems	system	NOUN
cana-617	123	3	were	be	AUX
cana-617	123	4	limited	limit	VERB
cana-617	123	5	because	because	SCONJ
cana-617	123	6	they	they	PRON
cana-617	123	7	could	could	AUX
cana-617	123	8	not	not	PART
cana-617	123	9	be	be	AUX
cana-617	123	10	effectively	effectively	ADV
cana-617	123	11	constructed	construct	VERB
cana-617	123	12	to	to	PART
cana-617	123	13	handle	handle	VERB
cana-617	123	14	new	new	ADJ
cana-617	123	15	types	type	NOUN
cana-617	123	16	of	of	ADP
cana-617	123	17	assaults	assault	NOUN
cana-617	123	18	,	,	PUNCT
cana-617	123	19	which	which	PRON
cana-617	123	20	is	be	AUX
cana-617	123	21	also	also	ADV
cana-617	123	22	a	a	DET
cana-617	123	23	time	time	NOUN
cana-617	123	24	-	-	PUNCT
cana-617	123	25	consuming	consume	VERB
cana-617	123	26	activity	activity	NOUN
cana-617	123	27	that	that	PRON
cana-617	123	28	takes	take	VERB
cana-617	123	29	far	far	ADV
cana-617	123	30	too	too	ADV
cana-617	123	31	long	long	ADJ
cana-617	123	32	to	to	PART
cana-617	123	33	investigate	investigate	VERB
cana-617	123	34	potential	potential	ADJ
cana-617	123	35	attacks	attack	NOUN
cana-617	123	36	.	.	PUNCT
cana-617	124	1	honeypots	honeypot	NOUN
cana-617	124	2	are	be	AUX
cana-617	124	3	a	a	DET
cana-617	124	4	difficult	difficult	ADJ
cana-617	124	5	concept	concept	NOUN
cana-617	124	6	in	in	ADP
cana-617	124	7	network	network	NOUN
cana-617	124	8	security	security	NOUN
cana-617	124	9	;	;	PUNCT
cana-617	124	10	such	such	DET
cana-617	124	11	a	a	DET
cana-617	124	12	device	device	NOUN
cana-617	124	13	aims	aim	VERB
cana-617	124	14	to	to	PART
cana-617	124	15	collect	collect	VERB
cana-617	124	16	information	information	NOUN
cana-617	124	17	on	on	ADP
cana-617	124	18	infiltration	infiltration	NOUN
cana-617	124	19	attempts	attempt	NOUN
cana-617	124	20	.	.	PUNCT
cana-617	125	1	there	there	PRON
cana-617	125	2	are	be	VERB
cana-617	125	3	various	various	ADJ
cana-617	125	4	types	type	NOUN
cana-617	125	5	of	of	ADP
cana-617	125	6	interaction	interaction	NOUN
cana-617	125	7	honeypots	honeypot	NOUN
cana-617	125	8	accessible	accessible	ADJ
cana-617	125	9	,	,	PUNCT
cana-617	125	10	ranging	range	VERB
cana-617	125	11	from	from	ADP
cana-617	125	12	minimal	minimal	ADJ
cana-617	125	13	interaction	interaction	NOUN
cana-617	125	14	honeypots	honeypot	NOUN
cana-617	125	15	that	that	PRON
cana-617	125	16	only	only	ADV
cana-617	125	17	imitate	imitate	VERB
cana-617	125	18	the	the	DET
cana-617	125	19	communication	communication	NOUN
cana-617	125	20	layer	layer	NOUN
cana-617	125	21	to	to	ADP
cana-617	125	22	heavy	heavy	ADJ
cana-617	125	23	interaction	interaction	NOUN
cana-617	125	24	honeypots	honeypot	NOUN
cana-617	125	25	that	that	PRON
cana-617	125	26	run	run	VERB
cana-617	125	27	an	an	DET
cana-617	125	28	entire	entire	ADJ
cana-617	125	29	operating	operate	VERB
cana-617	125	30	system.one	system.one	X
cana-617	125	31	of	of	ADP
cana-617	125	32	the	the	DET
cana-617	125	33	primary	primary	ADJ
cana-617	125	34	reasons	reason	NOUN
cana-617	125	35	for	for	ADP
cana-617	125	36	using	use	VERB
cana-617	125	37	a	a	DET
cana-617	125	38	cloud	cloud	ADJ
cana-617	125	39	service	service	NOUN
cana-617	125	40	is	be	AUX
cana-617	125	41	to	to	PART
cana-617	125	42	combine	combine	VERB
cana-617	125	43	high	high	ADJ
cana-617	125	44	and	and	CCONJ
cana-617	125	45	low	low	ADJ
cana-617	125	46	communication	communication	NOUN
cana-617	125	47	honeypots	honeypot	NOUN
cana-617	125	48	in	in	ADP
cana-617	125	49	a	a	DET
cana-617	125	50	cloud	cloud	ADJ
cana-617	125	51	environment	environment	NOUN
cana-617	125	52	to	to	PART
cana-617	125	53	evaluate	evaluate	VERB
cana-617	125	54	assaults	assault	NOUN
cana-617	125	55	,	,	PUNCT
cana-617	125	56	and	and	CCONJ
cana-617	125	57	they	they	PRON
cana-617	125	58	must	must	AUX
cana-617	125	59	ensure	ensure	VERB
cana-617	125	60	that	that	SCONJ
cana-617	125	61	the	the	DET
cana-617	125	62	scattered	scatter	VERB
cana-617	125	63	packets	packet	NOUN
cana-617	125	64	are	be	AUX
cana-617	125	65	valid	valid	ADJ
cana-617	125	66	after	after	ADP
cana-617	125	67	being	be	AUX
cana-617	125	68	relocated	relocate	VERB
cana-617	125	69	to	to	PART
cana-617	125	70	honeycy	honeycy	VERB
cana-617	125	71	during	during	ADP
cana-617	125	72	their	their	PRON
cana-617	125	73	transition	transition	NOUN
cana-617	125	74	to	to	ADP
cana-617	125	75	the	the	DET
cana-617	125	76	cloud	cloud	NOUN
cana-617	126	1	[	[	X
cana-617	126	2	12	12	NUM
cana-617	126	3	]	]	PUNCT
cana-617	126	4	.	.	PUNCT
cana-617	127	1	similarly	similarly	ADV
cana-617	127	2	,	,	PUNCT
cana-617	127	3	it	it	PRON
cana-617	127	4	is	be	AUX
cana-617	127	5	composed	compose	VERB
cana-617	127	6	of	of	ADP
cana-617	127	7	three	three	NUM
cana-617	127	8	design	design	NOUN
cana-617	127	9	layers	layer	NOUN
cana-617	127	10	:	:	PUNCT
cana-617	127	11	honeysrv	honeysrv	NOUN
cana-617	127	12	collects	collect	VERB
cana-617	127	13	honeypie	honeypie	ADJ
cana-617	127	14	devices	device	NOUN
cana-617	127	15	and	and	CCONJ
cana-617	127	16	information	information	NOUN
cana-617	127	17	,	,	PUNCT
cana-617	127	18	and	and	CCONJ
cana-617	127	19	honeyv	honeyv	ADV
cana-617	127	20	analyzes	analyze	VERB
cana-617	127	21	the	the	DET
cana-617	127	22	virus	virus	NOUN
cana-617	127	23	obtained	obtain	VERB
cana-617	127	24	.	.	PUNCT
cana-617	128	1	brown	brown	PROPN
cana-617	128	2	et	et	PROPN
cana-617	128	3	al	al	PROPN
cana-617	128	4	.	.	PROPN
cana-617	128	5	described	describe	VERB
cana-617	128	6	several	several	ADJ
cana-617	128	7	virtualization	virtualization	NOUN
cana-617	128	8	systems	system	NOUN
cana-617	128	9	used	use	VERB
cana-617	128	10	in	in	ADP
cana-617	128	11	honeypot	honeypot	NOUN
cana-617	128	12	sensors	sensor	NOUN
cana-617	128	13	,	,	PUNCT
cana-617	128	14	whereas	whereas	SCONJ
cana-617	128	15	saadi	saadi	PROPN
cana-617	128	16	et	et	PROPN
cana-617	128	17	al	al	PROPN
cana-617	128	18	.	.	PROPN
cana-617	128	19	provided	provide	VERB
cana-617	128	20	an	an	DET
cana-617	128	21	idsf	idsf	NOUN
cana-617	128	22	or	or	CCONJ
cana-617	128	23	smartphone	smartphone	NOUN
cana-617	128	24	device	device	NOUN
cana-617	128	25	that	that	PRON
cana-617	128	26	incorporated	incorporate	VERB
cana-617	128	27	honeycomb	honeycomb	NOUN
cana-617	128	28	,	,	PUNCT
cana-617	128	29	honeynet	honeynet	NOUN
cana-617	128	30	,	,	PUNCT
cana-617	128	31	and	and	CCONJ
cana-617	128	32	honeyd	honeyd	NOUN
cana-617	128	33	honeypots	honeypot	NOUN
cana-617	129	1	[	[	X
cana-617	129	2	13	13	NUM
cana-617	129	3	]	]	PUNCT
cana-617	130	1	[	[	X
cana-617	130	2	14	14	NUM
cana-617	130	3	]	]	SYM
cana-617	130	4	.	.	PUNCT
cana-617	131	1	4	4	X
cana-617	131	2	.	.	NUM
cana-617	131	3	proposed	propose	VERB
cana-617	131	4	model	model	NOUN
cana-617	131	5	analysis	analysis	NOUN
cana-617	131	6	a.	a.	NOUN
cana-617	131	7	low	low	PROPN
cana-617	131	8	interaction	interaction	NOUN
cana-617	131	9	honey	honey	NOUN
cana-617	131	10	pots	pot	NOUN
cana-617	131	11	in	in	ADP
cana-617	131	12	an	an	DET
cana-617	131	13	aggressive	aggressive	ADJ
cana-617	131	14	expansion	expansion	NOUN
cana-617	131	15	,	,	PUNCT
cana-617	131	16	low	low	ADJ
cana-617	131	17	-	-	PUNCT
cana-617	131	18	interaction	interaction	NOUN
cana-617	131	19	honey	honey	NOUN
cana-617	131	20	pots	pot	NOUN
cana-617	131	21	are	be	AUX
cana-617	131	22	straightforward	straightforward	ADJ
cana-617	131	23	but	but	CCONJ
cana-617	131	24	efficient	efficient	ADJ
cana-617	131	25	in	in	ADP
cana-617	131	26	detecting	detect	VERB
cana-617	131	27	intruders	intruder	NOUN
cana-617	131	28	,	,	PUNCT
cana-617	131	29	and	and	CCONJ
cana-617	131	30	the	the	DET
cana-617	131	31	imitation	imitation	NOUN
cana-617	131	32	of	of	ADP
cana-617	131	33	a	a	DET
cana-617	131	34	low	low	ADJ
cana-617	131	35	-	-	PUNCT
cana-617	131	36	interaction	interaction	NOUN
cana-617	131	37	honey	honey	NOUN
cana-617	131	38	pot	pot	NOUN
cana-617	131	39	can	can	AUX
cana-617	131	40	be	be	AUX
cana-617	131	41	reduced	reduce	VERB
cana-617	131	42	with	with	ADP
cana-617	131	43	orders	order	NOUN
cana-617	131	44	.	.	PUNCT
cana-617	132	1	one	one	NUM
cana-617	132	2	honey	honey	NOUN
cana-617	132	3	pot	pot	NOUN
cana-617	132	4	with	with	ADP
cana-617	132	5	little	little	ADJ
cana-617	132	6	interaction	interaction	NOUN
cana-617	132	7	is	be	AUX
cana-617	132	8	called	call	VERB
cana-617	132	9	honeyd	honeyd	NOUN
cana-617	133	1	[	[	X
cana-617	133	2	5	5	NUM
cana-617	133	3	]	]	PUNCT
cana-617	133	4	.	.	PUNCT
cana-617	134	1	a	a	DET
cana-617	134	2	minimal	minimal	ADJ
cana-617	134	3	participation	participation	NOUN
cana-617	134	4	honeypot	honeypot	NOUN
cana-617	134	5	enables	enable	VERB
cana-617	134	6	attackers	attacker	NOUN
cana-617	134	7	to	to	PART
cana-617	134	8	imitate	imitate	VERB
cana-617	134	9	services	service	NOUN
cana-617	134	10	that	that	PRON
cana-617	134	11	require	require	VERB
cana-617	134	12	minimal	minimal	ADJ
cana-617	134	13	user	user	NOUN
cana-617	134	14	engagement	engagement	NOUN
cana-617	134	15	.	.	PUNCT
cana-617	135	1	the	the	DET
cana-617	135	2	goal	goal	NOUN
cana-617	135	3	of	of	ADP
cana-617	135	4	this	this	DET
cana-617	135	5	kind	kind	NOUN
cana-617	135	6	of	of	ADP
cana-617	135	7	honeypot	honeypot	NOUN
cana-617	135	8	is	be	AUX
cana-617	135	9	to	to	PART
cana-617	135	10	gather	gather	VERB
cana-617	135	11	information	information	NOUN
cana-617	135	12	from	from	ADP
cana-617	135	13	the	the	DET
cana-617	135	14	initial	initial	ADJ
cana-617	135	15	phase	phase	NOUN
cana-617	135	16	of	of	ADP
cana-617	135	17	an	an	DET
cana-617	135	18	attack	attack	NOUN
cana-617	135	19	due	due	ADP
cana-617	135	20	to	to	ADP
cana-617	135	21	the	the	DET
cana-617	135	22	minimal	minimal	ADJ
cana-617	135	23	level	level	NOUN
cana-617	135	24	of	of	ADP
cana-617	135	25	interaction	interaction	NOUN
cana-617	135	26	and	and	CCONJ
cana-617	135	27	system	system	NOUN
cana-617	135	28	penetration	penetration	NOUN
cana-617	135	29	.	.	PUNCT
cana-617	136	1	information	information	NOUN
cana-617	136	2	about	about	ADP
cana-617	136	3	the	the	DET
cana-617	136	4	threat	threat	NOUN
cana-617	136	5	's	's	PART
cana-617	136	6	motivation	motivation	NOUN
cana-617	136	7	is	be	AUX
cana-617	136	8	rarely	rarely	ADV
cana-617	136	9	found	find	VERB
cana-617	136	10	.	.	PUNCT
cana-617	137	1	the	the	DET
cana-617	137	2	software	software	NOUN
cana-617	137	3	for	for	ADP
cana-617	137	4	the	the	DET
cana-617	137	5	virtual	virtual	ADJ
cana-617	137	6	honeypot	honeypot	NOUN
cana-617	137	7	need	need	VERB
cana-617	137	8	an	an	DET
cana-617	137	9	ip	ip	ADJ
cana-617	137	10	address	address	NOUN
cana-617	137	11	in	in	ADP
cana-617	137	12	order	order	NOUN
cana-617	137	13	to	to	PART
cana-617	137	14	operate	operate	VERB
cana-617	137	15	.	.	PUNCT
cana-617	138	1	to	to	PART
cana-617	138	2	share	share	VERB
cana-617	138	3	a	a	DET
cana-617	138	4	single	single	ADJ
cana-617	138	5	run	run	NOUN
cana-617	138	6	,	,	PUNCT
cana-617	138	7	multiple	multiple	ADJ
cana-617	138	8	virtual	virtual	ADJ
cana-617	138	9	honeypots	honeypot	NOUN
cana-617	138	10	will	will	AUX
cana-617	138	11	often	often	ADV
cana-617	138	12	utilize	utilize	VERB
cana-617	138	13	distinct	distinct	ADJ
cana-617	138	14	ip	ip	DET
cana-617	138	15	addresses	address	NOUN
cana-617	138	16	and	and	CCONJ
cana-617	138	17	network	network	NOUN
cana-617	138	18	interfaces.as	interfaces.as	X
cana-617	138	19	a	a	DET
cana-617	138	20	result	result	NOUN
cana-617	138	21	,	,	PUNCT
cana-617	138	22	the	the	DET
cana-617	138	23	virtual	virtual	ADJ
cana-617	138	24	honeypot	honeypot	NOUN
cana-617	138	25	is	be	AUX
cana-617	138	26	installed	instal	VERB
cana-617	138	27	on	on	ADP
cana-617	138	28	a	a	DET
cana-617	138	29	single	single	ADJ
cana-617	138	30	physical	physical	ADJ
cana-617	138	31	server	server	NOUN
cana-617	138	32	,	,	PUNCT
cana-617	138	33	and	and	CCONJ
cana-617	138	34	network	network	NOUN
cana-617	138	35	address	address	NOUN
cana-617	138	36	translation	translation	NOUN
cana-617	138	37	is	be	AUX
cana-617	138	38	done	do	VERB
cana-617	138	39	via	via	ADP
cana-617	138	40	a	a	DET
cana-617	138	41	firewall	firewall	NOUN
cana-617	138	42	or	or	CCONJ
cana-617	138	43	other	other	ADJ
cana-617	138	44	means	mean	NOUN
cana-617	138	45	.	.	PUNCT
cana-617	139	1	the	the	DET
cana-617	139	2	majority	majority	NOUN
cana-617	139	3	of	of	ADP
cana-617	139	4	high	high	ADJ
cana-617	139	5	-	-	PUNCT
cana-617	139	6	interaction	interaction	NOUN
cana-617	139	7	honeypots	honeypot	NOUN
cana-617	139	8	have	have	VERB
cana-617	139	9	the	the	DET
cana-617	139	10	capacity	capacity	NOUN
cana-617	139	11	to	to	PART
cana-617	139	12	completely	completely	ADV
cana-617	139	13	compromise	compromise	VERB
cana-617	139	14	the	the	DET
cana-617	139	15	production	production	NOUN
cana-617	139	16	system	system	NOUN
cana-617	139	17	,	,	PUNCT
cana-617	139	18	whereas	whereas	SCONJ
cana-617	139	19	low	low	ADJ
cana-617	139	20	-	-	PUNCT
cana-617	139	21	interaction	interaction	NOUN
cana-617	139	22	honeypots	honeypot	NOUN
cana-617	139	23	are	be	AUX
cana-617	139	24	confined	confine	VERB
cana-617	139	25	to	to	ADP
cana-617	139	26	simulating	simulate	VERB
cana-617	139	27	virtual	virtual	ADJ
cana-617	139	28	systems	system	NOUN
cana-617	139	29	.	.	PUNCT
cana-617	140	1	communications	communication	NOUN
cana-617	140	2	on	on	ADP
cana-617	140	3	applied	apply	VERB
cana-617	140	4	nonlinear	nonlinear	ADJ
cana-617	140	5	analysis	analysis	NOUN
cana-617	140	6	issn	issn	NOUN
cana-617	140	7	:	:	PUNCT
cana-617	140	8	1074	1074	NUM
cana-617	140	9	-	-	PUNCT
cana-617	140	10	133x	133x	NUM
cana-617	140	11	vol	vol	NOUN
cana-617	140	12	31	31	NUM
cana-617	140	13	no	no	NOUN
cana-617	140	14	.	.	PUNCT
cana-617	141	1	2s	2s	NUM
cana-617	141	2	(	(	PUNCT
cana-617	141	3	2024	2024	NUM
cana-617	141	4	)	)	PUNCT
cana-617	141	5	152	152	NUM
cana-617	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	141	7	figure	figure	NOUN
cana-617	141	8	4	4	NUM
cana-617	141	9	:	:	PUNCT
cana-617	141	10	low	low	ADJ
cana-617	141	11	interaction	interaction	NOUN
cana-617	141	12	honeypots	honeypot	NOUN
cana-617	141	13	this	this	PRON
cana-617	141	14	is	be	AUX
cana-617	141	15	honeyd	honeyd	NOUN
cana-617	141	16	's	's	PART
cana-617	141	17	principal	principal	ADJ
cana-617	141	18	responsibility	responsibility	NOUN
cana-617	141	19	:	:	PUNCT
cana-617	141	20	most	most	ADJ
cana-617	141	21	of	of	ADP
cana-617	141	22	their	their	PRON
cana-617	141	23	warnings	warning	NOUN
cana-617	141	24	are	be	AUX
cana-617	141	25	accurate	accurate	ADJ
cana-617	141	26	and	and	CCONJ
cana-617	141	27	specific	specific	ADJ
cana-617	141	28	attack	attack	NOUN
cana-617	141	29	alarms	alarm	NOUN
cana-617	141	30	.	.	PUNCT
cana-617	142	1	honeys	honey	NOUN
cana-617	142	2	can	can	AUX
cana-617	142	3	detect	detect	VERB
cana-617	142	4	activity	activity	NOUN
cana-617	142	5	on	on	ADP
cana-617	142	6	any	any	DET
cana-617	142	7	port	port	NOUN
cana-617	142	8	related	relate	VERB
cana-617	142	9	to	to	ADP
cana-617	142	10	transmission	transmission	NOUN
cana-617	142	11	control	control	NOUN
cana-617	142	12	protocol	protocol	NOUN
cana-617	142	13	(	(	PUNCT
cana-617	142	14	tcp	tcp	ADJ
cana-617	142	15	)	)	PUNCT
cana-617	142	16	or	or	CCONJ
cana-617	142	17	user	user	NOUN
cana-617	142	18	datagram	datagram	NOUN
cana-617	142	19	protocol	protocol	NOUN
cana-617	142	20	(	(	PUNCT
cana-617	142	21	udp	udp	NOUN
cana-617	142	22	)	)	PUNCT
cana-617	142	23	,	,	PUNCT
cana-617	142	24	in	in	ADP
cana-617	142	25	addition	addition	NOUN
cana-617	142	26	to	to	ADP
cana-617	142	27	the	the	DET
cana-617	142	28	fact	fact	NOUN
cana-617	142	29	that	that	SCONJ
cana-617	142	30	some	some	DET
cana-617	142	31	actions	action	NOUN
cana-617	142	32	are	be	AUX
cana-617	142	33	also	also	ADV
cana-617	142	34	written	write	VERB
cana-617	142	35	in	in	ADP
cana-617	142	36	icmp	icmp	PROPN
cana-617	142	37	(	(	PUNCT
cana-617	142	38	internet	internet	NOUN
cana-617	142	39	control	control	NOUN
cana-617	142	40	message	message	NOUN
cana-617	142	41	protocol	protocol	NOUN
cana-617	142	42	)	)	PUNCT
cana-617	142	43	.	.	PUNCT
cana-617	143	1	additionally	additionally	ADV
cana-617	143	2	,	,	PUNCT
cana-617	143	3	they	they	PRON
cana-617	143	4	can	can	AUX
cana-617	143	5	fool	fool	VERB
cana-617	143	6	the	the	DET
cana-617	143	7	attacker	attacker	NOUN
cana-617	143	8	by	by	ADP
cana-617	143	9	imitating	imitate	VERB
cana-617	143	10	specific	specific	ADJ
cana-617	143	11	components	component	NOUN
cana-617	143	12	.	.	PUNCT
cana-617	144	1	the	the	DET
cana-617	144	2	packets	packet	NOUN
cana-617	144	3	from	from	ADP
cana-617	144	4	the	the	DET
cana-617	144	5	system	system	NOUN
cana-617	144	6	response	response	NOUN
cana-617	144	7	are	be	AUX
cana-617	144	8	appropriate	appropriate	ADJ
cana-617	144	9	for	for	ADP
cana-617	144	10	fingerprinting	fingerprinting	NOUN
cana-617	144	11	,	,	PUNCT
cana-617	144	12	which	which	PRON
cana-617	144	13	is	be	AUX
cana-617	144	14	done	do	VERB
cana-617	144	15	by	by	ADP
cana-617	144	16	using	use	VERB
cana-617	144	17	an	an	DET
cana-617	144	18	application	application	NOUN
cana-617	144	19	like	like	ADP
cana-617	144	20	nmap	nmap	NOUN
cana-617	144	21	to	to	PART
cana-617	144	22	examine	examine	VERB
cana-617	144	23	network	network	NOUN
cana-617	144	24	traffic	traffic	NOUN
cana-617	144	25	.	.	PUNCT
cana-617	145	1	unluckily	unluckily	ADV
cana-617	145	2	,	,	PUNCT
cana-617	145	3	a	a	DET
cana-617	145	4	honeypot	honeypot	NOUN
cana-617	145	5	's	's	PART
cana-617	145	6	attacker	attacker	NOUN
cana-617	145	7	also	also	ADV
cana-617	145	8	makes	make	VERB
cana-617	145	9	use	use	NOUN
cana-617	145	10	of	of	ADP
cana-617	145	11	services	service	NOUN
cana-617	145	12	like	like	ADP
cana-617	145	13	telnet	telnet	NOUN
cana-617	145	14	,	,	PUNCT
cana-617	145	15	ftp	ftp	PROPN
cana-617	145	16	,	,	PUNCT
cana-617	145	17	http	http	ADJ
cana-617	145	18	,	,	PUNCT
cana-617	145	19	pop3	pop3	NOUN
cana-617	145	20	,	,	PUNCT
cana-617	145	21	and	and	CCONJ
cana-617	145	22	an	an	DET
cana-617	145	23	smtp	smtp	NOUN
cana-617	145	24	(	(	PUNCT
cana-617	145	25	simple	simple	ADJ
cana-617	145	26	mail	mail	NOUN
cana-617	145	27	transfer	transfer	NOUN
cana-617	145	28	protocol	protocol	NOUN
cana-617	145	29	)	)	PUNCT
cana-617	145	30	server	server	NOUN
cana-617	145	31	.	.	PUNCT
cana-617	146	1	in	in	ADP
cana-617	146	2	addition	addition	NOUN
cana-617	146	3	,	,	PUNCT
cana-617	146	4	they	they	PRON
cana-617	146	5	could	could	AUX
cana-617	146	6	have	have	VERB
cana-617	146	7	backdoors	backdoor	NOUN
cana-617	146	8	for	for	ADP
cana-617	146	9	viruses	virus	NOUN
cana-617	146	10	like	like	ADP
cana-617	146	11	kuang2	kuang2	NOUN
cana-617	146	12	and	and	CCONJ
cana-617	146	13	mydoom	mydoom	NOUN
cana-617	146	14	inside	inside	ADP
cana-617	146	15	of	of	ADP
cana-617	146	16	them	they	PRON
cana-617	146	17	.	.	PUNCT
cana-617	147	1	b.	b.	PROPN
cana-617	147	2	high	high	PROPN
cana-617	147	3	interaction	interaction	NOUN
cana-617	147	4	honey	honey	NOUN
cana-617	147	5	pots	pot	NOUN
cana-617	147	6	in	in	ADP
cana-617	147	7	this	this	DET
cana-617	147	8	study	study	NOUN
cana-617	147	9	,	,	PUNCT
cana-617	147	10	we	we	PRON
cana-617	147	11	deploy	deploy	VERB
cana-617	147	12	and	and	CCONJ
cana-617	147	13	examine	examine	VERB
cana-617	147	14	suspicious	suspicious	ADJ
cana-617	147	15	network	network	NOUN
cana-617	147	16	data	datum	NOUN
cana-617	147	17	using	use	VERB
cana-617	147	18	a	a	DET
cana-617	147	19	honeynet	honeynet	NOUN
cana-617	147	20	,	,	PUNCT
cana-617	147	21	while	while	SCONJ
cana-617	147	22	simultaneously	simultaneously	ADV
cana-617	147	23	developing	develop	VERB
cana-617	147	24	multiple	multiple	ADJ
cana-617	147	25	tools	tool	NOUN
cana-617	147	26	to	to	PART
cana-617	147	27	support	support	VERB
cana-617	147	28	our	our	PRON
cana-617	147	29	analysis	analysis	NOUN
cana-617	147	30	.	.	PUNCT
cana-617	148	1	we	we	PRON
cana-617	148	2	provide	provide	VERB
cana-617	148	3	a	a	DET
cana-617	148	4	web	web	NOUN
cana-617	148	5	interface	interface	NOUN
cana-617	148	6	to	to	PART
cana-617	148	7	monitor	monitor	VERB
cana-617	148	8	data	datum	NOUN
cana-617	148	9	collection	collection	NOUN
cana-617	148	10	,	,	PUNCT
cana-617	148	11	and	and	CCONJ
cana-617	148	12	we	we	PRON
cana-617	148	13	have	have	VERB
cana-617	148	14	a	a	DET
cana-617	148	15	backend	backend	NOUN
cana-617	148	16	firewall	firewall	NOUN
cana-617	148	17	to	to	PART
cana-617	148	18	control	control	VERB
cana-617	148	19	outgoing	outgoing	ADJ
cana-617	148	20	connections	connection	NOUN
cana-617	148	21	from	from	ADP
cana-617	148	22	a	a	DET
cana-617	148	23	possibly	possibly	ADV
cana-617	148	24	compromised	compromise	VERB
cana-617	148	25	honeypot	honeypot	NOUN
cana-617	148	26	in	in	ADP
cana-617	148	27	our	our	PRON
cana-617	148	28	architecture	architecture	NOUN
cana-617	148	29	.	.	PUNCT
cana-617	149	1	using	use	VERB
cana-617	149	2	a	a	DET
cana-617	149	3	high	high	ADJ
cana-617	149	4	-	-	PUNCT
cana-617	149	5	interaction	interaction	NOUN
cana-617	149	6	honeypot	honeypot	NOUN
cana-617	149	7	host	host	NOUN
cana-617	149	8	is	be	AUX
cana-617	149	9	one	one	NUM
cana-617	149	10	inexpensive	inexpensive	ADJ
cana-617	149	11	strategy	strategy	NOUN
cana-617	149	12	that	that	PRON
cana-617	149	13	mid	mid	ADJ
cana-617	149	14	-	-	ADJ
cana-617	149	15	sized	sized	ADJ
cana-617	149	16	organizations	organization	NOUN
cana-617	149	17	commonly	commonly	ADV
cana-617	149	18	employ	employ	VERB
cana-617	149	19	to	to	PART
cana-617	149	20	benefit	benefit	VERB
cana-617	149	21	from	from	ADP
cana-617	149	22	a	a	DET
cana-617	149	23	successful	successful	ADJ
cana-617	149	24	compromise	compromise	NOUN
cana-617	149	25	that	that	PRON
cana-617	149	26	is	be	AUX
cana-617	149	27	both	both	CCONJ
cana-617	149	28	secure	secure	ADJ
cana-617	149	29	and	and	CCONJ
cana-617	149	30	hygienic	hygienic	ADJ
cana-617	149	31	.	.	PUNCT
cana-617	150	1	some	some	DET
cana-617	150	2	virtual	virtual	ADJ
cana-617	150	3	machine	machine	NOUN
cana-617	150	4	alternatives	alternative	NOUN
cana-617	150	5	for	for	ADP
cana-617	150	6	this	this	DET
cana-617	150	7	environment	environment	NOUN
cana-617	150	8	are	be	AUX
cana-617	150	9	virtual	virtual	ADJ
cana-617	150	10	pc	pc	NOUN
cana-617	150	11	,	,	PUNCT
cana-617	150	12	virtual	virtual	ADJ
cana-617	150	13	box	box	PROPN
cana-617	150	14	,	,	PUNCT
cana-617	150	15	xen	xen	PROPN
cana-617	150	16	,	,	PUNCT
cana-617	150	17	vm	vm	PROPN
cana-617	150	18	ware	ware	NOUN
cana-617	150	19	,	,	PUNCT
cana-617	150	20	and	and	CCONJ
cana-617	150	21	user	user	NOUN
cana-617	150	22	mode	mode	NOUN
cana-617	150	23	linux.in	linux.in	X
cana-617	150	24	order	order	VERB
cana-617	150	25	to	to	PART
cana-617	150	26	obtain	obtain	VERB
cana-617	150	27	real	real	ADJ
cana-617	150	28	network	network	NOUN
cana-617	150	29	information	information	NOUN
cana-617	150	30	and	and	CCONJ
cana-617	150	31	handle	handle	VERB
cana-617	150	32	various	various	ADJ
cana-617	150	33	types	type	NOUN
cana-617	150	34	of	of	ADP
cana-617	150	35	analyzes	analyze	NOUN
cana-617	150	36	,	,	PUNCT
cana-617	150	37	buffer	buffer	NOUN
cana-617	150	38	overflows	overflow	NOUN
cana-617	150	39	,	,	PUNCT
cana-617	150	40	and	and	CCONJ
cana-617	150	41	scans	scan	NOUN
cana-617	150	42	,	,	PUNCT
cana-617	150	43	we	we	PRON
cana-617	150	44	operate	operate	VERB
cana-617	150	45	with	with	ADP
cana-617	150	46	a	a	DET
cana-617	150	47	low	low	ADJ
cana-617	150	48	interaction	interaction	NOUN
cana-617	150	49	honeypot	honeypot	NOUN
cana-617	150	50	zone	zone	NOUN
cana-617	150	51	to	to	PART
cana-617	150	52	reach	reach	VERB
cana-617	150	53	the	the	DET
cana-617	150	54	bases	basis	NOUN
cana-617	150	55	and	and	CCONJ
cana-617	150	56	genuine	genuine	ADJ
cana-617	150	57	experiment	experiment	NOUN
cana-617	150	58	results	result	NOUN
cana-617	150	59	to	to	PART
cana-617	150	60	have	have	VERB
cana-617	150	61	a	a	DET
cana-617	150	62	high	high	ADJ
cana-617	150	63	interaction	interaction	NOUN
cana-617	150	64	honeypot	honeypot	NOUN
cana-617	150	65	.	.	PUNCT
cana-617	151	1	additionally	additionally	ADV
cana-617	151	2	,	,	PUNCT
cana-617	151	3	we	we	PRON
cana-617	151	4	collaborate	collaborate	VERB
cana-617	151	5	with	with	ADP
cana-617	151	6	a	a	DET
cana-617	151	7	few	few	ADJ
cana-617	151	8	actual	actual	ADJ
cana-617	151	9	computers	computer	NOUN
cana-617	151	10	to	to	PART
cana-617	151	11	maintain	maintain	VERB
cana-617	151	12	our	our	PRON
cana-617	151	13	production	production	NOUN
cana-617	151	14	server	server	NOUN
cana-617	151	15	.	.	PUNCT
cana-617	152	1	many	many	ADJ
cana-617	152	2	recent	recent	ADJ
cana-617	152	3	research	research	NOUN
cana-617	152	4	studies	study	NOUN
cana-617	152	5	have	have	AUX
cana-617	152	6	focused	focus	VERB
cana-617	152	7	on	on	ADP
cana-617	152	8	the	the	DET
cana-617	152	9	use	use	NOUN
cana-617	152	10	of	of	ADP
cana-617	152	11	honeypots	honeypot	NOUN
cana-617	152	12	to	to	PART
cana-617	152	13	improve	improve	VERB
cana-617	152	14	network	network	NOUN
cana-617	152	15	security	security	NOUN
cana-617	152	16	.	.	PUNCT
cana-617	153	1	according	accord	VERB
cana-617	153	2	to	to	ADP
cana-617	153	3	weiler	weiler	PROPN
cana-617	153	4	's	's	PART
cana-617	153	5	method	method	NOUN
cana-617	153	6	,	,	PUNCT
cana-617	153	7	honeypots	honeypot	NOUN
cana-617	153	8	serve	serve	VERB
cana-617	153	9	as	as	ADP
cana-617	153	10	a	a	DET
cana-617	153	11	network	network	NOUN
cana-617	153	12	shield	shield	NOUN
cana-617	153	13	that	that	PRON
cana-617	153	14	receives	receive	VERB
cana-617	153	15	and	and	CCONJ
cana-617	153	16	routes	route	NOUN
cana-617	153	17	all	all	DET
cana-617	153	18	incoming	incoming	ADJ
cana-617	153	19	traffic	traffic	NOUN
cana-617	153	20	.	.	PUNCT
cana-617	154	1	then	then	ADV
cana-617	154	2	follows	follow	VERB
cana-617	154	3	instructions	instruction	NOUN
cana-617	154	4	on	on	ADP
cana-617	154	5	how	how	SCONJ
cana-617	154	6	to	to	PART
cana-617	154	7	sever	sever	VERB
cana-617	154	8	that	that	DET
cana-617	154	9	connection	connection	NOUN
cana-617	154	10	or	or	CCONJ
cana-617	154	11	establish	establish	VERB
cana-617	154	12	a	a	DET
cana-617	154	13	valid	valid	ADJ
cana-617	154	14	one	one	NOUN
cana-617	154	15	.	.	PUNCT
cana-617	155	1	this	this	PRON
cana-617	155	2	may	may	AUX
cana-617	155	3	not	not	PART
cana-617	155	4	be	be	AUX
cana-617	155	5	the	the	DET
cana-617	155	6	ideal	ideal	ADJ
cana-617	155	7	course	course	NOUN
cana-617	155	8	of	of	ADP
cana-617	155	9	action	action	NOUN
cana-617	155	10	because	because	SCONJ
cana-617	155	11	the	the	DET
cana-617	155	12	purpose	purpose	NOUN
cana-617	155	13	of	of	ADP
cana-617	155	14	honeypots	honeypot	NOUN
cana-617	155	15	is	be	AUX
cana-617	155	16	to	to	PART
cana-617	155	17	draw	draw	VERB
cana-617	155	18	in	in	ADP
cana-617	155	19	attackers	attacker	NOUN
cana-617	155	20	before	before	SCONJ
cana-617	155	21	they	they	PRON
cana-617	155	22	can	can	AUX
cana-617	155	23	be	be	AUX
cana-617	155	24	destroyed	destroy	VERB
cana-617	155	25	,	,	PUNCT
cana-617	155	26	not	not	PART
cana-617	155	27	to	to	PART
cana-617	155	28	serve	serve	VERB
cana-617	155	29	as	as	ADP
cana-617	155	30	a	a	DET
cana-617	155	31	protective	protective	ADJ
cana-617	155	32	or	or	CCONJ
cana-617	155	33	preventive	preventive	ADJ
cana-617	155	34	measure	measure	NOUN
cana-617	155	35	.	.	PUNCT
cana-617	156	1	teo	teo	PROPN
cana-617	156	2	introduces	introduce	NOUN
cana-617	156	3	japonica	japonica	PROPN
cana-617	156	4	,	,	PUNCT
cana-617	156	5	a	a	DET
cana-617	156	6	framework	framework	NOUN
cana-617	156	7	for	for	ADP
cana-617	156	8	solutions	solution	NOUN
cana-617	156	9	whose	whose	DET
cana-617	156	10	primary	primary	ADJ
cana-617	156	11	objective	objective	NOUN
cana-617	156	12	is	be	AUX
cana-617	156	13	to	to	PART
cana-617	156	14	enable	enable	VERB
cana-617	156	15	early	early	ADJ
cana-617	156	16	and	and	CCONJ
cana-617	156	17	prompt	prompt	ADJ
cana-617	156	18	response	response	NOUN
cana-617	156	19	to	to	ADP
cana-617	156	20	unexpected	unexpected	ADJ
cana-617	156	21	threats	threat	NOUN
cana-617	156	22	through	through	ADP
cana-617	156	23	dynamic	dynamic	ADJ
cana-617	156	24	orchestration	orchestration	NOUN
cana-617	156	25	of	of	ADP
cana-617	156	26	attack	attack	NOUN
cana-617	156	27	detection	detection	NOUN
cana-617	156	28	,	,	PUNCT
cana-617	156	29	prevention	prevention	NOUN
cana-617	156	30	,	,	PUNCT
cana-617	156	31	and	and	CCONJ
cana-617	156	32	reaction	reaction	NOUN
cana-617	156	33	techniques	technique	NOUN
cana-617	156	34	.	.	PUNCT
cana-617	157	1	but	but	CCONJ
cana-617	157	2	until	until	SCONJ
cana-617	157	3	someone	someone	PRON
cana-617	157	4	tries	try	VERB
cana-617	157	5	to	to	PART
cana-617	157	6	access	access	VERB
cana-617	157	7	production	production	NOUN
cana-617	157	8	systems	system	NOUN
cana-617	157	9	both	both	CCONJ
cana-617	157	10	personally	personally	ADV
cana-617	157	11	and	and	CCONJ
cana-617	157	12	professionally	professionally	ADV
cana-617	157	13	instead	instead	ADV
cana-617	157	14	of	of	ADP
cana-617	157	15	depending	depend	VERB
cana-617	157	16	on	on	ADP
cana-617	157	17	honeypots	honeypot	NOUN
cana-617	157	18	,	,	PUNCT
cana-617	157	19	there	there	PRON
cana-617	157	20	is	be	VERB
cana-617	157	21	always	always	ADV
cana-617	157	22	a	a	DET
cana-617	157	23	significant	significant	ADJ
cana-617	157	24	danger	danger	NOUN
cana-617	157	25	of	of	ADP
cana-617	157	26	a	a	DET
cana-617	157	27	false	false	ADJ
cana-617	157	28	alert	alert	NOUN
cana-617	157	29	.	.	PUNCT
cana-617	158	1	communications	communication	NOUN
cana-617	158	2	on	on	ADP
cana-617	158	3	applied	apply	VERB
cana-617	158	4	nonlinear	nonlinear	ADJ
cana-617	158	5	analysis	analysis	NOUN
cana-617	158	6	issn	issn	NOUN
cana-617	158	7	:	:	PUNCT
cana-617	158	8	1074	1074	NUM
cana-617	158	9	-	-	PUNCT
cana-617	158	10	133x	133x	NUM
cana-617	158	11	vol	vol	NOUN
cana-617	158	12	31	31	NUM
cana-617	158	13	no	no	NOUN
cana-617	158	14	.	.	PUNCT
cana-617	159	1	2s	2s	NUM
cana-617	159	2	(	(	PUNCT
cana-617	159	3	2024	2024	NUM
cana-617	159	4	)	)	PUNCT
cana-617	159	5	153	153	NUM
cana-617	159	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	159	7	figure	figure	NOUN
cana-617	159	8	5	5	NUM
cana-617	159	9	:	:	PUNCT
cana-617	159	10	high	high	ADJ
cana-617	159	11	interaction	interaction	NOUN
cana-617	159	12	honeypots	honeypot	NOUN
cana-617	159	13	in	in	ADP
cana-617	159	14	conclusion	conclusion	NOUN
cana-617	159	15	,	,	PUNCT
cana-617	159	16	a	a	DET
cana-617	159	17	number	number	NOUN
cana-617	159	18	of	of	ADP
cana-617	159	19	the	the	DET
cana-617	159	20	previously	previously	ADV
cana-617	159	21	suggested	suggest	VERB
cana-617	159	22	strategies	strategy	NOUN
cana-617	159	23	made	make	VERB
cana-617	159	24	use	use	NOUN
cana-617	159	25	of	of	ADP
cana-617	159	26	honeypots	honeypot	NOUN
cana-617	159	27	as	as	ADP
cana-617	159	28	a	a	DET
cana-617	159	29	defensive	defensive	ADJ
cana-617	159	30	technique	technique	NOUN
cana-617	159	31	to	to	PART
cana-617	159	32	stop	stop	VERB
cana-617	159	33	an	an	DET
cana-617	159	34	attacker	attacker	NOUN
cana-617	159	35	from	from	ADP
cana-617	159	36	attacking	attack	VERB
cana-617	159	37	the	the	DET
cana-617	159	38	network	network	NOUN
cana-617	159	39	.	.	PUNCT
cana-617	160	1	this	this	DET
cana-617	160	2	study	study	NOUN
cana-617	160	3	provided	provide	VERB
cana-617	160	4	a	a	DET
cana-617	160	5	framework	framework	NOUN
cana-617	160	6	for	for	ADP
cana-617	160	7	interactive	interactive	ADJ
cana-617	160	8	and	and	CCONJ
cana-617	160	9	enticing	enticing	ADJ
cana-617	160	10	design	design	NOUN
cana-617	160	11	with	with	ADP
cana-617	160	12	few	few	ADJ
cana-617	160	13	usual	usual	ADJ
cana-617	160	14	defects	defect	NOUN
cana-617	160	15	,	,	PUNCT
cana-617	160	16	instead	instead	ADV
cana-617	160	17	of	of	ADP
cana-617	160	18	blocking	block	VERB
cana-617	160	19	or	or	CCONJ
cana-617	160	20	defending	defend	VERB
cana-617	160	21	systems	system	NOUN
cana-617	160	22	,	,	PUNCT
cana-617	160	23	and	and	CCONJ
cana-617	160	24	a	a	DET
cana-617	160	25	hybrid	hybrid	ADJ
cana-617	160	26	honeypot	honeypot	NOUN
cana-617	160	27	architecture	architecture	NOUN
cana-617	160	28	that	that	PRON
cana-617	160	29	included	include	VERB
cana-617	160	30	low	low	ADJ
cana-617	160	31	-	-	PUNCT
cana-617	160	32	interaction	interaction	NOUN
cana-617	160	33	and	and	CCONJ
cana-617	160	34	high	high	ADJ
cana-617	160	35	-	-	PUNCT
cana-617	160	36	interaction	interaction	NOUN
cana-617	160	37	honeypots	honeypot	NOUN
cana-617	160	38	.	.	PUNCT
cana-617	161	1	c.	c.	PROPN
cana-617	161	2	hybrid	hybrid	PROPN
cana-617	161	3	honey	honey	NOUN
cana-617	161	4	pots	pot	VERB
cana-617	161	5	more	more	ADV
cana-617	161	6	sophisticated	sophisticated	ADJ
cana-617	161	7	and	and	CCONJ
cana-617	161	8	scalable	scalable	ADJ
cana-617	161	9	solutions	solution	NOUN
cana-617	161	10	have	have	AUX
cana-617	161	11	been	be	AUX
cana-617	161	12	developed	develop	VERB
cana-617	161	13	by	by	ADP
cana-617	161	14	researchers	researcher	NOUN
cana-617	161	15	and	and	CCONJ
cana-617	161	16	network	network	NOUN
cana-617	161	17	security	security	NOUN
cana-617	161	18	providers	provider	NOUN
cana-617	161	19	in	in	ADP
cana-617	161	20	response	response	NOUN
cana-617	161	21	to	to	ADP
cana-617	161	22	the	the	DET
cana-617	161	23	need	need	NOUN
cana-617	161	24	for	for	ADP
cana-617	161	25	comprehensive	comprehensive	ADJ
cana-617	161	26	information	information	NOUN
cana-617	161	27	on	on	ADP
cana-617	161	28	a	a	DET
cana-617	161	29	large	large	ADJ
cana-617	161	30	number	number	NOUN
cana-617	161	31	of	of	ADP
cana-617	161	32	ip	ip	DET
cana-617	161	33	addresses	address	NOUN
cana-617	161	34	.	.	PUNCT
cana-617	162	1	large	large	ADJ
cana-617	162	2	-	-	PUNCT
cana-617	162	3	scale	scale	NOUN
cana-617	162	4	category	category	NOUN
cana-617	162	5	architecture	architecture	NOUN
cana-617	162	6	,	,	PUNCT
cana-617	162	7	also	also	ADV
cana-617	162	8	referred	refer	VERB
cana-617	162	9	to	to	ADP
cana-617	162	10	as	as	ADP
cana-617	162	11	hybrid	hybrid	ADJ
cana-617	162	12	honeypot	honeypot	NOUN
cana-617	162	13	architecture	architecture	NOUN
cana-617	162	14	,	,	PUNCT
cana-617	162	15	is	be	AUX
cana-617	162	16	the	the	DET
cana-617	162	17	subject	subject	NOUN
cana-617	162	18	of	of	ADP
cana-617	162	19	these	these	DET
cana-617	162	20	works	work	NOUN
cana-617	162	21	.	.	PUNCT
cana-617	163	1	it	it	PRON
cana-617	163	2	is	be	AUX
cana-617	163	3	possible	possible	ADJ
cana-617	163	4	to	to	PART
cana-617	163	5	employ	employ	VERB
cana-617	163	6	and	and	CCONJ
cana-617	163	7	cultivate	cultivate	VERB
cana-617	163	8	honeypots	honeypot	NOUN
cana-617	163	9	with	with	ADP
cana-617	163	10	both	both	CCONJ
cana-617	163	11	high	high	ADJ
cana-617	163	12	and	and	CCONJ
cana-617	163	13	low	low	ADJ
cana-617	163	14	interactions	interaction	NOUN
cana-617	163	15	simultaneously	simultaneously	ADV
cana-617	163	16	,	,	PUNCT
cana-617	163	17	creating	create	VERB
cana-617	163	18	a	a	DET
cana-617	163	19	coherent	coherent	ADJ
cana-617	163	20	unit	unit	NOUN
cana-617	163	21	.	.	PUNCT
cana-617	164	1	figure	figure	VERB
cana-617	164	2	6	6	NUM
cana-617	164	3	:	:	PUNCT
cana-617	164	4	the	the	DET
cana-617	164	5	proposed	propose	VERB
cana-617	164	6	hybrid	hybrid	NOUN
cana-617	164	7	honeypot	honeypot	NOUN
cana-617	164	8	framework	framework	NOUN
cana-617	164	9	a	a	DET
cana-617	164	10	small	small	ADJ
cana-617	164	11	number	number	NOUN
cana-617	164	12	of	of	ADP
cana-617	164	13	high	high	ADJ
cana-617	164	14	-	-	PUNCT
cana-617	164	15	interaction	interaction	NOUN
cana-617	164	16	honeypots	honeypot	NOUN
cana-617	164	17	are	be	AUX
cana-617	164	18	needed	need	VERB
cana-617	164	19	to	to	PART
cana-617	164	20	collect	collect	VERB
cana-617	164	21	data	datum	NOUN
cana-617	164	22	,	,	PUNCT
cana-617	164	23	but	but	CCONJ
cana-617	164	24	combining	combine	VERB
cana-617	164	25	honeypots	honeypot	NOUN
cana-617	164	26	with	with	ADP
cana-617	164	27	low	low	ADJ
cana-617	164	28	and	and	CCONJ
cana-617	164	29	high	high	ADJ
cana-617	164	30	interactions	interaction	NOUN
cana-617	164	31	can	can	AUX
cana-617	164	32	potentially	potentially	ADV
cana-617	164	33	allow	allow	VERB
cana-617	164	34	thousands	thousand	NOUN
cana-617	164	35	of	of	ADP
cana-617	164	36	low	low	ADJ
cana-617	164	37	-	-	PUNCT
cana-617	164	38	interaction	interaction	NOUN
cana-617	164	39	honeypots	honeypot	NOUN
cana-617	164	40	to	to	PART
cana-617	164	41	be	be	AUX
cana-617	164	42	deployed	deploy	VERB
cana-617	164	43	onto	onto	ADP
cana-617	164	44	a	a	DET
cana-617	164	45	host	host	NOUN
cana-617	164	46	.	.	PUNCT
cana-617	165	1	through	through	ADP
cana-617	165	2	the	the	DET
cana-617	165	3	various	various	ADJ
cana-617	165	4	layers	layer	NOUN
cana-617	165	5	of	of	ADP
cana-617	165	6	contact	contact	NOUN
cana-617	165	7	involved	involve	VERB
cana-617	165	8	in	in	ADP
cana-617	165	9	this	this	DET
cana-617	165	10	strategy	strategy	NOUN
cana-617	165	11	,	,	PUNCT
cana-617	165	12	information	information	NOUN
cana-617	165	13	from	from	ADP
cana-617	165	14	internet	internet	NOUN
cana-617	165	15	dangers	danger	NOUN
cana-617	165	16	can	can	AUX
cana-617	165	17	be	be	AUX
cana-617	165	18	identified	identify	VERB
cana-617	165	19	and	and	CCONJ
cana-617	165	20	obtained	obtain	VERB
cana-617	165	21	.	.	PUNCT
cana-617	166	1	communications	communication	NOUN
cana-617	166	2	on	on	ADP
cana-617	166	3	applied	apply	VERB
cana-617	166	4	nonlinear	nonlinear	ADJ
cana-617	166	5	analysis	analysis	NOUN
cana-617	166	6	issn	issn	NOUN
cana-617	166	7	:	:	PUNCT
cana-617	166	8	1074	1074	NUM
cana-617	166	9	-	-	PUNCT
cana-617	166	10	133x	133x	NUM
cana-617	166	11	vol	vol	NOUN
cana-617	166	12	31	31	NUM
cana-617	166	13	no	no	NOUN
cana-617	166	14	.	.	PUNCT
cana-617	167	1	2s	2s	NUM
cana-617	167	2	(	(	PUNCT
cana-617	167	3	2024	2024	NUM
cana-617	167	4	)	)	PUNCT
cana-617	167	5	154	154	NUM
cana-617	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	167	7	v.	v.	ADP
cana-617	167	8	honeypot	honeypot	NOUN
cana-617	167	9	approached	approach	VERB
cana-617	167	10	model	model	NOUN
cana-617	167	11	a.	a.	NOUN
cana-617	167	12	worms	worm	NOUN
cana-617	167	13	activity	activity	VERB
cana-617	167	14	a	a	DET
cana-617	167	15	software	software	NOUN
cana-617	167	16	or	or	CCONJ
cana-617	167	17	program	program	NOUN
cana-617	167	18	that	that	PRON
cana-617	167	19	,	,	PUNCT
cana-617	167	20	when	when	SCONJ
cana-617	167	21	installed	instal	VERB
cana-617	167	22	on	on	ADP
cana-617	167	23	a	a	DET
cana-617	167	24	honeypot	honeypot	NOUN
cana-617	167	25	,	,	PUNCT
cana-617	167	26	prompts	prompt	VERB
cana-617	167	27	other	other	ADJ
cana-617	167	28	honeypots	honeypot	NOUN
cana-617	167	29	to	to	PART
cana-617	167	30	modify	modify	VERB
cana-617	167	31	their	their	PRON
cana-617	167	32	management	management	NOUN
cana-617	167	33	to	to	ADP
cana-617	167	34	the	the	DET
cana-617	167	35	point	point	NOUN
cana-617	167	36	where	where	SCONJ
cana-617	167	37	they	they	PRON
cana-617	167	38	start	start	VERB
cana-617	167	39	forming	form	VERB
cana-617	167	40	links	link	NOUN
cana-617	167	41	and	and	CCONJ
cana-617	167	42	generating	generating	NOUN
cana-617	167	43	connection	connection	NOUN
cana-617	167	44	or	or	CCONJ
cana-617	167	45	pair	pair	NOUN
cana-617	167	46	connection	connection	NOUN
cana-617	167	47	requests	request	NOUN
cana-617	167	48	is	be	AUX
cana-617	167	49	referred	refer	VERB
cana-617	167	50	to	to	ADP
cana-617	167	51	as	as	ADP
cana-617	167	52	a	a	DET
cana-617	167	53	worm	worm	NOUN
cana-617	167	54	in	in	ADP
cana-617	167	55	the	the	DET
cana-617	167	56	context	context	NOUN
cana-617	167	57	of	of	ADP
cana-617	167	58	a	a	DET
cana-617	167	59	network	network	NOUN
cana-617	167	60	.	.	PUNCT
cana-617	168	1	the	the	DET
cana-617	168	2	ability	ability	NOUN
cana-617	168	3	to	to	PART
cana-617	168	4	distinguish	distinguish	VERB
cana-617	168	5	between	between	ADP
cana-617	168	6	selfdistributing	selfdistribute	VERB
cana-617	168	7	network	network	NOUN
cana-617	168	8	actions	action	NOUN
cana-617	168	9	that	that	PRON
cana-617	168	10	restart	restart	VERB
cana-617	168	11	the	the	DET
cana-617	168	12	system	system	NOUN
cana-617	168	13	and	and	CCONJ
cana-617	168	14	configure	configure	VERB
cana-617	168	15	it	it	PRON
cana-617	168	16	in	in	ADP
cana-617	168	17	accordance	accordance	NOUN
cana-617	168	18	with	with	ADP
cana-617	168	19	its	its	PRON
cana-617	168	20	own	own	ADJ
cana-617	168	21	code	code	NOUN
cana-617	168	22	and	and	CCONJ
cana-617	168	23	nonself	nonself	NOUN
cana-617	168	24	-	-	PUNCT
cana-617	168	25	distributing	distribute	VERB
cana-617	168	26	network	network	NOUN
cana-617	168	27	actions	action	NOUN
cana-617	168	28	is	be	AUX
cana-617	168	29	made	make	VERB
cana-617	168	30	easier	easy	ADJ
cana-617	168	31	by	by	ADP
cana-617	168	32	this	this	DET
cana-617	168	33	differentiation	differentiation	NOUN
cana-617	168	34	.	.	PUNCT
cana-617	169	1	it	it	PRON
cana-617	169	2	does	do	AUX
cana-617	169	3	not	not	PART
cana-617	169	4	,	,	PUNCT
cana-617	169	5	however	however	ADV
cana-617	169	6	,	,	PUNCT
cana-617	169	7	plan	plan	VERB
cana-617	169	8	to	to	PART
cana-617	169	9	carry	carry	VERB
cana-617	169	10	out	out	ADP
cana-617	169	11	the	the	DET
cana-617	169	12	procedure	procedure	NOUN
cana-617	169	13	on	on	ADP
cana-617	169	14	its	its	PRON
cana-617	169	15	own	own	ADJ
cana-617	169	16	.	.	PUNCT
cana-617	170	1	most	most	ADJ
cana-617	170	2	worm	worm	NOUN
cana-617	170	3	variants	variant	NOUN
cana-617	170	4	have	have	VERB
cana-617	170	5	their	their	PRON
cana-617	170	6	own	own	ADJ
cana-617	170	7	executable	executable	ADJ
cana-617	170	8	code	code	NOUN
cana-617	170	9	,	,	PUNCT
cana-617	170	10	suggesting	suggest	VERB
cana-617	170	11	that	that	SCONJ
cana-617	170	12	the	the	DET
cana-617	170	13	worms	worm	NOUN
cana-617	170	14	that	that	PRON
cana-617	170	15	were	be	AUX
cana-617	170	16	discovered	discover	VERB
cana-617	170	17	had	have	VERB
cana-617	170	18	numerous	numerous	ADJ
cana-617	170	19	connections	connection	NOUN
cana-617	170	20	and	and	CCONJ
cana-617	170	21	might	might	AUX
cana-617	170	22	have	have	AUX
cana-617	170	23	generated	generate	VERB
cana-617	170	24	a	a	DET
cana-617	170	25	password	password	NOUN
cana-617	170	26	or	or	CCONJ
cana-617	170	27	overwritten	overwritten	VERB
cana-617	170	28	a	a	DET
cana-617	170	29	system	system	NOUN
cana-617	170	30	buffer.sincemost	buffer.sincemost	NOUN
cana-617	170	31	of	of	ADP
cana-617	170	32	these	these	DET
cana-617	170	33	executables	executable	NOUN
cana-617	170	34	or	or	CCONJ
cana-617	170	35	viables	viable	NOUN
cana-617	170	36	are	be	AUX
cana-617	170	37	originally	originally	ADV
cana-617	170	38	available	available	ADJ
cana-617	170	39	as	as	ADP
cana-617	170	40	files	file	NOUN
cana-617	170	41	and	and	CCONJ
cana-617	170	42	have	have	VERB
cana-617	170	43	nicknames	nickname	NOUN
cana-617	170	44	that	that	PRON
cana-617	170	45	are	be	AUX
cana-617	170	46	generally	generally	ADV
cana-617	170	47	strongly	strongly	ADV
cana-617	170	48	associated	associate	VERB
cana-617	170	49	with	with	ADP
cana-617	170	50	them	they	PRON
cana-617	170	51	,	,	PUNCT
cana-617	170	52	the	the	DET
cana-617	170	53	accompanying	accompany	VERB
cana-617	170	54	table	table	NOUN
cana-617	170	55	i.	i.	NOUN
cana-617	170	56	lists	list	VERB
cana-617	170	57	the	the	DET
cana-617	170	58	different	different	ADJ
cana-617	170	59	worm	worm	NOUN
cana-617	170	60	models	model	NOUN
cana-617	170	61	together	together	ADV
cana-617	170	62	with	with	ADP
cana-617	170	63	the	the	DET
cana-617	170	64	total	total	ADJ
cana-617	170	65	number	number	NOUN
cana-617	170	66	of	of	ADP
cana-617	170	67	worms	worm	NOUN
cana-617	170	68	that	that	PRON
cana-617	170	69	have	have	AUX
cana-617	170	70	been	be	AUX
cana-617	170	71	collected	collect	VERB
cana-617	170	72	on	on	ADP
cana-617	170	73	our	our	PRON
cana-617	170	74	network	network	NOUN
cana-617	170	75	.	.	PUNCT
cana-617	171	1	a	a	DET
cana-617	171	2	hybrid	hybrid	ADJ
cana-617	171	3	honey	honey	NOUN
cana-617	171	4	pot	pot	NOUN
cana-617	171	5	that	that	PRON
cana-617	171	6	can	can	AUX
cana-617	171	7	record	record	VERB
cana-617	171	8	and	and	CCONJ
cana-617	171	9	collect	collect	VERB
cana-617	171	10	both	both	CCONJ
cana-617	171	11	incoming	incoming	ADJ
cana-617	171	12	and	and	CCONJ
cana-617	171	13	outgoing	outgoing	ADJ
cana-617	171	14	data	datum	NOUN
cana-617	171	15	while	while	SCONJ
cana-617	171	16	giving	give	VERB
cana-617	171	17	us	we	PRON
cana-617	171	18	control	control	NOUN
cana-617	171	19	over	over	ADP
cana-617	171	20	our	our	PRON
cana-617	171	21	data	datum	NOUN
cana-617	171	22	is	be	AUX
cana-617	171	23	used	use	VERB
cana-617	171	24	in	in	ADP
cana-617	171	25	the	the	DET
cana-617	171	26	proposed	propose	VERB
cana-617	171	27	work	work	NOUN
cana-617	171	28	to	to	PART
cana-617	171	29	provide	provide	VERB
cana-617	171	30	the	the	DET
cana-617	171	31	best	good	ADJ
cana-617	171	32	architecture	architecture	NOUN
cana-617	171	33	that	that	PRON
cana-617	171	34	concentrates	concentrate	VERB
cana-617	171	35	on	on	ADP
cana-617	171	36	the	the	DET
cana-617	171	37	best	good	ADJ
cana-617	171	38	decoy	decoy	NOUN
cana-617	171	39	and	and	CCONJ
cana-617	171	40	lure	lure	VERB
cana-617	171	41	architecture	architecture	NOUN
cana-617	171	42	that	that	PRON
cana-617	171	43	can	can	AUX
cana-617	171	44	be	be	AUX
cana-617	171	45	absorbed	absorb	VERB
cana-617	171	46	by	by	ADP
cana-617	171	47	internal	internal	ADJ
cana-617	171	48	network	network	NOUN
cana-617	171	49	attacks	attack	NOUN
cana-617	171	50	.	.	PUNCT
cana-617	172	1	every	every	DET
cana-617	172	2	action	action	NOUN
cana-617	172	3	and	and	CCONJ
cana-617	172	4	operation	operation	NOUN
cana-617	172	5	carried	carry	VERB
cana-617	172	6	out	out	ADP
cana-617	172	7	by	by	ADP
cana-617	172	8	the	the	DET
cana-617	172	9	intruder	intruder	NOUN
cana-617	172	10	is	be	AUX
cana-617	172	11	captured	capture	VERB
cana-617	172	12	by	by	ADP
cana-617	172	13	the	the	DET
cana-617	172	14	suggested	suggest	VERB
cana-617	172	15	honeynet	honeynet	NOUN
cana-617	172	16	and	and	CCONJ
cana-617	172	17	sent	send	VERB
cana-617	172	18	to	to	ADP
cana-617	172	19	a	a	DET
cana-617	172	20	log	log	NOUN
cana-617	172	21	for	for	ADP
cana-617	172	22	further	further	ADJ
cana-617	172	23	examination	examination	NOUN
cana-617	172	24	.	.	PUNCT
cana-617	173	1	b.	b.	PROPN
cana-617	173	2	data	data	PROPN
cana-617	173	3	analysing	analyse	VERB
cana-617	173	4	model	model	NOUN
cana-617	173	5	examining	examine	VERB
cana-617	173	6	the	the	DET
cana-617	173	7	data	datum	NOUN
cana-617	173	8	collected	collect	VERB
cana-617	173	9	from	from	ADP
cana-617	173	10	the	the	DET
cana-617	173	11	original	original	ADJ
cana-617	173	12	data	data	NOUN
cana-617	173	13	is	be	AUX
cana-617	173	14	the	the	DET
cana-617	173	15	data	datum	NOUN
cana-617	173	16	analysis	analysis	NOUN
cana-617	173	17	module	module	NOUN
cana-617	173	18	.	.	PUNCT
cana-617	174	1	through	through	ADP
cana-617	174	2	internal	internal	ADJ
cana-617	174	3	honeypots	honeypot	NOUN
cana-617	174	4	,	,	PUNCT
cana-617	174	5	the	the	DET
cana-617	174	6	honeynet	honeynet	NOUN
cana-617	174	7	gathers	gather	VERB
cana-617	174	8	data	datum	NOUN
cana-617	174	9	,	,	PUNCT
cana-617	174	10	which	which	PRON
cana-617	174	11	is	be	AUX
cana-617	174	12	then	then	ADV
cana-617	174	13	sent	send	VERB
cana-617	174	14	for	for	ADP
cana-617	174	15	analysis	analysis	NOUN
cana-617	174	16	.	.	PUNCT
cana-617	175	1	while	while	SCONJ
cana-617	175	2	we	we	PRON
cana-617	175	3	wait	wait	VERB
cana-617	175	4	,	,	PUNCT
cana-617	175	5	we	we	PRON
cana-617	175	6	are	be	AUX
cana-617	175	7	sending	send	VERB
cana-617	175	8	the	the	DET
cana-617	175	9	firewall	firewall	NOUN
cana-617	175	10	logs	log	NOUN
cana-617	175	11	to	to	ADP
cana-617	175	12	our	our	PRON
cana-617	175	13	analyzer	analyzer	NOUN
cana-617	175	14	and	and	CCONJ
cana-617	175	15	using	use	VERB
cana-617	175	16	a	a	DET
cana-617	175	17	suitable	suitable	ADJ
cana-617	175	18	firewall	firewall	NOUN
cana-617	175	19	to	to	PART
cana-617	175	20	obtain	obtain	VERB
cana-617	175	21	further	further	ADJ
cana-617	175	22	information	information	NOUN
cana-617	175	23	about	about	ADP
cana-617	175	24	the	the	DET
cana-617	175	25	data	datum	NOUN
cana-617	175	26	we	we	PRON
cana-617	175	27	have	have	AUX
cana-617	175	28	already	already	ADV
cana-617	175	29	grabbed	grab	VERB
cana-617	175	30	.	.	PUNCT
cana-617	176	1	our	our	PRON
cana-617	176	2	back	back	ADJ
cana-617	176	3	-	-	PUNCT
cana-617	176	4	end	end	NOUN
cana-617	176	5	design	design	NOUN
cana-617	176	6	will	will	AUX
cana-617	176	7	be	be	AUX
cana-617	176	8	able	able	ADJ
cana-617	176	9	to	to	PART
cana-617	176	10	access	access	VERB
cana-617	176	11	our	our	PRON
cana-617	176	12	production	production	NOUN
cana-617	176	13	systems	system	NOUN
cana-617	176	14	since	since	ADV
cana-617	176	15	,	,	PUNCT
cana-617	176	16	in	in	ADP
cana-617	176	17	the	the	DET
cana-617	176	18	proposed	propose	VERB
cana-617	176	19	architecture	architecture	NOUN
cana-617	176	20	,	,	PUNCT
cana-617	176	21	a	a	DET
cana-617	176	22	firewall	firewall	NOUN
cana-617	176	23	module	module	NOUN
cana-617	176	24	will	will	AUX
cana-617	176	25	function	function	VERB
cana-617	176	26	as	as	ADP
cana-617	176	27	a	a	DET
cana-617	176	28	logger	logger	NOUN
cana-617	176	29	,	,	PUNCT
cana-617	176	30	recording	record	VERB
cana-617	176	31	all	all	DET
cana-617	176	32	traffic	traffic	NOUN
cana-617	176	33	and	and	CCONJ
cana-617	176	34	its	its	PRON
cana-617	176	35	status	status	NOUN
cana-617	176	36	.	.	PUNCT
cana-617	177	1	c.	c.	NOUN
cana-617	177	2	honeynet	honeynet	PROPN
cana-617	177	3	activity	activity	NOUN
cana-617	177	4	information	information	NOUN
cana-617	177	5	control	control	NOUN
cana-617	177	6	and	and	CCONJ
cana-617	177	7	information	information	NOUN
cana-617	177	8	seizure	seizure	VERB
cana-617	177	9	,	,	PUNCT
cana-617	177	10	or	or	CCONJ
cana-617	177	11	data	data	NOUN
cana-617	177	12	recording	recording	NOUN
cana-617	177	13	,	,	PUNCT
cana-617	177	14	are	be	AUX
cana-617	177	15	the	the	DET
cana-617	177	16	two	two	NUM
cana-617	177	17	primary	primary	ADJ
cana-617	177	18	purposes	purpose	NOUN
cana-617	177	19	of	of	ADP
cana-617	177	20	the	the	DET
cana-617	177	21	honeynet	honeynet	NOUN
cana-617	177	22	,	,	PUNCT
cana-617	177	23	as	as	SCONJ
cana-617	177	24	previously	previously	ADV
cana-617	177	25	mentioned	mention	VERB
cana-617	177	26	.	.	PUNCT
cana-617	178	1	preventing	prevent	VERB
cana-617	178	2	hackers	hacker	NOUN
cana-617	178	3	from	from	ADP
cana-617	178	4	using	use	VERB
cana-617	178	5	the	the	DET
cana-617	178	6	honeynet	honeynet	NOUN
cana-617	178	7	feature	feature	NOUN
cana-617	178	8	to	to	PART
cana-617	178	9	access	access	VERB
cana-617	178	10	the	the	DET
cana-617	178	11	other	other	ADJ
cana-617	178	12	host	host	NOUN
cana-617	178	13	is	be	AUX
cana-617	178	14	the	the	DET
cana-617	178	15	primary	primary	ADJ
cana-617	178	16	objective	objective	NOUN
cana-617	178	17	of	of	ADP
cana-617	178	18	information	information	NOUN
cana-617	178	19	control	control	NOUN
cana-617	178	20	implementations	implementation	NOUN
cana-617	178	21	.	.	PUNCT
cana-617	179	1	obtaining	obtain	VERB
cana-617	179	2	complete	complete	ADJ
cana-617	179	3	control	control	NOUN
cana-617	179	4	over	over	ADP
cana-617	179	5	an	an	DET
cana-617	179	6	intruder	intruder	NOUN
cana-617	179	7	is	be	AUX
cana-617	179	8	the	the	DET
cana-617	179	9	aim	aim	NOUN
cana-617	179	10	of	of	ADP
cana-617	179	11	information	information	NOUN
cana-617	179	12	seizure	seizure	VERB
cana-617	179	13	.	.	PUNCT
cana-617	180	1	finding	find	VERB
cana-617	180	2	information	information	NOUN
cana-617	180	3	in	in	ADP
cana-617	180	4	a	a	DET
cana-617	180	5	covert	covert	ADJ
cana-617	180	6	manner	manner	NOUN
cana-617	180	7	without	without	ADP
cana-617	180	8	being	be	AUX
cana-617	180	9	discovered	discover	VERB
cana-617	180	10	by	by	ADP
cana-617	180	11	spies	spy	NOUN
cana-617	180	12	is	be	AUX
cana-617	180	13	challenging	challenge	VERB
cana-617	180	14	.	.	PUNCT
cana-617	181	1	secure	secure	ADJ
cana-617	181	2	sockets	socket	NOUN
cana-617	181	3	layer	layer	NOUN
cana-617	181	4	(	(	PUNCT
cana-617	181	5	ssl	ssl	PROPN
cana-617	181	6	)	)	PUNCT
cana-617	181	7	,	,	PUNCT
cana-617	181	8	ipsec	ipsec	PROPN
cana-617	181	9	(	(	PUNCT
cana-617	181	10	internet	internet	NOUN
cana-617	181	11	protocol	protocol	NOUN
cana-617	181	12	security	security	NOUN
cana-617	181	13	)	)	PUNCT
cana-617	181	14	,	,	PUNCT
cana-617	181	15	ssh	ssh	NOUN
cana-617	181	16	(	(	PUNCT
cana-617	181	17	secure	secure	ADJ
cana-617	181	18	shell	shell	NOUN
cana-617	181	19	)	)	PUNCT
cana-617	181	20	,	,	PUNCT
cana-617	181	21	and	and	CCONJ
cana-617	181	22	other	other	ADJ
cana-617	181	23	similar	similar	ADJ
cana-617	181	24	routes	route	NOUN
cana-617	181	25	are	be	AUX
cana-617	181	26	often	often	ADV
cana-617	181	27	encrypted	encrypt	VERB
cana-617	181	28	by	by	ADP
cana-617	181	29	hackers	hacker	NOUN
cana-617	181	30	.	.	PUNCT
cana-617	182	1	when	when	SCONJ
cana-617	182	2	conducting	conduct	VERB
cana-617	182	3	such	such	ADJ
cana-617	182	4	actions	action	NOUN
cana-617	182	5	,	,	PUNCT
cana-617	182	6	the	the	DET
cana-617	182	7	data	data	NOUN
cana-617	182	8	collection	collection	NOUN
cana-617	182	9	method	method	NOUN
cana-617	182	10	must	must	AUX
cana-617	182	11	encrypt	encrypt	VERB
cana-617	182	12	data	datum	NOUN
cana-617	182	13	using	use	VERB
cana-617	182	14	a	a	DET
cana-617	182	15	specified	specified	ADJ
cana-617	182	16	account	account	NOUN
cana-617	182	17	.	.	PUNCT
cana-617	183	1	furthermore	furthermore	ADV
cana-617	183	2	,	,	PUNCT
cana-617	183	3	to	to	PART
cana-617	183	4	accomplish	accomplish	VERB
cana-617	183	5	a	a	DET
cana-617	183	6	multi	multi	ADJ
cana-617	183	7	-	-	ADJ
cana-617	183	8	record	record	ADJ
cana-617	183	9	level	level	NOUN
cana-617	183	10	recording	recording	NOUN
cana-617	183	11	strategy	strategy	NOUN
cana-617	183	12	,	,	PUNCT
cana-617	183	13	we	we	PRON
cana-617	183	14	use	use	VERB
cana-617	183	15	seizer	seizer	ADJ
cana-617	183	16	tools	tool	NOUN
cana-617	183	17	on	on	ADP
cana-617	183	18	the	the	DET
cana-617	183	19	honeypot	honeypot	NOUN
cana-617	183	20	with	with	ADP
cana-617	183	21	similar	similar	ADJ
cana-617	183	22	capacity	capacity	NOUN
cana-617	183	23	[	[	X
cana-617	183	24	1].this	1].this	NUM
cana-617	183	25	technique	technique	NOUN
cana-617	183	26	can	can	AUX
cana-617	183	27	link	link	VERB
cana-617	183	28	the	the	DET
cana-617	183	29	various	various	ADJ
cana-617	183	30	steps	step	NOUN
cana-617	183	31	that	that	PRON
cana-617	183	32	invaders	invader	NOUN
cana-617	183	33	take	take	VERB
cana-617	183	34	while	while	SCONJ
cana-617	183	35	also	also	ADV
cana-617	183	36	preventing	prevent	VERB
cana-617	183	37	the	the	DET
cana-617	183	38	path	path	NOUN
cana-617	183	39	from	from	ADP
cana-617	183	40	being	be	AUX
cana-617	183	41	defaulted	default	VERB
cana-617	183	42	to	to	ADP
cana-617	183	43	a	a	DET
cana-617	183	44	single	single	ADJ
cana-617	183	45	mechanism	mechanism	NOUN
cana-617	183	46	.	.	PUNCT
cana-617	184	1	logs	log	NOUN
cana-617	184	2	,	,	PUNCT
cana-617	184	3	data	datum	NOUN
cana-617	184	4	,	,	PUNCT
cana-617	184	5	and	and	CCONJ
cana-617	184	6	system	system	NOUN
cana-617	184	7	activity	activity	NOUN
cana-617	184	8	captured	capture	VERB
cana-617	184	9	by	by	ADP
cana-617	184	10	the	the	DET
cana-617	184	11	honeypot	honeypot	NOUN
cana-617	184	12	's	's	PART
cana-617	184	13	instruments	instrument	NOUN
cana-617	184	14	are	be	AUX
cana-617	184	15	sent	send	VERB
cana-617	184	16	to	to	ADP
cana-617	184	17	the	the	DET
cana-617	184	18	analyzing	analyzing	NOUN
cana-617	184	19	module	module	NOUN
cana-617	184	20	.	.	PUNCT
cana-617	185	1	the	the	DET
cana-617	185	2	information	information	NOUN
cana-617	185	3	is	be	AUX
cana-617	185	4	kept	keep	VERB
cana-617	185	5	as	as	ADP
cana-617	185	6	obtained	obtain	VERB
cana-617	185	7	data	datum	NOUN
cana-617	185	8	according	accord	VERB
cana-617	185	9	to	to	ADP
cana-617	185	10	the	the	DET
cana-617	185	11	characteristics	characteristic	NOUN
cana-617	185	12	and	and	CCONJ
cana-617	185	13	contents	content	NOUN
cana-617	185	14	of	of	ADP
cana-617	185	15	the	the	DET
cana-617	185	16	network	network	NOUN
cana-617	185	17	connection	connection	NOUN
cana-617	185	18	.	.	PUNCT
cana-617	186	1	the	the	DET
cana-617	186	2	recorded	record	VERB
cana-617	186	3	data	datum	NOUN
cana-617	186	4	from	from	ADP
cana-617	186	5	a	a	DET
cana-617	186	6	honeynet	honeynet	NOUN
cana-617	186	7	is	be	AUX
cana-617	186	8	more	more	ADV
cana-617	186	9	dangerous	dangerous	ADJ
cana-617	186	10	and	and	CCONJ
cana-617	186	11	more	more	ADV
cana-617	186	12	dependable	dependable	ADJ
cana-617	186	13	despite	despite	SCONJ
cana-617	186	14	its	its	PRON
cana-617	186	15	modest	modest	ADJ
cana-617	186	16	size	size	NOUN
cana-617	186	17	.	.	PUNCT
cana-617	187	1	by	by	ADP
cana-617	187	2	using	use	VERB
cana-617	187	3	the	the	DET
cana-617	187	4	advantages	advantage	NOUN
cana-617	187	5	of	of	ADP
cana-617	187	6	virtual	virtual	ADJ
cana-617	187	7	technology	technology	NOUN
cana-617	187	8	—	—	PUNCT
cana-617	187	9	which	which	PRON
cana-617	187	10	is	be	AUX
cana-617	187	11	also	also	ADV
cana-617	187	12	utilized	utilize	VERB
cana-617	187	13	in	in	ADP
cana-617	187	14	honeynets	honeynet	NOUN
cana-617	187	15	—	—	PUNCT
cana-617	187	16	we	we	PRON
cana-617	187	17	may	may	AUX
cana-617	187	18	install	install	VERB
cana-617	187	19	a	a	DET
cana-617	187	20	virtual	virtual	ADJ
cana-617	187	21	honeypot	honeypot	NOUN
cana-617	187	22	[	[	X
cana-617	187	23	14	14	NUM
cana-617	187	24	]	]	PUNCT
cana-617	187	25	on	on	ADP
cana-617	187	26	a	a	DET
cana-617	187	27	host	host	NOUN
cana-617	187	28	.	.	PUNCT
cana-617	188	1	the	the	DET
cana-617	188	2	expenses	expense	NOUN
cana-617	188	3	associated	associate	VERB
cana-617	188	4	with	with	ADP
cana-617	188	5	developing	develop	VERB
cana-617	188	6	honeynets	honeynet	NOUN
cana-617	188	7	are	be	AUX
cana-617	188	8	minimized	minimize	VERB
cana-617	188	9	and	and	CCONJ
cana-617	188	10	reduced	reduce	VERB
cana-617	188	11	with	with	ADP
cana-617	188	12	the	the	DET
cana-617	188	13	help	help	NOUN
cana-617	188	14	of	of	ADP
cana-617	188	15	this	this	DET
cana-617	188	16	tactic	tactic	NOUN
cana-617	188	17	.	.	PUNCT
cana-617	189	1	in	in	ADP
cana-617	189	2	spite	spite	NOUN
cana-617	189	3	of	of	ADP
cana-617	189	4	this	this	PRON
cana-617	189	5	,	,	PUNCT
cana-617	189	6	deploying	deploy	VERB
cana-617	189	7	a	a	DET
cana-617	189	8	host	host	NOUN
cana-617	189	9	requires	require	VERB
cana-617	189	10	more	more	ADJ
cana-617	189	11	performance	performance	NOUN
cana-617	189	12	.	.	PUNCT
cana-617	190	1	d.	d.	PROPN
cana-617	190	2	de	de	PROPN
cana-617	190	3	-	-	ADJ
cana-617	190	4	militarized	militarized	ADJ
cana-617	190	5	zone	zone	NOUN
cana-617	190	6	the	the	DET
cana-617	190	7	de	de	ADJ
cana-617	190	8	-	-	ADJ
cana-617	190	9	militarized	militarized	ADJ
cana-617	190	10	zone	zone	NOUN
cana-617	190	11	(	(	PUNCT
cana-617	190	12	dmz	dmz	PROPN
cana-617	190	13	)	)	PUNCT
cana-617	190	14	does	do	AUX
cana-617	190	15	not	not	PART
cana-617	190	16	pass	pass	VERB
cana-617	190	17	through	through	ADP
cana-617	190	18	various	various	ADJ
cana-617	190	19	packets	packet	NOUN
cana-617	190	20	;	;	PUNCT
cana-617	190	21	it	it	PRON
cana-617	190	22	is	be	AUX
cana-617	190	23	not	not	PART
cana-617	190	24	a	a	DET
cana-617	190	25	network	network	NOUN
cana-617	190	26	hardware	hardware	NOUN
cana-617	190	27	device	device	NOUN
cana-617	190	28	like	like	ADP
cana-617	190	29	a	a	DET
cana-617	190	30	router	router	NOUN
cana-617	190	31	or	or	CCONJ
cana-617	190	32	bridge	bridge	NOUN
cana-617	190	33	[	[	X
cana-617	190	34	8	8	NUM
cana-617	190	35	]	]	PUNCT
cana-617	190	36	.	.	PUNCT
cana-617	191	1	the	the	DET
cana-617	191	2	goal	goal	NOUN
cana-617	191	3	of	of	ADP
cana-617	191	4	the	the	DET
cana-617	191	5	de	de	ADJ
cana-617	191	6	-	-	ADJ
cana-617	191	7	militarized	militarized	ADJ
cana-617	191	8	-	-	PUNCT
cana-617	191	9	zone	zone	NOUN
cana-617	191	10	is	be	AUX
cana-617	191	11	to	to	PART
cana-617	191	12	provide	provide	VERB
cana-617	191	13	secure	secure	ADJ
cana-617	191	14	connection	connection	NOUN
cana-617	191	15	with	with	ADP
cana-617	191	16	servers	server	NOUN
cana-617	191	17	before	before	SCONJ
cana-617	191	18	packets	packet	NOUN
cana-617	191	19	reach	reach	VERB
cana-617	191	20	a	a	DET
cana-617	191	21	firewall	firewall	NOUN
cana-617	191	22	,	,	PUNCT
cana-617	191	23	eliminating	eliminate	VERB
cana-617	191	24	the	the	DET
cana-617	191	25	need	need	NOUN
cana-617	191	26	for	for	ADP
cana-617	191	27	incoming	incoming	ADJ
cana-617	191	28	firewall	firewall	NOUN
cana-617	191	29	gaps	gap	NOUN
cana-617	191	30	between	between	ADP
cana-617	191	31	the	the	DET
cana-617	191	32	deployed	deploy	VERB
cana-617	191	33	dmz	dmz	NOUN
cana-617	191	34	and	and	CCONJ
cana-617	191	35	the	the	DET
cana-617	191	36	internal	internal	ADJ
cana-617	191	37	lan	lan	PROPN
cana-617	191	38	or	or	CCONJ
cana-617	191	39	network	network	NOUN
cana-617	191	40	.	.	PUNCT
cana-617	192	1	the	the	DET
cana-617	192	2	security	security	NOUN
cana-617	192	3	specifications	specification	NOUN
cana-617	192	4	for	for	ADP
cana-617	192	5	the	the	DET
cana-617	192	6	dmz	dmz	PROPN
cana-617	192	7	's	's	PART
cana-617	192	8	machines	machine	NOUN
cana-617	192	9	,	,	PUNCT
cana-617	192	10	networks	network	NOUN
cana-617	192	11	,	,	PUNCT
cana-617	192	12	and	and	CCONJ
cana-617	192	13	peripherals	peripheral	NOUN
cana-617	192	14	are	be	AUX
cana-617	192	15	outlined	outline	VERB
cana-617	192	16	in	in	ADP
cana-617	192	17	the	the	DET
cana-617	192	18	policy	policy	NOUN
cana-617	192	19	.	.	PUNCT
cana-617	193	1	workstations	workstation	NOUN
cana-617	193	2	behind	behind	ADP
cana-617	193	3	the	the	DET
cana-617	193	4	firewall	firewall	NOUN
cana-617	193	5	are	be	AUX
cana-617	193	6	able	able	ADJ
cana-617	193	7	to	to	PART
cana-617	193	8	remark	remark	VERB
cana-617	193	9	on	on	ADP
cana-617	193	10	requests	request	NOUN
cana-617	193	11	that	that	PRON
cana-617	193	12	are	be	AUX
cana-617	193	13	communications	communication	NOUN
cana-617	193	14	on	on	ADP
cana-617	193	15	applied	apply	VERB
cana-617	193	16	nonlinear	nonlinear	ADJ
cana-617	193	17	analysis	analysis	NOUN
cana-617	193	18	issn	issn	NOUN
cana-617	193	19	:	:	PUNCT
cana-617	193	20	1074	1074	NUM
cana-617	193	21	-	-	PUNCT
cana-617	193	22	133x	133x	NUM
cana-617	193	23	vol	vol	NOUN
cana-617	193	24	31	31	NUM
cana-617	193	25	no	no	NOUN
cana-617	193	26	.	.	PUNCT
cana-617	194	1	2s	2s	NUM
cana-617	194	2	(	(	PUNCT
cana-617	194	3	2024	2024	NUM
cana-617	194	4	)	)	PUNCT
cana-617	194	5	155	155	NUM
cana-617	194	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	194	7	going	go	VERB
cana-617	194	8	to	to	ADP
cana-617	194	9	the	the	DET
cana-617	194	10	dmz	dmz	NOUN
cana-617	194	11	in	in	ADP
cana-617	194	12	traditional	traditional	ADJ
cana-617	194	13	de	de	ADJ
cana-617	194	14	-	-	ADJ
cana-617	194	15	militarized	militarized	ADJ
cana-617	194	16	-	-	PUNCT
cana-617	194	17	zones	zone	NOUN
cana-617	194	18	.	.	PUNCT
cana-617	195	1	machines	machine	NOUN
cana-617	195	2	in	in	ADP
cana-617	195	3	the	the	DET
cana-617	195	4	dmz	dmz	PROPN
cana-617	195	5	reply	reply	NOUN
cana-617	195	6	to	to	ADP
cana-617	195	7	,	,	PUNCT
cana-617	195	8	attempt	attempt	VERB
cana-617	195	9	to	to	PART
cana-617	195	10	forward	forward	VERB
cana-617	195	11	,	,	PUNCT
cana-617	195	12	or	or	CCONJ
cana-617	195	13	resend	resend	VERB
cana-617	195	14	inquiries	inquiry	NOUN
cana-617	195	15	from	from	ADP
cana-617	195	16	outside	outside	ADP
cana-617	195	17	the	the	DET
cana-617	195	18	public	public	ADJ
cana-617	195	19	network	network	NOUN
cana-617	195	20	or	or	CCONJ
cana-617	195	21	the	the	DET
cana-617	195	22	internet	internet	NOUN
cana-617	195	23	.	.	PUNCT
cana-617	196	1	a	a	DET
cana-617	196	2	server	server	NOUN
cana-617	196	3	(	(	PUNCT
cana-617	196	4	such	such	DET
cana-617	196	5	a	a	DET
cana-617	196	6	proxy	proxy	NOUN
cana-617	196	7	server	server	NOUN
cana-617	196	8	)	)	PUNCT
cana-617	196	9	or	or	CCONJ
cana-617	196	10	several	several	ADJ
cana-617	196	11	servers	server	NOUN
cana-617	196	12	are	be	AUX
cana-617	196	13	frequently	frequently	ADV
cana-617	196	14	used	use	VERB
cana-617	196	15	as	as	ADP
cana-617	196	16	the	the	DET
cana-617	196	17	computers	computer	NOUN
cana-617	196	18	that	that	PRON
cana-617	196	19	are	be	AUX
cana-617	196	20	deployed	deploy	VERB
cana-617	196	21	inside	inside	ADV
cana-617	196	22	of	of	ADP
cana-617	196	23	demilitarized	demilitarized	ADJ
cana-617	196	24	zones	zone	NOUN
cana-617	196	25	(	(	PUNCT
cana-617	196	26	dmzs).the	dmzs).the	NOUN
cana-617	196	27	firewall	firewall	NOUN
cana-617	196	28	was	be	AUX
cana-617	196	29	installed	instal	VERB
cana-617	196	30	after	after	SCONJ
cana-617	196	31	an	an	DET
cana-617	196	32	attempt	attempt	NOUN
cana-617	196	33	was	be	AUX
cana-617	196	34	made	make	VERB
cana-617	196	35	to	to	PART
cana-617	196	36	prevent	prevent	VERB
cana-617	196	37	workstations	workstation	NOUN
cana-617	196	38	in	in	ADP
cana-617	196	39	the	the	DET
cana-617	196	40	dmz	dmz	NOUN
cana-617	196	41	from	from	ADP
cana-617	196	42	initiating	initiate	VERB
cana-617	196	43	inbound	inbound	ADJ
cana-617	196	44	queries	query	NOUN
cana-617	196	45	.	.	PUNCT
cana-617	197	1	most	most	ADJ
cana-617	197	2	computers	computer	NOUN
cana-617	197	3	on	on	ADP
cana-617	197	4	a	a	DET
cana-617	197	5	regular	regular	ADJ
cana-617	197	6	lan	lan	NOUN
cana-617	197	7	or	or	CCONJ
cana-617	197	8	an	an	DET
cana-617	197	9	internal	internal	ADJ
cana-617	197	10	network	network	NOUN
cana-617	197	11	operate	operate	VERB
cana-617	197	12	behind	behind	ADP
cana-617	197	13	the	the	DET
cana-617	197	14	firewall	firewall	NOUN
cana-617	197	15	in	in	ADP
cana-617	197	16	a	a	DET
cana-617	197	17	dmz	dmz	NOUN
cana-617	197	18	configuration	configuration	NOUN
cana-617	197	19	,	,	PUNCT
cana-617	197	20	enabling	enable	VERB
cana-617	197	21	them	they	PRON
cana-617	197	22	to	to	PART
cana-617	197	23	connect	connect	VERB
cana-617	197	24	to	to	ADP
cana-617	197	25	the	the	DET
cana-617	197	26	internet	internet	NOUN
cana-617	197	27	or	or	CCONJ
cana-617	197	28	other	other	ADJ
cana-617	197	29	external	external	ADJ
cana-617	197	30	networks	network	NOUN
cana-617	197	31	.	.	PUNCT
cana-617	198	1	a	a	DET
cana-617	198	2	few	few	ADJ
cana-617	198	3	pcs	pc	NOUN
cana-617	198	4	or	or	CCONJ
cana-617	198	5	servers	server	NOUN
cana-617	198	6	are	be	AUX
cana-617	198	7	positioned	position	VERB
cana-617	198	8	outside	outside	ADP
cana-617	198	9	the	the	DET
cana-617	198	10	firewall	firewall	NOUN
cana-617	198	11	in	in	ADP
cana-617	198	12	the	the	DET
cana-617	198	13	dmz	dmz	NOUN
cana-617	198	14	to	to	PART
cana-617	198	15	establish	establish	VERB
cana-617	198	16	the	the	DET
cana-617	198	17	secure	secure	ADJ
cana-617	198	18	zone	zone	NOUN
cana-617	198	19	.	.	PUNCT
cana-617	199	1	these	these	DET
cana-617	199	2	devices	device	NOUN
cana-617	199	3	serve	serve	VERB
cana-617	199	4	as	as	ADP
cana-617	199	5	an	an	DET
cana-617	199	6	additional	additional	ADJ
cana-617	199	7	line	line	NOUN
cana-617	199	8	of	of	ADP
cana-617	199	9	defense	defense	NOUN
cana-617	199	10	for	for	ADP
cana-617	199	11	the	the	DET
cana-617	199	12	computers	computer	NOUN
cana-617	199	13	inside	inside	ADP
cana-617	199	14	the	the	DET
cana-617	199	15	firewall	firewall	NOUN
cana-617	199	16	zone	zone	NOUN
cana-617	199	17	by	by	ADP
cana-617	199	18	intercepting	intercept	VERB
cana-617	199	19	traffic	traffic	NOUN
cana-617	199	20	and	and	CCONJ
cana-617	199	21	agent	agent	NOUN
cana-617	199	22	queries	query	NOUN
cana-617	199	23	for	for	ADP
cana-617	199	24	other	other	ADJ
cana-617	199	25	network	network	NOUN
cana-617	199	26	segments	segment	NOUN
cana-617	199	27	.	.	PUNCT
cana-617	200	1	typically	typically	ADV
cana-617	200	2	,	,	PUNCT
cana-617	200	3	a	a	DET
cana-617	200	4	dmz	dmz	NOUN
cana-617	200	5	is	be	AUX
cana-617	200	6	home	home	NOUN
cana-617	200	7	to	to	ADP
cana-617	200	8	servers	server	NOUN
cana-617	200	9	that	that	PRON
cana-617	200	10	offer	offer	VERB
cana-617	200	11	clients	client	NOUN
cana-617	200	12	a	a	DET
cana-617	200	13	range	range	NOUN
cana-617	200	14	of	of	ADP
cana-617	200	15	internet	internet	NOUN
cana-617	200	16	-	-	PUNCT
cana-617	200	17	based	base	VERB
cana-617	200	18	services	service	NOUN
cana-617	200	19	.	.	PUNCT
cana-617	201	1	among	among	ADP
cana-617	201	2	the	the	DET
cana-617	201	3	services	service	NOUN
cana-617	201	4	offered	offer	VERB
cana-617	201	5	are	be	AUX
cana-617	201	6	dns	dns	NOUN
cana-617	201	7	server	server	NOUN
cana-617	201	8	,	,	PUNCT
cana-617	201	9	ftp	ftp	PROPN
cana-617	201	10	,	,	PUNCT
cana-617	201	11	smtp	smtp	NOUN
cana-617	201	12	,	,	PUNCT
cana-617	201	13	imap4	imap4	PROPN
cana-617	201	14	,	,	PUNCT
cana-617	201	15	and	and	CCONJ
cana-617	201	16	pop3.even	pop3.even	AUX
cana-617	201	17	though	though	SCONJ
cana-617	201	18	these	these	DET
cana-617	201	19	servers	server	NOUN
cana-617	201	20	must	must	AUX
cana-617	201	21	be	be	AUX
cana-617	201	22	connected	connect	VERB
cana-617	201	23	to	to	ADP
cana-617	201	24	limited	limit	VERB
cana-617	201	25	internet	internet	NOUN
cana-617	201	26	access	access	NOUN
cana-617	201	27	,	,	PUNCT
cana-617	201	28	they	they	PRON
cana-617	201	29	can	can	AUX
cana-617	201	30	also	also	ADV
cana-617	201	31	safeguard	safeguard	VERB
cana-617	201	32	the	the	DET
cana-617	201	33	firewall	firewall	NOUN
cana-617	201	34	.	.	PUNCT
cana-617	202	1	the	the	DET
cana-617	202	2	servers	server	NOUN
cana-617	202	3	and	and	CCONJ
cana-617	202	4	honeypots	honeypot	NOUN
cana-617	202	5	could	could	AUX
cana-617	202	6	be	be	AUX
cana-617	202	7	in	in	ADP
cana-617	202	8	the	the	DET
cana-617	202	9	dmz	dmz	NOUN
cana-617	202	10	or	or	CCONJ
cana-617	202	11	inside	inside	ADP
cana-617	202	12	the	the	DET
cana-617	202	13	network	network	NOUN
cana-617	202	14	,	,	PUNCT
cana-617	202	15	although	although	SCONJ
cana-617	202	16	the	the	DET
cana-617	202	17	dmz	dmz	NOUN
cana-617	202	18	is	be	AUX
cana-617	202	19	recommended	recommend	VERB
cana-617	202	20	.	.	PUNCT
cana-617	203	1	the	the	DET
cana-617	203	2	best	good	ADJ
cana-617	203	3	structure	structure	NOUN
cana-617	203	4	we	we	PRON
cana-617	203	5	are	be	AUX
cana-617	203	6	looking	look	VERB
cana-617	203	7	for	for	ADP
cana-617	203	8	that	that	PRON
cana-617	203	9	has	have	AUX
cana-617	203	10	been	be	AUX
cana-617	203	11	shown	show	VERB
cana-617	203	12	in	in	ADP
cana-617	203	13	fig	fig	NOUN
cana-617	203	14	.	.	PUNCT
cana-617	204	1	7	7	X
cana-617	204	2	.	.	X
cana-617	204	3	e.	e.	PROPN
cana-617	204	4	proposed	propose	VERB
cana-617	204	5	hybrid	hybrid	NOUN
cana-617	204	6	honeypot	honeypot	NOUN
cana-617	204	7	framework	framework	NOUN
cana-617	204	8	in	in	ADP
cana-617	204	9	order	order	NOUN
cana-617	204	10	to	to	PART
cana-617	204	11	alter	alter	VERB
cana-617	204	12	organizational	organizational	ADJ
cana-617	204	13	,	,	PUNCT
cana-617	204	14	financial	financial	ADJ
cana-617	204	15	,	,	PUNCT
cana-617	204	16	and	and	CCONJ
cana-617	204	17	crucial	crucial	ADJ
cana-617	204	18	conducted	conduct	VERB
cana-617	204	19	server	server	NOUN
cana-617	204	20	zone	zone	NOUN
cana-617	204	21	networks	network	NOUN
cana-617	204	22	,	,	PUNCT
cana-617	204	23	the	the	DET
cana-617	204	24	suggested	suggest	VERB
cana-617	204	25	innovation	innovation	NOUN
cana-617	204	26	presents	present	VERB
cana-617	204	27	a	a	DET
cana-617	204	28	versatile	versatile	ADJ
cana-617	204	29	honeypot	honeypot	NOUN
cana-617	204	30	-	-	PUNCT
cana-617	204	31	based	base	VERB
cana-617	204	32	network	network	NOUN
cana-617	204	33	security	security	NOUN
cana-617	204	34	system	system	NOUN
cana-617	204	35	that	that	PRON
cana-617	204	36	makes	make	VERB
cana-617	204	37	use	use	NOUN
cana-617	204	38	of	of	ADP
cana-617	204	39	the	the	DET
cana-617	204	40	active	active	ADJ
cana-617	204	41	,	,	PUNCT
cana-617	204	42	dynamic	dynamic	ADJ
cana-617	204	43	deployment	deployment	NOUN
cana-617	204	44	and	and	CCONJ
cana-617	204	45	configuration	configuration	NOUN
cana-617	204	46	of	of	ADP
cana-617	204	47	hybrid	hybrid	ADJ
cana-617	204	48	honeypots	honeypot	NOUN
cana-617	204	49	.	.	PUNCT
cana-617	205	1	exploiting	exploit	VERB
cana-617	205	2	free	free	ADJ
cana-617	205	3	,	,	PUNCT
cana-617	205	4	ready	ready	ADJ
cana-617	205	5	-	-	PUNCT
cana-617	205	6	to	to	PART
cana-617	205	7	-	-	PUNCT
cana-617	205	8	use	use	VERB
cana-617	205	9	ip	ip	DET
cana-617	205	10	addresses	address	NOUN
cana-617	205	11	offered	offer	VERB
cana-617	205	12	by	by	ADP
cana-617	205	13	operating	operate	VERB
cana-617	205	14	systems	system	NOUN
cana-617	205	15	or	or	CCONJ
cana-617	205	16	distributed	distribute	VERB
cana-617	205	17	systems	system	NOUN
cana-617	205	18	and	and	CCONJ
cana-617	205	19	their	their	PRON
cana-617	205	20	services	service	NOUN
cana-617	205	21	is	be	AUX
cana-617	205	22	the	the	DET
cana-617	205	23	basic	basic	ADJ
cana-617	205	24	concept	concept	NOUN
cana-617	205	25	of	of	ADP
cana-617	205	26	low	low	ADJ
cana-617	205	27	-	-	PUNCT
cana-617	205	28	interaction	interaction	NOUN
cana-617	205	29	honeypots	honeypot	NOUN
cana-617	205	30	.	.	PUNCT
cana-617	206	1	on	on	ADP
cana-617	206	2	production	production	NOUN
cana-617	206	3	servers	server	NOUN
cana-617	206	4	connected	connect	VERB
cana-617	206	5	to	to	ADP
cana-617	206	6	a	a	DET
cana-617	206	7	network	network	NOUN
cana-617	206	8	,	,	PUNCT
cana-617	206	9	they	they	PRON
cana-617	206	10	replicate	replicate	VERB
cana-617	206	11	dispersed	disperse	VERB
cana-617	206	12	operating	operating	NOUN
cana-617	206	13	systems	system	NOUN
cana-617	206	14	and	and	CCONJ
cana-617	206	15	related	related	ADJ
cana-617	206	16	services	service	NOUN
cana-617	206	17	.	.	PUNCT
cana-617	207	1	honeypots	honeypot	NOUN
cana-617	207	2	that	that	PRON
cana-617	207	3	receive	receive	VERB
cana-617	207	4	network	network	NOUN
cana-617	207	5	traffic	traffic	NOUN
cana-617	207	6	are	be	AUX
cana-617	207	7	typically	typically	ADV
cana-617	207	8	designed	design	VERB
cana-617	207	9	to	to	PART
cana-617	207	10	steer	steer	VERB
cana-617	207	11	traffic	traffic	NOUN
cana-617	207	12	to	to	ADP
cana-617	207	13	high	high	ADJ
cana-617	207	14	interaction	interaction	NOUN
cana-617	207	15	honeypots	honeypot	NOUN
cana-617	207	16	,	,	PUNCT
cana-617	207	17	which	which	PRON
cana-617	207	18	present	present	VERB
cana-617	207	19	targeted	target	VERB
cana-617	207	20	services	service	NOUN
cana-617	207	21	to	to	ADP
cana-617	207	22	attackers	attacker	NOUN
cana-617	207	23	.	.	PUNCT
cana-617	208	1	the	the	DET
cana-617	208	2	use	use	NOUN
cana-617	208	3	of	of	ADP
cana-617	208	4	hybrid	hybrid	NOUN
cana-617	208	5	or	or	CCONJ
cana-617	208	6	half	half	ADJ
cana-617	208	7	-	-	PUNCT
cana-617	208	8	breed	breed	NOUN
cana-617	208	9	technology	technology	NOUN
cana-617	208	10	to	to	PART
cana-617	208	11	tackle	tackle	VERB
cana-617	208	12	honeypot	honeypot	NOUN
cana-617	208	13	technology	technology	NOUN
cana-617	208	14	falls	fall	VERB
cana-617	208	15	into	into	ADP
cana-617	208	16	two	two	NUM
cana-617	208	17	primary	primary	ADJ
cana-617	208	18	categories	category	NOUN
cana-617	208	19	:	:	PUNCT
cana-617	208	20	due	due	ADP
cana-617	208	21	to	to	ADP
cana-617	208	22	the	the	DET
cana-617	208	23	quantity	quantity	NOUN
cana-617	208	24	of	of	ADP
cana-617	208	25	honeys	honey	NOUN
cana-617	208	26	and	and	CCONJ
cana-617	208	27	their	their	PRON
cana-617	208	28	unique	unique	ADJ
cana-617	208	29	service	service	NOUN
cana-617	208	30	settings	setting	NOUN
cana-617	208	31	that	that	PRON
cana-617	208	32	are	be	AUX
cana-617	208	33	automatically	automatically	ADV
cana-617	208	34	determined	determine	VERB
cana-617	208	35	by	by	ADP
cana-617	208	36	the	the	DET
cana-617	208	37	network	network	NOUN
cana-617	208	38	authority	authority	NOUN
cana-617	208	39	,	,	PUNCT
cana-617	208	40	using	use	VERB
cana-617	208	41	minimal	minimal	ADJ
cana-617	208	42	administrative	administrative	ADJ
cana-617	208	43	problems	problem	NOUN
cana-617	208	44	the	the	DET
cana-617	208	45	demand	demand	NOUN
cana-617	208	46	for	for	ADP
cana-617	208	47	high	high	ADJ
cana-617	208	48	interaction	interaction	NOUN
cana-617	208	49	honeypots	honeypot	NOUN
cana-617	208	50	,	,	PUNCT
cana-617	208	51	or	or	CCONJ
cana-617	208	52	honeynets	honeynet	NOUN
cana-617	208	53	,	,	PUNCT
cana-617	208	54	in	in	ADP
cana-617	208	55	the	the	DET
cana-617	208	56	network	network	NOUN
cana-617	208	57	as	as	SCONJ
cana-617	208	58	demonstrated	demonstrate	VERB
cana-617	208	59	by	by	ADP
cana-617	208	60	the	the	DET
cana-617	208	61	scenario	scenario	NOUN
cana-617	208	62	where	where	SCONJ
cana-617	208	63	traffic	traffic	NOUN
cana-617	208	64	is	be	AUX
cana-617	208	65	redirected	redirect	VERB
cana-617	208	66	from	from	ADP
cana-617	208	67	a	a	DET
cana-617	208	68	low	low	ADJ
cana-617	208	69	interaction	interaction	NOUN
cana-617	208	70	honeypot	honeypot	NOUN
cana-617	208	71	shows	show	VERB
cana-617	208	72	how	how	SCONJ
cana-617	208	73	attractive	attractive	ADJ
cana-617	208	74	honeys	honey	NOUN
cana-617	208	75	are	be	AUX
cana-617	208	76	to	to	ADP
cana-617	208	77	attackers	attacker	NOUN
cana-617	208	78	as	as	ADP
cana-617	208	79	real	real	ADJ
cana-617	208	80	systems	system	NOUN
cana-617	208	81	.	.	PUNCT
cana-617	209	1	f.	f.	PROPN
cana-617	209	2	proposed	propose	VERB
cana-617	209	3	honeynet	honeynet	CCONJ
cana-617	209	4	as	as	ADP
cana-617	209	5	a	a	DET
cana-617	209	6	result	result	NOUN
cana-617	209	7	of	of	ADP
cana-617	209	8	phoney	phoney	ADJ
cana-617	209	9	machines	machine	NOUN
cana-617	209	10	in	in	ADP
cana-617	209	11	the	the	DET
cana-617	209	12	network	network	NOUN
cana-617	209	13	,	,	PUNCT
cana-617	209	14	the	the	DET
cana-617	209	15	system	system	NOUN
cana-617	209	16	administrator	administrator	NOUN
cana-617	209	17	must	must	AUX
cana-617	209	18	first	first	ADV
cana-617	209	19	designate	designate	VERB
cana-617	209	20	the	the	DET
cana-617	209	21	ip	ip	DET
cana-617	209	22	addresses	address	NOUN
cana-617	209	23	of	of	ADP
cana-617	209	24	the	the	DET
cana-617	209	25	actual	actual	ADJ
cana-617	209	26	honeypot	honeypot	NOUN
cana-617	209	27	or	or	CCONJ
cana-617	209	28	important	important	ADJ
cana-617	209	29	host	host	NOUN
cana-617	209	30	within	within	ADP
cana-617	209	31	the	the	DET
cana-617	209	32	honeynet	honeynet	NOUN
cana-617	209	33	,	,	PUNCT
cana-617	209	34	allow	allow	VERB
cana-617	209	35	traffic	traffic	NOUN
cana-617	209	36	redirection	redirection	NOUN
cana-617	209	37	from	from	ADP
cana-617	209	38	low	low	ADJ
cana-617	209	39	interaction	interaction	NOUN
cana-617	209	40	honeypots	honeypot	NOUN
cana-617	209	41	,	,	PUNCT
cana-617	209	42	and	and	CCONJ
cana-617	209	43	report	report	VERB
cana-617	209	44	any	any	DET
cana-617	209	45	attacker	attacker	NOUN
cana-617	209	46	activity	activity	NOUN
cana-617	209	47	.	.	PUNCT
cana-617	210	1	not	not	PART
cana-617	210	2	only	only	ADV
cana-617	210	3	is	be	AUX
cana-617	210	4	the	the	DET
cana-617	210	5	communication	communication	NOUN
cana-617	210	6	path	path	NOUN
cana-617	210	7	between	between	ADP
cana-617	210	8	devices	device	NOUN
cana-617	210	9	altered	alter	VERB
cana-617	210	10	by	by	ADP
cana-617	210	11	the	the	DET
cana-617	210	12	locution	locution	NOUN
cana-617	210	13	redirection	redirection	NOUN
cana-617	210	14	.	.	PUNCT
cana-617	211	1	more	more	ADJ
cana-617	211	2	emphasis	emphasis	NOUN
cana-617	211	3	was	be	AUX
cana-617	211	4	placed	place	VERB
cana-617	211	5	on	on	ADP
cana-617	211	6	reformatting	reformatte	VERB
cana-617	211	7	incoming	incoming	ADJ
cana-617	211	8	network	network	NOUN
cana-617	211	9	packets	packet	NOUN
cana-617	211	10	to	to	ADP
cana-617	211	11	a	a	DET
cana-617	211	12	certain	certain	ADJ
cana-617	211	13	honeyed	honeyed	ADJ
cana-617	211	14	format	format	NOUN
cana-617	211	15	and	and	CCONJ
cana-617	211	16	reintroducing	reintroduce	VERB
cana-617	211	17	them	they	PRON
cana-617	211	18	to	to	ADP
cana-617	211	19	the	the	DET
cana-617	211	20	network	network	NOUN
cana-617	211	21	.	.	PUNCT
cana-617	212	1	if	if	SCONJ
cana-617	212	2	they	they	PRON
cana-617	212	3	make	make	VERB
cana-617	212	4	their	their	PRON
cana-617	212	5	deployment	deployment	NOUN
cana-617	212	6	in	in	ADP
cana-617	212	7	this	this	DET
cana-617	212	8	way	way	NOUN
cana-617	212	9	,	,	PUNCT
cana-617	212	10	they	they	PRON
cana-617	212	11	will	will	AUX
cana-617	212	12	be	be	AUX
cana-617	212	13	able	able	ADJ
cana-617	212	14	to	to	PART
cana-617	212	15	find	find	VERB
cana-617	212	16	the	the	DET
cana-617	212	17	real	real	ADJ
cana-617	212	18	honeypot	honeypot	NOUN
cana-617	212	19	.	.	PUNCT
cana-617	213	1	the	the	DET
cana-617	213	2	invader	invader	NOUN
cana-617	213	3	is	be	AUX
cana-617	213	4	then	then	ADV
cana-617	213	5	given	give	VERB
cana-617	213	6	the	the	DET
cana-617	213	7	impression	impression	NOUN
cana-617	213	8	that	that	SCONJ
cana-617	213	9	he	he	PRON
cana-617	213	10	is	be	AUX
cana-617	213	11	communicating	communicate	VERB
cana-617	213	12	with	with	ADP
cana-617	213	13	a	a	DET
cana-617	213	14	genuine	genuine	ADJ
cana-617	213	15	computer	computer	NOUN
cana-617	213	16	when	when	SCONJ
cana-617	213	17	he	he	PRON
cana-617	213	18	replies	reply	VERB
cana-617	213	19	to	to	ADP
cana-617	213	20	him.we	him.we	NOUN
cana-617	213	21	aim	aim	VERB
cana-617	213	22	to	to	PART
cana-617	213	23	provide	provide	VERB
cana-617	213	24	an	an	DET
cana-617	213	25	example	example	NOUN
cana-617	213	26	of	of	ADP
cana-617	213	27	typical	typical	ADJ
cana-617	213	28	local	local	ADJ
cana-617	213	29	area	area	NOUN
cana-617	213	30	network	network	NOUN
cana-617	213	31	behavior	behavior	NOUN
cana-617	213	32	for	for	ADP
cana-617	213	33	our	our	PRON
cana-617	213	34	hybrid	hybrid	ADJ
cana-617	213	35	honeypot	honeypot	NOUN
cana-617	213	36	technique	technique	NOUN
cana-617	213	37	.	.	PUNCT
cana-617	214	1	figure	figure	NOUN
cana-617	214	2	7	7	NUM
cana-617	214	3	shows	show	VERB
cana-617	214	4	the	the	DET
cana-617	214	5	deployment	deployment	NOUN
cana-617	214	6	and	and	CCONJ
cana-617	214	7	position	position	NOUN
cana-617	214	8	.	.	PUNCT
cana-617	215	1	the	the	DET
cana-617	215	2	primary	primary	ADJ
cana-617	215	3	switch	switch	NOUN
cana-617	215	4	and	and	CCONJ
cana-617	215	5	other	other	ADJ
cana-617	215	6	production	production	NOUN
cana-617	215	7	systems	system	NOUN
cana-617	215	8	are	be	AUX
cana-617	215	9	directly	directly	ADV
cana-617	215	10	connected	connect	VERB
cana-617	215	11	to	to	ADP
cana-617	215	12	a	a	DET
cana-617	215	13	honeypot	honeypot	NOUN
cana-617	215	14	server	server	NOUN
cana-617	215	15	depicted	depict	VERB
cana-617	215	16	in	in	ADP
cana-617	215	17	this	this	DET
cana-617	215	18	diagram	diagram	NOUN
cana-617	215	19	,	,	PUNCT
cana-617	215	20	which	which	PRON
cana-617	215	21	has	have	VERB
cana-617	215	22	limited	limit	VERB
cana-617	215	23	interaction	interaction	NOUN
cana-617	215	24	.	.	PUNCT
cana-617	216	1	additionally	additionally	ADV
cana-617	216	2	,	,	PUNCT
cana-617	216	3	it	it	PRON
cana-617	216	4	shows	show	VERB
cana-617	216	5	the	the	DET
cana-617	216	6	real	real	ADJ
cana-617	216	7	honeypot	honeypot	NOUN
cana-617	216	8	in	in	ADP
cana-617	216	9	the	the	DET
cana-617	216	10	architecture	architecture	NOUN
cana-617	216	11	honeynet	honeynet	NOUN
cana-617	216	12	,	,	PUNCT
cana-617	216	13	which	which	PRON
cana-617	216	14	is	be	AUX
cana-617	216	15	prepared	prepared	ADJ
cana-617	216	16	to	to	PART
cana-617	216	17	take	take	VERB
cana-617	216	18	in	in	ADP
cana-617	216	19	network	network	NOUN
cana-617	216	20	traffic	traffic	NOUN
cana-617	216	21	that	that	PRON
cana-617	216	22	comes	come	VERB
cana-617	216	23	directly	directly	ADV
cana-617	216	24	from	from	ADP
cana-617	216	25	the	the	DET
cana-617	216	26	minimal	minimal	ADJ
cana-617	216	27	interaction	interaction	NOUN
cana-617	216	28	honeypot	honeypot	NOUN
cana-617	216	29	or	or	CCONJ
cana-617	216	30	traffic	traffic	NOUN
cana-617	216	31	that	that	PRON
cana-617	216	32	is	be	AUX
cana-617	216	33	diverted	divert	VERB
cana-617	216	34	from	from	ADP
cana-617	216	35	it	it	PRON
cana-617	216	36	.	.	PUNCT
cana-617	217	1	the	the	DET
cana-617	217	2	architecture	architecture	NOUN
cana-617	217	3	shows	show	VERB
cana-617	217	4	that	that	SCONJ
cana-617	217	5	although	although	SCONJ
cana-617	217	6	the	the	DET
cana-617	217	7	low	low	ADJ
cana-617	217	8	contact	contact	NOUN
cana-617	217	9	honeypot	honeypot	NOUN
cana-617	217	10	devices	device	NOUN
cana-617	217	11	seem	seem	VERB
cana-617	217	12	to	to	PART
cana-617	217	13	be	be	AUX
cana-617	217	14	a	a	DET
cana-617	217	15	physical	physical	ADJ
cana-617	217	16	or	or	CCONJ
cana-617	217	17	production	production	NOUN
cana-617	217	18	system	system	NOUN
cana-617	217	19	,	,	PUNCT
cana-617	217	20	they	they	PRON
cana-617	217	21	are	be	AUX
cana-617	217	22	actually	actually	ADV
cana-617	217	23	virtual	virtual	ADJ
cana-617	217	24	machines	machine	NOUN
cana-617	217	25	from	from	ADP
cana-617	217	26	the	the	DET
cana-617	217	27	beginning	beginning	NOUN
cana-617	217	28	.	.	PUNCT
cana-617	218	1	network	network	NOUN
cana-617	218	2	address	address	NOUN
cana-617	218	3	translation	translation	NOUN
cana-617	218	4	(	(	PUNCT
cana-617	218	5	nat	nat	PROPN
cana-617	218	6	)	)	PUNCT
cana-617	218	7	is	be	AUX
cana-617	218	8	something	something	PRON
cana-617	218	9	we	we	PRON
cana-617	218	10	might	might	AUX
cana-617	218	11	use	use	VERB
cana-617	218	12	in	in	ADP
cana-617	218	13	our	our	PRON
cana-617	218	14	architecture.by	architecture.by	NOUN
cana-617	218	15	employing	employ	VERB
cana-617	218	16	this	this	DET
cana-617	218	17	technique	technique	NOUN
cana-617	218	18	,	,	PUNCT
cana-617	218	19	it	it	PRON
cana-617	218	20	is	be	AUX
cana-617	218	21	not	not	PART
cana-617	218	22	necessary	necessary	ADJ
cana-617	218	23	to	to	PART
cana-617	218	24	change	change	VERB
cana-617	218	25	the	the	DET
cana-617	218	26	configuration	configuration	NOUN
cana-617	218	27	of	of	ADP
cana-617	218	28	each	each	DET
cana-617	218	29	honeypot	honeypot	NOUN
cana-617	218	30	to	to	PART
cana-617	218	31	be	be	AUX
cana-617	218	32	dynamically	dynamically	ADV
cana-617	218	33	in	in	ADP
cana-617	218	34	an	an	DET
cana-617	218	35	internal	internal	ADJ
cana-617	218	36	home	home	NOUN
cana-617	218	37	for	for	ADP
cana-617	218	38	external	external	ADJ
cana-617	218	39	homes	home	NOUN
cana-617	218	40	that	that	PRON
cana-617	218	41	are	be	AUX
cana-617	218	42	retrieved	retrieve	VERB
cana-617	218	43	through	through	ADP
cana-617	218	44	network	network	NOUN
cana-617	218	45	traffic	traffic	NOUN
cana-617	218	46	monitoring	monitoring	NOUN
cana-617	218	47	(	(	PUNCT
cana-617	218	48	ntm	ntm	PROPN
cana-617	218	49	)	)	PUNCT
cana-617	218	50	.	.	PUNCT
cana-617	219	1	consequently	consequently	ADV
cana-617	219	2	,	,	PUNCT
cana-617	219	3	we	we	PRON
cana-617	219	4	should	should	AUX
cana-617	219	5	note	note	VERB
cana-617	219	6	that	that	SCONJ
cana-617	219	7	we	we	PRON
cana-617	219	8	can	can	AUX
cana-617	219	9	also	also	ADV
cana-617	219	10	omit	omit	VERB
cana-617	219	11	this	this	DET
cana-617	219	12	step	step	NOUN
cana-617	219	13	if	if	SCONJ
cana-617	219	14	we	we	PRON
cana-617	219	15	configure	configure	VERB
cana-617	219	16	the	the	DET
cana-617	219	17	honeypot	honeypot	NOUN
cana-617	219	18	to	to	PART
cana-617	219	19	support	support	VERB
cana-617	219	20	dynamic	dynamic	ADJ
cana-617	219	21	address	address	NOUN
cana-617	219	22	reconfiguration	reconfiguration	NOUN
cana-617	219	23	.	.	PUNCT
cana-617	220	1	communications	communication	NOUN
cana-617	220	2	on	on	ADP
cana-617	220	3	applied	apply	VERB
cana-617	220	4	nonlinear	nonlinear	ADJ
cana-617	220	5	analysis	analysis	NOUN
cana-617	220	6	issn	issn	NOUN
cana-617	220	7	:	:	PUNCT
cana-617	220	8	1074	1074	NUM
cana-617	220	9	-	-	PUNCT
cana-617	220	10	133x	133x	NUM
cana-617	220	11	vol	vol	NOUN
cana-617	220	12	31	31	NUM
cana-617	220	13	no	no	NOUN
cana-617	220	14	.	.	PUNCT
cana-617	221	1	2s	2s	NUM
cana-617	221	2	(	(	PUNCT
cana-617	221	3	2024	2024	NUM
cana-617	221	4	)	)	PUNCT
cana-617	221	5	156	156	NUM
cana-617	221	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	221	7	the	the	DET
cana-617	221	8	low	low	ADJ
cana-617	221	9	-	-	PUNCT
cana-617	221	10	interaction	interaction	NOUN
cana-617	221	11	honeypot	honeypot	NOUN
cana-617	221	12	server	server	NOUN
cana-617	221	13	depicted	depict	VERB
cana-617	221	14	in	in	ADP
cana-617	221	15	this	this	DET
cana-617	221	16	diagram	diagram	NOUN
cana-617	221	17	has	have	VERB
cana-617	221	18	three	three	NUM
cana-617	221	19	major	major	ADJ
cana-617	221	20	capabilities	capability	NOUN
cana-617	221	21	that	that	PRON
cana-617	221	22	are	be	AUX
cana-617	221	23	implemented	implement	VERB
cana-617	221	24	in	in	ADP
cana-617	221	25	separate	separate	ADJ
cana-617	221	26	threads	thread	NOUN
cana-617	221	27	.	.	PUNCT
cana-617	222	1	the	the	DET
cana-617	222	2	initial	initial	ADJ
cana-617	222	3	honeys	honey	NOUN
cana-617	222	4	server	server	NOUN
cana-617	222	5	uses	use	VERB
cana-617	222	6	a	a	DET
cana-617	222	7	network	network	NOUN
cana-617	222	8	scanning	scan	VERB
cana-617	222	9	application	application	NOUN
cana-617	222	10	to	to	PART
cana-617	222	11	gather	gather	VERB
cana-617	222	12	information	information	NOUN
cana-617	222	13	on	on	ADP
cana-617	222	14	the	the	DET
cana-617	222	15	various	various	ADJ
cana-617	222	16	operating	operating	NOUN
cana-617	222	17	systems	system	NOUN
cana-617	222	18	in	in	ADP
cana-617	222	19	the	the	DET
cana-617	222	20	network	network	NOUN
cana-617	222	21	,	,	PUNCT
cana-617	222	22	their	their	PRON
cana-617	222	23	specific	specific	ADJ
cana-617	222	24	direct	direct	ADJ
cana-617	222	25	or	or	CCONJ
cana-617	222	26	administrate	administrate	VERB
cana-617	222	27	ports	port	NOUN
cana-617	222	28	,	,	PUNCT
cana-617	222	29	and	and	CCONJ
cana-617	222	30	running	running	NOUN
cana-617	222	31	services	service	NOUN
cana-617	222	32	,	,	PUNCT
cana-617	222	33	and	and	CCONJ
cana-617	222	34	then	then	ADV
cana-617	222	35	collects	collect	VERB
cana-617	222	36	and	and	CCONJ
cana-617	222	37	saves	save	VERB
cana-617	222	38	this	this	DET
cana-617	222	39	information	information	NOUN
cana-617	222	40	in	in	ADP
cana-617	222	41	a	a	DET
cana-617	222	42	file	file	NOUN
cana-617	222	43	.	.	PUNCT
cana-617	223	1	the	the	DET
cana-617	223	2	next	next	ADJ
cana-617	223	3	thread	thread	NOUN
cana-617	223	4	reads	read	VERB
cana-617	223	5	the	the	DET
cana-617	223	6	data	datum	NOUN
cana-617	223	7	from	from	ADP
cana-617	223	8	the	the	DET
cana-617	223	9	file	file	NOUN
cana-617	223	10	and	and	CCONJ
cana-617	223	11	updates	update	VERB
cana-617	223	12	the	the	DET
cana-617	223	13	low	low	ADJ
cana-617	223	14	interaction	interaction	NOUN
cana-617	223	15	honeypot	honeypot	NOUN
cana-617	223	16	setup	setup	NOUN
cana-617	223	17	as	as	SCONJ
cana-617	223	18	needed	need	VERB
cana-617	223	19	.	.	PUNCT
cana-617	224	1	as	as	ADP
cana-617	224	2	a	a	DET
cana-617	224	3	result	result	NOUN
cana-617	224	4	,	,	PUNCT
cana-617	224	5	in	in	ADP
cana-617	224	6	the	the	DET
cana-617	224	7	real	real	ADJ
cana-617	224	8	network	network	NOUN
cana-617	224	9	component	component	NOUN
cana-617	224	10	,	,	PUNCT
cana-617	224	11	it	it	PRON
cana-617	224	12	includes	include	VERB
cana-617	224	13	the	the	DET
cana-617	224	14	operating	operating	NOUN
cana-617	224	15	system	system	NOUN
cana-617	224	16	,	,	PUNCT
cana-617	224	17	their	their	PRON
cana-617	224	18	services	service	NOUN
cana-617	224	19	,	,	PUNCT
cana-617	224	20	and	and	CCONJ
cana-617	224	21	port	port	NOUN
cana-617	224	22	and	and	CCONJ
cana-617	224	23	network	network	NOUN
cana-617	224	24	support	support	NOUN
cana-617	224	25	distribution	distribution	NOUN
cana-617	224	26	.	.	PUNCT
cana-617	225	1	the	the	DET
cana-617	225	2	last	last	ADJ
cana-617	225	3	thread	thread	NOUN
cana-617	225	4	examines	examine	VERB
cana-617	225	5	the	the	DET
cana-617	225	6	honeypot	honeypot	NOUN
cana-617	225	7	log	log	NOUN
cana-617	225	8	traffic	traffic	NOUN
cana-617	225	9	data	datum	NOUN
cana-617	225	10	with	with	ADP
cana-617	225	11	little	little	ADJ
cana-617	225	12	involvement	involvement	NOUN
cana-617	225	13	and	and	CCONJ
cana-617	225	14	saves	save	VERB
cana-617	225	15	it	it	PRON
cana-617	225	16	to	to	ADP
cana-617	225	17	a	a	DET
cana-617	225	18	certain	certain	ADJ
cana-617	225	19	file	file	NOUN
cana-617	225	20	.	.	PUNCT
cana-617	226	1	furthermore	furthermore	ADV
cana-617	226	2	,	,	PUNCT
cana-617	226	3	while	while	SCONJ
cana-617	226	4	attackers	attacker	NOUN
cana-617	226	5	are	be	AUX
cana-617	226	6	engaged	engage	VERB
cana-617	226	7	,	,	PUNCT
cana-617	226	8	the	the	DET
cana-617	226	9	servers	server	NOUN
cana-617	226	10	wait	wait	VERB
cana-617	226	11	for	for	ADP
cana-617	226	12	arriving	arrive	VERB
cana-617	226	13	traffic	traffic	NOUN
cana-617	226	14	to	to	PART
cana-617	226	15	flow	flow	VERB
cana-617	226	16	to	to	ADP
cana-617	226	17	unused	unused	ADJ
cana-617	226	18	ip	ip	PRON
cana-617	226	19	addresses	address	NOUN
cana-617	226	20	and	and	CCONJ
cana-617	226	21	then	then	ADV
cana-617	226	22	supposed	suppose	VERB
cana-617	226	23	to	to	PART
cana-617	226	24	identify	identify	VERB
cana-617	226	25	those	those	DET
cana-617	226	26	ips	ip	NOUN
cana-617	226	27	.	.	PUNCT
cana-617	227	1	a	a	DET
cana-617	227	2	programming	programming	NOUN
cana-617	227	3	language	language	NOUN
cana-617	227	4	,	,	PUNCT
cana-617	227	5	network	network	NOUN
cana-617	227	6	scanning	scanning	NOUN
cana-617	227	7	tools	tool	NOUN
cana-617	227	8	,	,	PUNCT
cana-617	227	9	and	and	CCONJ
cana-617	227	10	operating	operating	NOUN
cana-617	227	11	system	system	NOUN
cana-617	227	12	must	must	AUX
cana-617	227	13	be	be	AUX
cana-617	227	14	chosen	choose	VERB
cana-617	227	15	to	to	PART
cana-617	227	16	build	build	VERB
cana-617	227	17	the	the	DET
cana-617	227	18	proposed	propose	VERB
cana-617	227	19	system	system	NOUN
cana-617	227	20	depicted	depict	VERB
cana-617	227	21	in	in	ADP
cana-617	227	22	fig	fig	NOUN
cana-617	227	23	.	.	PUNCT
cana-617	228	1	7	7	X
cana-617	228	2	.	.	X
cana-617	228	3	even	even	ADV
cana-617	228	4	though	though	SCONJ
cana-617	228	5	the	the	DET
cana-617	228	6	approach	approach	NOUN
cana-617	228	7	architecture	architecture	NOUN
cana-617	228	8	framework	framework	NOUN
cana-617	228	9	is	be	AUX
cana-617	228	10	progressed	progress	VERB
cana-617	228	11	in	in	ADP
cana-617	228	12	general	general	ADJ
cana-617	228	13	and	and	CCONJ
cana-617	228	14	not	not	PART
cana-617	228	15	limited	limit	VERB
cana-617	228	16	to	to	ADP
cana-617	228	17	a	a	DET
cana-617	228	18	certain	certain	ADJ
cana-617	228	19	preference	preference	NOUN
cana-617	228	20	.	.	PUNCT
cana-617	229	1	due	due	ADP
cana-617	229	2	to	to	ADP
cana-617	229	3	the	the	DET
cana-617	229	4	suppleness	suppleness	NOUN
cana-617	229	5	of	of	ADP
cana-617	229	6	its	its	PRON
cana-617	229	7	availability	availability	NOUN
cana-617	229	8	to	to	PART
cana-617	229	9	deploy	deploy	VERB
cana-617	229	10	the	the	DET
cana-617	229	11	security	security	NOUN
cana-617	229	12	application	application	NOUN
cana-617	229	13	,	,	PUNCT
cana-617	229	14	the	the	DET
cana-617	229	15	operating	operate	VERB
cana-617	229	16	system	system	NOUN
cana-617	229	17	chosen	choose	VERB
cana-617	229	18	for	for	ADP
cana-617	229	19	the	the	DET
cana-617	229	20	honeys	honey	NOUN
cana-617	229	21	server	server	NOUN
cana-617	229	22	needed	need	VERB
cana-617	229	23	to	to	PART
cana-617	229	24	perform	perform	VERB
cana-617	229	25	open	open	ADJ
cana-617	229	26	source	source	NOUN
cana-617	229	27	.	.	PUNCT
cana-617	230	1	for	for	ADP
cana-617	230	2	this	this	PRON
cana-617	230	3	,	,	PUNCT
cana-617	230	4	we	we	PRON
cana-617	230	5	used	use	VERB
cana-617	230	6	the	the	DET
cana-617	230	7	linux	linux	PROPN
cana-617	230	8	fedora	fedora	PROPN
cana-617	230	9	12.0	12.0	NUM
cana-617	230	10	edition	edition	NOUN
cana-617	230	11	,	,	PUNCT
cana-617	230	12	which	which	PRON
cana-617	230	13	offers	offer	VERB
cana-617	230	14	the	the	DET
cana-617	230	15	required	require	VERB
cana-617	230	16	functionality	functionality	NOUN
cana-617	230	17	thanks	thank	NOUN
cana-617	230	18	to	to	ADP
cana-617	230	19	our	our	PRON
cana-617	230	20	framework	framework	NOUN
cana-617	230	21	.	.	PUNCT
cana-617	231	1	the	the	DET
cana-617	231	2	programming	programming	NOUN
cana-617	231	3	language	language	NOUN
cana-617	231	4	required	require	VERB
cana-617	231	5	network	network	NOUN
cana-617	231	6	library	library	NOUN
cana-617	231	7	availability	availability	NOUN
cana-617	231	8	language	language	NOUN
cana-617	231	9	functionality	functionality	NOUN
cana-617	231	10	as	as	ADV
cana-617	231	11	well	well	ADV
cana-617	231	12	as	as	ADP
cana-617	231	13	the	the	DET
cana-617	231	14	ability	ability	NOUN
cana-617	231	15	to	to	PART
cana-617	231	16	easily	easily	ADV
cana-617	231	17	integrate	integrate	VERB
cana-617	231	18	fedora	fedora	PROPN
cana-617	231	19	resources	resource	NOUN
cana-617	231	20	.	.	PUNCT
cana-617	232	1	in	in	ADP
cana-617	232	2	such	such	ADJ
cana-617	232	3	circumstances	circumstance	NOUN
cana-617	232	4	,	,	PUNCT
cana-617	232	5	we	we	PRON
cana-617	232	6	use	use	VERB
cana-617	232	7	the	the	DET
cana-617	232	8	python	python	NOUN
cana-617	232	9	programming	programming	NOUN
cana-617	232	10	language	language	NOUN
cana-617	232	11	,	,	PUNCT
cana-617	232	12	which	which	PRON
cana-617	232	13	includes	include	VERB
cana-617	232	14	the	the	DET
cana-617	232	15	required	require	VERB
cana-617	232	16	networking	network	VERB
cana-617	232	17	package	package	NOUN
cana-617	232	18	.	.	PUNCT
cana-617	233	1	figure	figure	VERB
cana-617	233	2	7	7	NUM
cana-617	233	3	:	:	PUNCT
cana-617	233	4	hybrid	hybrid	ADJ
cana-617	233	5	honeypot	honeypot	NOUN
cana-617	233	6	architecture	architecture	NOUN
cana-617	233	7	a	a	DET
cana-617	233	8	network	network	NOUN
cana-617	233	9	scanning	scan	VERB
cana-617	233	10	tool	tool	NOUN
cana-617	233	11	was	be	AUX
cana-617	233	12	then	then	ADV
cana-617	233	13	used	use	VERB
cana-617	233	14	to	to	PART
cana-617	233	15	determine	determine	VERB
cana-617	233	16	the	the	DET
cana-617	233	17	type	type	NOUN
cana-617	233	18	of	of	ADP
cana-617	233	19	operating	operating	NOUN
cana-617	233	20	system	system	NOUN
cana-617	233	21	used	use	VERB
cana-617	233	22	in	in	ADP
cana-617	233	23	the	the	DET
cana-617	233	24	network	network	NOUN
cana-617	233	25	as	as	ADV
cana-617	233	26	well	well	ADV
cana-617	233	27	as	as	ADP
cana-617	233	28	the	the	DET
cana-617	233	29	various	various	ADJ
cana-617	233	30	ports	port	NOUN
cana-617	233	31	in	in	ADP
cana-617	233	32	the	the	DET
cana-617	233	33	production	production	NOUN
cana-617	233	34	network	network	NOUN
cana-617	233	35	,	,	PUNCT
cana-617	233	36	and	and	CCONJ
cana-617	233	37	to	to	PART
cana-617	233	38	offer	offer	VERB
cana-617	233	39	the	the	DET
cana-617	233	40	necessary	necessary	ADJ
cana-617	233	41	information	information	NOUN
cana-617	233	42	.	.	PUNCT
cana-617	234	1	nmap	nmap	PROPN
cana-617	234	2	was	be	AUX
cana-617	234	3	picked	pick	VERB
cana-617	234	4	as	as	ADP
cana-617	234	5	a	a	DET
cana-617	234	6	component	component	NOUN
cana-617	234	7	of	of	ADP
cana-617	234	8	our	our	PRON
cana-617	234	9	project	project	NOUN
cana-617	234	10	for	for	ADP
cana-617	234	11	a	a	DET
cana-617	234	12	specific	specific	ADJ
cana-617	234	13	purpose	purpose	NOUN
cana-617	234	14	.	.	PUNCT
cana-617	235	1	this	this	DET
cana-617	235	2	network	network	NOUN
cana-617	235	3	tool	tool	NOUN
cana-617	235	4	can	can	AUX
cana-617	235	5	be	be	AUX
cana-617	235	6	used	use	VERB
cana-617	235	7	in	in	ADP
cana-617	235	8	two	two	NUM
cana-617	235	9	different	different	ADJ
cana-617	235	10	active	active	ADJ
cana-617	235	11	modes	mode	NOUN
cana-617	235	12	to	to	PART
cana-617	235	13	acquire	acquire	VERB
cana-617	235	14	information	information	NOUN
cana-617	235	15	about	about	ADP
cana-617	235	16	the	the	DET
cana-617	235	17	many	many	ADJ
cana-617	235	18	distributed	distribute	VERB
cana-617	235	19	operating	operating	NOUN
cana-617	235	20	systems	system	NOUN
cana-617	235	21	that	that	PRON
cana-617	235	22	are	be	AUX
cana-617	235	23	available	available	ADJ
cana-617	235	24	,	,	PUNCT
cana-617	235	25	as	as	ADV
cana-617	235	26	well	well	ADV
cana-617	235	27	as	as	ADP
cana-617	235	28	conduct	conduct	VERB
cana-617	235	29	ports	port	NOUN
cana-617	235	30	and	and	CCONJ
cana-617	235	31	assumed	assume	VERB
cana-617	235	32	running	running	NOUN
cana-617	235	33	services	service	NOUN
cana-617	235	34	in	in	ADP
cana-617	235	35	the	the	DET
cana-617	235	36	network	network	NOUN
cana-617	235	37	.	.	PUNCT
cana-617	236	1	these	these	DET
cana-617	236	2	two	two	NUM
cana-617	236	3	folded	fold	VERB
cana-617	236	4	are	be	AUX
cana-617	236	5	regular	regular	ADJ
cana-617	236	6	mode	mode	NOUN
cana-617	236	7	,	,	PUNCT
cana-617	236	8	which	which	PRON
cana-617	236	9	means	mean	VERB
cana-617	236	10	that	that	SCONJ
cana-617	236	11	this	this	DET
cana-617	236	12	tool	tool	NOUN
cana-617	236	13	gathered	gather	VERB
cana-617	236	14	data	datum	NOUN
cana-617	236	15	at	at	ADP
cana-617	236	16	a	a	DET
cana-617	236	17	particular	particular	ADJ
cana-617	236	18	time	time	NOUN
cana-617	236	19	.	.	PUNCT
cana-617	237	1	in	in	ADP
cana-617	237	2	this	this	DET
cana-617	237	3	mode	mode	NOUN
cana-617	237	4	,	,	PUNCT
cana-617	237	5	nmap	nmap	PROPN
cana-617	237	6	tries	try	VERB
cana-617	237	7	to	to	PART
cana-617	237	8	parallelize	parallelize	VERB
cana-617	237	9	port	port	NOUN
cana-617	237	10	scans	scan	NOUN
cana-617	237	11	,	,	PUNCT
cana-617	237	12	even	even	ADV
cana-617	237	13	though	though	SCONJ
cana-617	237	14	information	information	NOUN
cana-617	237	15	can	can	AUX
cana-617	237	16	be	be	AUX
cana-617	237	17	collected	collect	VERB
cana-617	237	18	in	in	ADP
cana-617	237	19	the	the	DET
cana-617	237	20	shortest	short	ADJ
cana-617	237	21	time	time	NOUN
cana-617	237	22	possible	possible	ADJ
cana-617	237	23	.	.	PUNCT
cana-617	238	1	however	however	ADV
cana-617	238	2	,	,	PUNCT
cana-617	238	3	the	the	DET
cana-617	238	4	server	server	NOUN
cana-617	238	5	may	may	AUX
cana-617	238	6	become	become	AUX
cana-617	238	7	overburdened	overburden	VERB
cana-617	238	8	with	with	ADP
cana-617	238	9	input	input	NOUN
cana-617	238	10	or	or	CCONJ
cana-617	238	11	output	output	NOUN
cana-617	238	12	data	datum	NOUN
cana-617	238	13	,	,	PUNCT
cana-617	238	14	and	and	CCONJ
cana-617	238	15	network	network	NOUN
cana-617	238	16	traffic	traffic	NOUN
cana-617	238	17	may	may	AUX
cana-617	238	18	increase	increase	VERB
cana-617	238	19	as	as	ADP
cana-617	238	20	a	a	DET
cana-617	238	21	result	result	NOUN
cana-617	238	22	.	.	PUNCT
cana-617	239	1	the	the	DET
cana-617	239	2	polite	polite	ADJ
cana-617	239	3	mode	mode	NOUN
cana-617	239	4	of	of	ADP
cana-617	239	5	the	the	DET
cana-617	239	6	nmap	nmap	PROPN
cana-617	239	7	tool	tool	NOUN
cana-617	239	8	is	be	AUX
cana-617	239	9	the	the	DET
cana-617	239	10	second	second	ADJ
cana-617	239	11	mode	mode	NOUN
cana-617	239	12	,	,	PUNCT
cana-617	239	13	which	which	PRON
cana-617	239	14	gathers	gather	VERB
cana-617	239	15	information	information	NOUN
cana-617	239	16	slowly	slowly	ADV
cana-617	239	17	.	.	PUNCT
cana-617	240	1	the	the	DET
cana-617	240	2	utility	utility	NOUN
cana-617	240	3	serializes	serialize	VERB
cana-617	240	4	port	port	NOUN
cana-617	240	5	scans	scan	NOUN
cana-617	240	6	with	with	ADP
cana-617	240	7	delaying	delay	VERB
cana-617	240	8	between	between	ADP
cana-617	240	9	sequential	sequential	ADJ
cana-617	240	10	scans	scan	NOUN
cana-617	240	11	in	in	ADP
cana-617	240	12	this	this	DET
cana-617	240	13	mode	mode	NOUN
cana-617	240	14	.	.	PUNCT
cana-617	241	1	this	this	DET
cana-617	241	2	scenario	scenario	NOUN
cana-617	241	3	applies	apply	VERB
cana-617	241	4	to	to	ADP
cana-617	241	5	a	a	DET
cana-617	241	6	machine	machine	NOUN
cana-617	241	7	and	and	CCONJ
cana-617	241	8	a	a	DET
cana-617	241	9	network	network	NOUN
cana-617	241	10	that	that	PRON
cana-617	241	11	are	be	AUX
cana-617	241	12	friendly	friendly	ADJ
cana-617	241	13	in	in	ADP
cana-617	241	14	terms	term	NOUN
cana-617	241	15	of	of	ADP
cana-617	241	16	time	time	NOUN
cana-617	241	17	consumption	consumption	NOUN
cana-617	241	18	and	and	CCONJ
cana-617	241	19	requiring	require	VERB
cana-617	241	20	a	a	DET
cana-617	241	21	long	long	ADJ
cana-617	241	22	time	time	NOUN
cana-617	241	23	to	to	PART
cana-617	241	24	complete	complete	VERB
cana-617	241	25	scans	scan	NOUN
cana-617	241	26	.	.	PUNCT
cana-617	242	1	regardless	regardless	ADV
cana-617	242	2	,	,	PUNCT
cana-617	242	3	we	we	PRON
cana-617	242	4	shall	shall	AUX
cana-617	242	5	do	do	VERB
cana-617	242	6	a	a	DET
cana-617	242	7	thorough	thorough	ADJ
cana-617	242	8	network	network	NOUN
cana-617	242	9	scan	scan	NOUN
cana-617	242	10	.	.	PUNCT
cana-617	243	1	as	as	SCONJ
cana-617	243	2	shown	show	VERB
cana-617	243	3	in	in	ADP
cana-617	243	4	fig	fig	NOUN
cana-617	243	5	.	.	PUNCT
cana-617	244	1	8	8	NUM
cana-617	244	2	,	,	PUNCT
cana-617	244	3	the	the	DET
cana-617	244	4	nmap	nmap	ADJ
cana-617	244	5	scan	scan	ADJ
cana-617	244	6	procedure	procedure	NOUN
cana-617	244	7	involves	involve	VERB
cana-617	244	8	issuing	issue	VERB
cana-617	244	9	a	a	DET
cana-617	244	10	ping	ping	NOUN
cana-617	244	11	to	to	PART
cana-617	244	12	establish	establish	VERB
cana-617	244	13	all	all	DET
cana-617	244	14	devices	device	NOUN
cana-617	244	15	on	on	ADP
cana-617	244	16	the	the	DET
cana-617	244	17	network	network	NOUN
cana-617	244	18	and	and	CCONJ
cana-617	244	19	collect	collect	VERB
cana-617	244	20	their	their	PRON
cana-617	244	21	ip	ip	NOUN
cana-617	244	22	addresses	address	NOUN
cana-617	244	23	,	,	PUNCT
cana-617	244	24	although	although	SCONJ
cana-617	244	25	not	not	PART
cana-617	244	26	in	in	ADP
cana-617	244	27	a	a	DET
cana-617	244	28	permanent	permanent	ADJ
cana-617	244	29	file	file	NOUN
cana-617	244	30	.	.	PUNCT
cana-617	245	1	this	this	DET
cana-617	245	2	file	file	NOUN
cana-617	245	3	can	can	AUX
cana-617	245	4	be	be	AUX
cana-617	245	5	utilized	utilize	VERB
cana-617	245	6	for	for	ADP
cana-617	245	7	the	the	DET
cana-617	245	8	next	next	ADJ
cana-617	245	9	scan	scan	NOUN
cana-617	245	10	,	,	PUNCT
cana-617	245	11	communications	communication	NOUN
cana-617	245	12	on	on	ADP
cana-617	245	13	applied	apply	VERB
cana-617	245	14	nonlinear	nonlinear	ADJ
cana-617	245	15	analysis	analysis	NOUN
cana-617	245	16	issn	issn	NOUN
cana-617	245	17	:	:	PUNCT
cana-617	245	18	1074	1074	NUM
cana-617	245	19	-	-	PUNCT
cana-617	245	20	133x	133x	NUM
cana-617	245	21	vol	vol	NOUN
cana-617	245	22	31	31	NUM
cana-617	245	23	no	no	NOUN
cana-617	245	24	.	.	PUNCT
cana-617	246	1	2s	2s	NUM
cana-617	246	2	(	(	PUNCT
cana-617	246	3	2024	2024	NUM
cana-617	246	4	)	)	PUNCT
cana-617	246	5	157	157	NUM
cana-617	246	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	246	7	which	which	PRON
cana-617	246	8	will	will	AUX
cana-617	246	9	include	include	VERB
cana-617	246	10	operating	operating	NOUN
cana-617	246	11	system	system	NOUN
cana-617	246	12	or	or	CCONJ
cana-617	246	13	port	port	NOUN
cana-617	246	14	scans	scan	NOUN
cana-617	246	15	for	for	ADP
cana-617	246	16	the	the	DET
cana-617	246	17	ip	ip	NOUN
cana-617	246	18	addresses	address	NOUN
cana-617	246	19	that	that	PRON
cana-617	246	20	have	have	AUX
cana-617	246	21	been	be	AUX
cana-617	246	22	discovered	discover	VERB
cana-617	246	23	.	.	PUNCT
cana-617	247	1	the	the	DET
cana-617	247	2	results	result	NOUN
cana-617	247	3	of	of	ADP
cana-617	247	4	the	the	DET
cana-617	247	5	scans	scan	NOUN
cana-617	247	6	are	be	AUX
cana-617	247	7	logged	log	VERB
cana-617	247	8	into	into	ADP
cana-617	247	9	a	a	DET
cana-617	247	10	specific	specific	ADJ
cana-617	247	11	file	file	NOUN
cana-617	247	12	,	,	PUNCT
cana-617	247	13	which	which	PRON
cana-617	247	14	is	be	AUX
cana-617	247	15	often	often	ADV
cana-617	247	16	an	an	DET
cana-617	247	17	xml	xml	NOUN
cana-617	247	18	file	file	NOUN
cana-617	247	19	that	that	PRON
cana-617	247	20	is	be	AUX
cana-617	247	21	evaluated	evaluate	VERB
cana-617	247	22	every	every	DET
cana-617	247	23	time	time	NOUN
cana-617	247	24	until	until	SCONJ
cana-617	247	25	the	the	DET
cana-617	247	26	scan	scan	NOUN
cana-617	247	27	is	be	AUX
cana-617	247	28	completed	complete	VERB
cana-617	247	29	.	.	PUNCT
cana-617	248	1	when	when	SCONJ
cana-617	248	2	the	the	DET
cana-617	248	3	tool	tool	NOUN
cana-617	248	4	scans	scan	NOUN
cana-617	248	5	are	be	AUX
cana-617	248	6	completed	complete	VERB
cana-617	248	7	and	and	CCONJ
cana-617	248	8	halted	halt	VERB
cana-617	248	9	,	,	PUNCT
cana-617	248	10	an	an	DET
cana-617	248	11	analyst	analyst	NOUN
cana-617	248	12	starts	start	VERB
cana-617	248	13	and	and	CCONJ
cana-617	248	14	runs	run	VERB
cana-617	248	15	in	in	ADP
cana-617	248	16	a	a	DET
cana-617	248	17	thread	thread	NOUN
cana-617	248	18	to	to	PART
cana-617	248	19	extract	extract	VERB
cana-617	248	20	the	the	DET
cana-617	248	21	acquired	acquire	VERB
cana-617	248	22	data	datum	NOUN
cana-617	248	23	from	from	ADP
cana-617	248	24	the	the	DET
cana-617	248	25	file	file	NOUN
cana-617	248	26	,	,	PUNCT
cana-617	248	27	which	which	PRON
cana-617	248	28	creates	create	VERB
cana-617	248	29	an	an	DET
cana-617	248	30	automatic	automatic	ADJ
cana-617	248	31	profile	profile	NOUN
cana-617	248	32	to	to	PART
cana-617	248	33	store	store	VERB
cana-617	248	34	the	the	DET
cana-617	248	35	data	datum	NOUN
cana-617	248	36	.	.	PUNCT
cana-617	249	1	g.	g.	PROPN
cana-617	249	2	deployment	deployment	PROPN
cana-617	249	3	of	of	ADP
cana-617	249	4	honeypots	honeypot	NOUN
cana-617	249	5	the	the	DET
cana-617	249	6	basic	basic	ADJ
cana-617	249	7	idea	idea	NOUN
cana-617	249	8	behind	behind	ADP
cana-617	249	9	a	a	DET
cana-617	249	10	hybrid	hybrid	ADJ
cana-617	249	11	honeypot	honeypot	NOUN
cana-617	249	12	is	be	AUX
cana-617	249	13	to	to	PART
cana-617	249	14	use	use	VERB
cana-617	249	15	unused	unused	ADJ
cana-617	249	16	ip	ip	DET
cana-617	249	17	addresses	address	NOUN
cana-617	249	18	,	,	PUNCT
cana-617	249	19	but	but	CCONJ
cana-617	249	20	there	there	PRON
cana-617	249	21	is	be	VERB
cana-617	249	22	a	a	DET
cana-617	249	23	problem	problem	NOUN
cana-617	249	24	that	that	PRON
cana-617	249	25	helps	help	VERB
cana-617	249	26	to	to	PART
cana-617	249	27	answer	answer	VERB
cana-617	249	28	how	how	SCONJ
cana-617	249	29	to	to	PART
cana-617	249	30	isolate	isolate	VERB
cana-617	249	31	them	they	PRON
cana-617	249	32	from	from	ADP
cana-617	249	33	the	the	DET
cana-617	249	34	current	current	ADJ
cana-617	249	35	operating	operating	NOUN
cana-617	249	36	system	system	NOUN
cana-617	249	37	and	and	CCONJ
cana-617	249	38	therefore	therefore	ADV
cana-617	249	39	reduce	reduce	VERB
cana-617	249	40	the	the	DET
cana-617	249	41	risk	risk	NOUN
cana-617	249	42	of	of	ADP
cana-617	249	43	revealing	reveal	VERB
cana-617	249	44	the	the	DET
cana-617	249	45	real	real	ADJ
cana-617	249	46	and	and	CCONJ
cana-617	249	47	production	production	NOUN
cana-617	249	48	hosts	host	NOUN
cana-617	249	49	in	in	ADP
cana-617	249	50	the	the	DET
cana-617	249	51	network	network	NOUN
cana-617	249	52	and	and	CCONJ
cana-617	249	53	allowing	allow	VERB
cana-617	249	54	them	they	PRON
cana-617	249	55	to	to	PART
cana-617	249	56	be	be	AUX
cana-617	249	57	hacked	hack	VERB
cana-617	249	58	by	by	ADP
cana-617	249	59	intruders	intruder	NOUN
cana-617	249	60	.	.	PUNCT
cana-617	250	1	a	a	DET
cana-617	250	2	simple	simple	ADJ
cana-617	250	3	forward	forward	ADJ
cana-617	250	4	approach	approach	NOUN
cana-617	250	5	was	be	AUX
cana-617	250	6	implemented	implement	VERB
cana-617	250	7	to	to	PART
cana-617	250	8	ensure	ensure	VERB
cana-617	250	9	a	a	DET
cana-617	250	10	steady	steady	ADJ
cana-617	250	11	continuance	continuance	NOUN
cana-617	250	12	after	after	ADP
cana-617	250	13	integrating	integrate	VERB
cana-617	250	14	virtual	virtual	ADJ
cana-617	250	15	systems	system	NOUN
cana-617	250	16	into	into	ADP
cana-617	250	17	the	the	DET
cana-617	250	18	production	production	NOUN
cana-617	250	19	system	system	NOUN
cana-617	250	20	via	via	ADP
cana-617	250	21	operating	operate	VERB
cana-617	250	22	system	system	NOUN
cana-617	250	23	distribution	distribution	NOUN
cana-617	250	24	,	,	PUNCT
cana-617	250	25	and	and	CCONJ
cana-617	250	26	this	this	PRON
cana-617	250	27	should	should	AUX
cana-617	250	28	be	be	AUX
cana-617	250	29	done	do	VERB
cana-617	250	30	while	while	SCONJ
cana-617	250	31	removing	remove	VERB
cana-617	250	32	physical	physical	ADJ
cana-617	250	33	honeypots	honeypot	NOUN
cana-617	250	34	.	.	PUNCT
cana-617	251	1	a	a	DET
cana-617	251	2	honeypot	honeypot	NOUN
cana-617	251	3	is	be	AUX
cana-617	251	4	an	an	DET
cana-617	251	5	internet	internet	NOUN
cana-617	251	6	platform	platform	NOUN
cana-617	251	7	that	that	PRON
cana-617	251	8	acts	act	VERB
cana-617	251	9	as	as	ADP
cana-617	251	10	a	a	DET
cana-617	251	11	decoy	decoy	NOUN
cana-617	251	12	to	to	PART
cana-617	251	13	lure	lure	VERB
cana-617	251	14	cyber	cyber	NOUN
cana-617	251	15	attackers	attacker	NOUN
cana-617	251	16	and	and	CCONJ
cana-617	251	17	detect	detect	NOUN
cana-617	251	18	,	,	PUNCT
cana-617	251	19	divert	divert	NOUN
cana-617	251	20	,	,	PUNCT
cana-617	251	21	and	and	CCONJ
cana-617	251	22	investigate	investigate	VERB
cana-617	251	23	efforts	effort	NOUN
cana-617	251	24	to	to	PART
cana-617	251	25	gain	gain	VERB
cana-617	251	26	unauthorised	unauthorised	ADJ
cana-617	251	27	access	access	NOUN
cana-617	251	28	to	to	ADP
cana-617	251	29	networks	network	NOUN
cana-617	251	30	.	.	PUNCT
cana-617	252	1	operating	operate	VERB
cana-617	252	2	a	a	DET
cana-617	252	3	honeypot	honeypot	NOUN
cana-617	252	4	can	can	AUX
cana-617	252	5	be	be	AUX
cana-617	252	6	costly	costly	ADJ
cana-617	252	7	,	,	PUNCT
cana-617	252	8	in	in	ADP
cana-617	252	9	part	part	NOUN
cana-617	252	10	because	because	SCONJ
cana-617	252	11	of	of	ADP
cana-617	252	12	the	the	DET
cana-617	252	13	specialized	specialized	ADJ
cana-617	252	14	expertise	expertise	NOUN
cana-617	252	15	required	require	VERB
cana-617	252	16	to	to	PART
cana-617	252	17	design	design	VERB
cana-617	252	18	and	and	CCONJ
cana-617	252	19	maintain	maintain	VERB
cana-617	252	20	a	a	DET
cana-617	252	21	system	system	NOUN
cana-617	252	22	that	that	PRON
cana-617	252	23	aims	aim	VERB
cana-617	252	24	to	to	PART
cana-617	252	25	expose	expose	VERB
cana-617	252	26	an	an	DET
cana-617	252	27	organization	organization	NOUN
cana-617	252	28	's	's	PART
cana-617	252	29	system	system	NOUN
cana-617	252	30	resources	resource	NOUN
cana-617	252	31	while	while	SCONJ
cana-617	252	32	preventing	prevent	VERB
cana-617	252	33	attackers	attacker	NOUN
cana-617	252	34	from	from	ADP
cana-617	252	35	gaining	gain	VERB
cana-617	252	36	access	access	NOUN
cana-617	252	37	to	to	ADP
cana-617	252	38	any	any	DET
cana-617	252	39	operational	operational	ADJ
cana-617	252	40	systems	system	NOUN
cana-617	252	41	.	.	PUNCT
cana-617	253	1	honeynet	honeynet	NOUN
cana-617	253	2	is	be	AUX
cana-617	253	3	an	an	DET
cana-617	253	4	example	example	NOUN
cana-617	253	5	of	of	ADP
cana-617	253	6	a	a	DET
cana-617	253	7	honeypot	honeypot	NOUN
cana-617	253	8	with	with	ADP
cana-617	253	9	a	a	DET
cana-617	253	10	lot	lot	NOUN
cana-617	253	11	of	of	ADP
cana-617	253	12	interaction	interaction	NOUN
cana-617	253	13	.	.	PUNCT
cana-617	254	1	it	it	PRON
cana-617	254	2	can	can	AUX
cana-617	254	3	be	be	AUX
cana-617	254	4	described	describe	VERB
cana-617	254	5	as	as	ADP
cana-617	254	6	a	a	DET
cana-617	254	7	network	network	NOUN
cana-617	254	8	containing	contain	VERB
cana-617	254	9	multiple	multiple	ADJ
cana-617	254	10	systems	system	NOUN
cana-617	254	11	.	.	PUNCT
cana-617	255	1	honeynet	honeynet	NOUN
cana-617	255	2	can	can	AUX
cana-617	255	3	link	link	VERB
cana-617	255	4	together	together	ADV
cana-617	255	5	comprehensive	comprehensive	ADJ
cana-617	255	6	information	information	NOUN
cana-617	255	7	on	on	ADP
cana-617	255	8	hackers	hacker	NOUN
cana-617	255	9	or	or	CCONJ
cana-617	255	10	attackers	attacker	NOUN
cana-617	255	11	,	,	PUNCT
cana-617	255	12	such	such	ADJ
cana-617	255	13	as	as	ADP
cana-617	255	14	keystrokes	keystroke	NOUN
cana-617	255	15	used	use	VERB
cana-617	255	16	to	to	PART
cana-617	255	17	break	break	VERB
cana-617	255	18	into	into	ADP
cana-617	255	19	a	a	DET
cana-617	255	20	system	system	NOUN
cana-617	255	21	,	,	PUNCT
cana-617	255	22	chat	chat	VERB
cana-617	255	23	sessions	session	NOUN
cana-617	255	24	with	with	ADP
cana-617	255	25	other	other	ADJ
cana-617	255	26	attackers	attacker	NOUN
cana-617	255	27	,	,	PUNCT
cana-617	255	28	and	and	CCONJ
cana-617	255	29	the	the	DET
cana-617	255	30	tools	tool	NOUN
cana-617	255	31	they	they	PRON
cana-617	255	32	employ	employ	VERB
cana-617	255	33	to	to	PART
cana-617	255	34	probe	probe	VERB
cana-617	255	35	and	and	CCONJ
cana-617	255	36	exploit	exploit	VERB
cana-617	255	37	vulnerable	vulnerable	ADJ
cana-617	255	38	systems	system	NOUN
cana-617	255	39	.	.	PUNCT
cana-617	256	1	this	this	DET
cana-617	256	2	information	information	NOUN
cana-617	256	3	can	can	AUX
cana-617	256	4	reveal	reveal	VERB
cana-617	256	5	a	a	DET
cana-617	256	6	great	great	ADJ
cana-617	256	7	deal	deal	NOUN
cana-617	256	8	about	about	ADP
cana-617	256	9	the	the	DET
cana-617	256	10	attacker	attacker	NOUN
cana-617	256	11	.	.	PUNCT
cana-617	257	1	the	the	DET
cana-617	257	2	hybrid	hybrid	ADJ
cana-617	257	3	honeypot	honeypot	NOUN
cana-617	257	4	system	system	NOUN
cana-617	257	5	combines	combine	VERB
cana-617	257	6	low	low	ADJ
cana-617	257	7	-	-	PUNCT
cana-617	257	8	level	level	NOUN
cana-617	257	9	and	and	CCONJ
cana-617	257	10	high	high	ADJ
cana-617	257	11	-	-	PUNCT
cana-617	257	12	level	level	NOUN
cana-617	257	13	interactive	interactive	ADJ
cana-617	257	14	honeypot	honeypot	NOUN
cana-617	257	15	systems	system	NOUN
cana-617	257	16	.	.	PUNCT
cana-617	258	1	we	we	PRON
cana-617	258	2	employed	employ	VERB
cana-617	258	3	a	a	DET
cana-617	258	4	variety	variety	NOUN
cana-617	258	5	of	of	ADP
cana-617	258	6	machine	machine	NOUN
cana-617	258	7	learning	learn	VERB
cana-617	258	8	approaches	approach	NOUN
cana-617	258	9	,	,	PUNCT
cana-617	258	10	including	include	VERB
cana-617	258	11	random	random	ADJ
cana-617	258	12	forest	forest	NOUN
cana-617	258	13	,	,	PUNCT
cana-617	258	14	support	support	VERB
cana-617	258	15	vector	vector	NOUN
cana-617	258	16	machine	machine	NOUN
cana-617	258	17	,	,	PUNCT
cana-617	258	18	and	and	CCONJ
cana-617	258	19	k	k	X
cana-617	258	20	-	-	NOUN
cana-617	258	21	neighbours	neighbour	NOUN
cana-617	258	22	,	,	PUNCT
cana-617	258	23	and	and	CCONJ
cana-617	258	24	finally	finally	ADV
cana-617	258	25	ensemble	ensemble	ADJ
cana-617	258	26	learning	learning	NOUN
cana-617	258	27	,	,	PUNCT
cana-617	258	28	which	which	PRON
cana-617	258	29	is	be	AUX
cana-617	258	30	a	a	DET
cana-617	258	31	blend	blend	NOUN
cana-617	258	32	of	of	ADP
cana-617	258	33	various	various	ADJ
cana-617	258	34	machine	machine	NOUN
cana-617	258	35	learning	learn	VERB
cana-617	258	36	techniques	technique	NOUN
cana-617	258	37	.	.	PUNCT
cana-617	259	1	the	the	DET
cana-617	259	2	categorization	categorization	NOUN
cana-617	259	3	problems	problem	NOUN
cana-617	259	4	are	be	AUX
cana-617	259	5	solved	solve	VERB
cana-617	259	6	using	use	VERB
cana-617	259	7	logistic	logistic	ADJ
cana-617	259	8	regression	regression	NOUN
cana-617	259	9	.	.	PUNCT
cana-617	260	1	because	because	SCONJ
cana-617	260	2	it	it	PRON
cana-617	260	3	can	can	AUX
cana-617	260	4	generate	generate	VERB
cana-617	260	5	probabilities	probability	NOUN
cana-617	260	6	and	and	CCONJ
cana-617	260	7	classify	classify	VERB
cana-617	260	8	new	new	ADJ
cana-617	260	9	data	datum	NOUN
cana-617	260	10	using	use	VERB
cana-617	260	11	both	both	CCONJ
cana-617	260	12	continuous	continuous	ADJ
cana-617	260	13	and	and	CCONJ
cana-617	260	14	discrete	discrete	ADJ
cana-617	260	15	datasets	dataset	NOUN
cana-617	260	16	,	,	PUNCT
cana-617	260	17	logistic	logistic	ADJ
cana-617	260	18	regression	regression	NOUN
cana-617	260	19	is	be	AUX
cana-617	260	20	a	a	DET
cana-617	260	21	key	key	ADJ
cana-617	260	22	machine	machine	NOUN
cana-617	260	23	learning	learning	NOUN
cana-617	260	24	approach	approach	NOUN
cana-617	260	25	.	.	PUNCT
cana-617	261	1	logistic	logistic	ADJ
cana-617	261	2	regression	regression	NOUN
cana-617	261	3	can	can	AUX
cana-617	261	4	be	be	AUX
cana-617	261	5	used	use	VERB
cana-617	261	6	to	to	ADP
cana-617	261	7	categories	category	NOUN
cana-617	261	8	observations	observation	NOUN
cana-617	261	9	based	base	VERB
cana-617	261	10	on	on	ADP
cana-617	261	11	many	many	ADJ
cana-617	261	12	forms	form	NOUN
cana-617	261	13	of	of	ADP
cana-617	261	14	data	datum	NOUN
cana-617	261	15	and	and	CCONJ
cana-617	261	16	can	can	AUX
cana-617	261	17	quickly	quickly	ADV
cana-617	261	18	identify	identify	VERB
cana-617	261	19	the	the	DET
cana-617	261	20	most	most	ADV
cana-617	261	21	useful	useful	ADJ
cana-617	261	22	factors	factor	NOUN
cana-617	261	23	for	for	ADP
cana-617	261	24	classification	classification	NOUN
cana-617	261	25	.	.	PUNCT
cana-617	262	1	every	every	DET
cana-617	262	2	decision	decision	NOUN
cana-617	262	3	tree	tree	NOUN
cana-617	262	4	has	have	VERB
cana-617	262	5	some	some	DET
cana-617	262	6	elements	element	NOUN
cana-617	262	7	,	,	PUNCT
cana-617	262	8	such	such	ADJ
cana-617	262	9	as	as	ADP
cana-617	262	10	nodes	node	NOUN
cana-617	262	11	,	,	PUNCT
cana-617	262	12	which	which	PRON
cana-617	262	13	are	be	AUX
cana-617	262	14	the	the	DET
cana-617	262	15	sites	site	NOUN
cana-617	262	16	where	where	SCONJ
cana-617	262	17	it	it	PRON
cana-617	262	18	splits	split	VERB
cana-617	262	19	,	,	PUNCT
cana-617	262	20	and	and	CCONJ
cana-617	262	21	edges	edge	NOUN
cana-617	262	22	,	,	PUNCT
cana-617	262	23	which	which	PRON
cana-617	262	24	are	be	AUX
cana-617	262	25	the	the	DET
cana-617	262	26	outcomes	outcome	NOUN
cana-617	262	27	or	or	CCONJ
cana-617	262	28	results	result	NOUN
cana-617	262	29	when	when	SCONJ
cana-617	262	30	it	it	PRON
cana-617	262	31	splits	split	VERB
cana-617	262	32	.	.	PUNCT
cana-617	263	1	the	the	DET
cana-617	263	2	nodes	node	NOUN
cana-617	263	3	that	that	PRON
cana-617	263	4	perform	perform	VERB
cana-617	263	5	the	the	DET
cana-617	263	6	first	first	ADJ
cana-617	263	7	splits	split	NOUN
cana-617	263	8	are	be	AUX
cana-617	263	9	called	call	VERB
cana-617	263	10	roots	root	NOUN
cana-617	263	11	,	,	PUNCT
cana-617	263	12	whereas	whereas	SCONJ
cana-617	263	13	the	the	DET
cana-617	263	14	elements	element	NOUN
cana-617	263	15	that	that	PRON
cana-617	263	16	forecast	forecast	VERB
cana-617	263	17	the	the	DET
cana-617	263	18	eventual	eventual	ADJ
cana-617	263	19	outcome	outcome	NOUN
cana-617	263	20	are	be	AUX
cana-617	263	21	called	call	VERB
cana-617	263	22	leaves	leave	NOUN
cana-617	263	23	.	.	PUNCT
cana-617	264	1	one	one	NUM
cana-617	264	2	of	of	ADP
cana-617	264	3	the	the	DET
cana-617	264	4	most	most	ADV
cana-617	264	5	common	common	ADJ
cana-617	264	6	machine	machine	NOUN
cana-617	264	7	learning	learning	NOUN
cana-617	264	8	issues	issue	NOUN
cana-617	264	9	is	be	AUX
cana-617	264	10	support	support	NOUN
cana-617	264	11	vector	vector	NOUN
cana-617	264	12	machines	machine	NOUN
cana-617	264	13	(	(	PUNCT
cana-617	264	14	svms	svms	NOUN
cana-617	264	15	)	)	PUNCT
cana-617	264	16	.	.	PUNCT
cana-617	265	1	svms	svms	NOUN
cana-617	265	2	are	be	AUX
cana-617	265	3	versatile	versatile	ADJ
cana-617	265	4	in	in	SCONJ
cana-617	265	5	that	that	SCONJ
cana-617	265	6	they	they	PRON
cana-617	265	7	may	may	AUX
cana-617	265	8	be	be	AUX
cana-617	265	9	utilized	utilize	VERB
cana-617	265	10	for	for	ADP
cana-617	265	11	both	both	CCONJ
cana-617	265	12	classification	classification	NOUN
cana-617	265	13	and	and	CCONJ
cana-617	265	14	regression	regression	NOUN
cana-617	265	15	tasks	task	NOUN
cana-617	265	16	.	.	PUNCT
cana-617	266	1	linear	linear	ADJ
cana-617	266	2	svm	svm	PROPN
cana-617	266	3	is	be	AUX
cana-617	266	4	a	a	DET
cana-617	266	5	classifier	classifier	NOUN
cana-617	266	6	for	for	ADP
cana-617	266	7	linearly	linearly	ADV
cana-617	266	8	separable	separable	ADJ
cana-617	266	9	data	datum	NOUN
cana-617	266	10	,	,	PUNCT
cana-617	266	11	which	which	PRON
cana-617	266	12	means	mean	VERB
cana-617	266	13	a	a	DET
cana-617	266	14	dataset	dataset	NOUN
cana-617	266	15	can	can	AUX
cana-617	266	16	be	be	AUX
cana-617	266	17	classified	classify	VERB
cana-617	266	18	into	into	ADP
cana-617	266	19	two	two	NUM
cana-617	266	20	classes	class	NOUN
cana-617	266	21	using	use	VERB
cana-617	266	22	a	a	DET
cana-617	266	23	single	single	ADJ
cana-617	266	24	straight	straight	ADJ
cana-617	266	25	line	line	NOUN
cana-617	266	26	,	,	PUNCT
cana-617	266	27	and	and	CCONJ
cana-617	266	28	the	the	DET
cana-617	266	29	classifier	classifier	NOUN
cana-617	266	30	is	be	AUX
cana-617	266	31	called	call	VERB
cana-617	266	32	linear	linear	PROPN
cana-617	266	33	svm	svm	PROPN
cana-617	266	34	.	.	PROPN
cana-617	267	1	non	non	ADJ
cana-617	267	2	-	-	ADJ
cana-617	267	3	linear	linear	ADJ
cana-617	267	4	svm	svm	NOUN
cana-617	267	5	is	be	AUX
cana-617	267	6	a	a	DET
cana-617	267	7	classifier	classifier	NOUN
cana-617	267	8	that	that	PRON
cana-617	267	9	is	be	AUX
cana-617	267	10	used	use	VERB
cana-617	267	11	for	for	ADP
cana-617	267	12	nonlinearly	nonlinearly	ADV
cana-617	267	13	separated	separate	VERB
cana-617	267	14	data	datum	NOUN
cana-617	267	15	.	.	PUNCT
cana-617	268	1	this	this	PRON
cana-617	268	2	means	mean	VERB
cana-617	268	3	that	that	SCONJ
cana-617	268	4	if	if	SCONJ
cana-617	268	5	a	a	DET
cana-617	268	6	dataset	dataset	NOUN
cana-617	268	7	can	can	AUX
cana-617	268	8	not	not	PART
cana-617	268	9	be	be	AUX
cana-617	268	10	classified	classify	VERB
cana-617	268	11	using	use	VERB
cana-617	268	12	a	a	DET
cana-617	268	13	straight	straight	ADJ
cana-617	268	14	line	line	NOUN
cana-617	268	15	,	,	PUNCT
cana-617	268	16	it	it	PRON
cana-617	268	17	is	be	AUX
cana-617	268	18	non	non	ADJ
cana-617	268	19	-	-	ADJ
cana-617	268	20	linear	linear	ADJ
cana-617	268	21	data	datum	NOUN
cana-617	268	22	,	,	PUNCT
cana-617	268	23	and	and	CCONJ
cana-617	268	24	the	the	DET
cana-617	268	25	classifier	classifier	NOUN
cana-617	268	26	used	use	VERB
cana-617	268	27	is	be	AUX
cana-617	268	28	termed	term	VERB
cana-617	268	29	non	non	ADJ
cana-617	268	30	-	-	ADJ
cana-617	268	31	linear	linear	ADJ
cana-617	268	32	svm	svm	NOUN
cana-617	268	33	.	.	PROPN
cana-617	268	34	in	in	ADP
cana-617	268	35	n	n	CCONJ
cana-617	268	36	-	-	PUNCT
cana-617	268	37	dimensional	dimensional	ADJ
cana-617	268	38	space	space	NOUN
cana-617	268	39	,	,	PUNCT
cana-617	268	40	there	there	PRON
cana-617	268	41	can	can	AUX
cana-617	268	42	be	be	AUX
cana-617	268	43	several	several	ADJ
cana-617	268	44	lines	line	NOUN
cana-617	268	45	/	/	SYM
cana-617	268	46	decision	decision	NOUN
cana-617	268	47	boundaries	boundary	NOUN
cana-617	268	48	to	to	PART
cana-617	268	49	separate	separate	VERB
cana-617	268	50	the	the	DET
cana-617	268	51	classes	class	NOUN
cana-617	268	52	,	,	PUNCT
cana-617	268	53	but	but	CCONJ
cana-617	268	54	we	we	PRON
cana-617	268	55	must	must	AUX
cana-617	268	56	choose	choose	VERB
cana-617	268	57	the	the	DET
cana-617	268	58	optimum	optimum	ADJ
cana-617	268	59	decision	decision	NOUN
cana-617	268	60	boundary	boundary	ADJ
cana-617	268	61	to	to	PART
cana-617	268	62	help	help	VERB
cana-617	268	63	classify	classify	VERB
cana-617	268	64	the	the	DET
cana-617	268	65	data	data	NOUN
cana-617	268	66	points	point	NOUN
cana-617	268	67	.	.	PUNCT
cana-617	269	1	the	the	DET
cana-617	269	2	hyper	hyper	ADJ
cana-617	269	3	plane	plane	NOUN
cana-617	269	4	of	of	ADP
cana-617	269	5	svm	svm	PROPN
cana-617	269	6	refers	refer	VERB
cana-617	269	7	to	to	ADP
cana-617	269	8	the	the	DET
cana-617	269	9	best	good	ADJ
cana-617	269	10	boundary	boundary	NOUN
cana-617	269	11	.	.	PUNCT
cana-617	270	1	the	the	DET
cana-617	270	2	hyper	hyper	ADJ
cana-617	270	3	plane	plane	NOUN
cana-617	270	4	's	's	PART
cana-617	270	5	dimensions	dimension	NOUN
cana-617	270	6	are	be	AUX
cana-617	270	7	determined	determine	VERB
cana-617	270	8	by	by	ADP
cana-617	270	9	the	the	DET
cana-617	270	10	features	feature	NOUN
cana-617	270	11	in	in	ADP
cana-617	270	12	the	the	DET
cana-617	270	13	dataset	dataset	NOUN
cana-617	270	14	;	;	PUNCT
cana-617	270	15	for	for	ADP
cana-617	270	16	example	example	NOUN
cana-617	270	17	,	,	PUNCT
cana-617	270	18	if	if	SCONJ
cana-617	270	19	there	there	PRON
cana-617	270	20	are	be	VERB
cana-617	270	21	two	two	NUM
cana-617	270	22	features	feature	NOUN
cana-617	270	23	(	(	PUNCT
cana-617	270	24	as	as	SCONJ
cana-617	270	25	shown	show	VERB
cana-617	270	26	in	in	ADP
cana-617	270	27	the	the	DET
cana-617	270	28	image	image	NOUN
cana-617	270	29	)	)	PUNCT
cana-617	270	30	,	,	PUNCT
cana-617	270	31	the	the	DET
cana-617	270	32	hyper	hyper	ADJ
cana-617	270	33	plane	plane	NOUN
cana-617	270	34	will	will	AUX
cana-617	270	35	be	be	AUX
cana-617	270	36	a	a	DET
cana-617	270	37	straight	straight	ADJ
cana-617	270	38	line	line	NOUN
cana-617	270	39	.	.	PUNCT
cana-617	271	1	hyper	hyper	ADJ
cana-617	271	2	plane	plane	NOUN
cana-617	271	3	will	will	AUX
cana-617	271	4	be	be	AUX
cana-617	271	5	a	a	DET
cana-617	271	6	two	two	NUM
cana-617	271	7	-	-	PUNCT
cana-617	271	8	dimensional	dimensional	ADJ
cana-617	271	9	plane	plane	NOUN
cana-617	271	10	if	if	SCONJ
cana-617	271	11	there	there	PRON
cana-617	271	12	are	be	VERB
cana-617	271	13	three	three	NUM
cana-617	271	14	features	feature	NOUN
cana-617	271	15	.	.	PUNCT
cana-617	272	1	the	the	DET
cana-617	272	2	following	follow	VERB
cana-617	272	3	are	be	AUX
cana-617	272	4	the	the	DET
cana-617	272	5	general	general	ADJ
cana-617	272	6	procedures	procedure	NOUN
cana-617	272	7	for	for	ADP
cana-617	272	8	creating	create	VERB
cana-617	272	9	a	a	DET
cana-617	272	10	k	k	PROPN
cana-617	272	11	nearest	near	ADJ
cana-617	272	12	neighbor	neighbor	NOUN
cana-617	272	13	’s	’s	PART
cana-617	272	14	algorithm	algorithm	NOUN
cana-617	272	15	:	:	PUNCT
cana-617	272	16	calculate	calculate	VERB
cana-617	272	17	the	the	DET
cana-617	272	18	euclidean	euclidean	ADJ
cana-617	272	19	distance	distance	NOUN
cana-617	272	20	between	between	ADP
cana-617	272	21	the	the	DET
cana-617	272	22	new	new	ADJ
cana-617	272	23	data	data	NOUN
cana-617	272	24	point	point	NOUN
cana-617	272	25	x	x	PUNCT
cana-617	272	26	and	and	CCONJ
cana-617	272	27	all	all	DET
cana-617	272	28	the	the	DET
cana-617	272	29	existing	exist	VERB
cana-617	272	30	data	datum	NOUN
cana-617	272	31	points	point	NOUN
cana-617	272	32	in	in	ADP
cana-617	272	33	the	the	DET
cana-617	272	34	data	datum	NOUN
cana-617	272	35	collection	collection	NOUN
cana-617	272	36	.	.	PUNCT
cana-617	273	1	sort	sort	VERB
cana-617	273	2	the	the	DET
cana-617	273	3	points	point	NOUN
cana-617	273	4	in	in	ADP
cana-617	273	5	the	the	DET
cana-617	273	6	data	datum	NOUN
cana-617	273	7	set	set	VERB
cana-617	273	8	in	in	ADP
cana-617	273	9	ascending	ascend	VERB
cana-617	273	10	order	order	NOUN
cana-617	273	11	of	of	ADP
cana-617	273	12	distance	distance	NOUN
cana-617	273	13	from	from	ADP
cana-617	273	14	x.	x.	NOUN
cana-617	273	15	predict	predict	VERB
cana-617	273	16	using	use	VERB
cana-617	273	17	the	the	DET
cana-617	273	18	same	same	ADJ
cana-617	273	19	classification	classification	NOUN
cana-617	273	20	as	as	ADP
cana-617	273	21	the	the	DET
cana-617	273	22	majority	majority	NOUN
cana-617	273	23	of	of	ADP
cana-617	273	24	the	the	DET
cana-617	273	25	k	k	PROPN
cana-617	273	26	data	data	PROPN
cana-617	273	27	points	point	VERB
cana-617	273	28	closest	close	ADJ
cana-617	273	29	to	to	PART
cana-617	273	30	x.	x.	VERB
cana-617	273	31	an	an	DET
cana-617	273	32	extremely	extremely	ADV
cana-617	273	33	low	low	ADJ
cana-617	273	34	k	k	NOUN
cana-617	273	35	value	value	NOUN
cana-617	273	36	,	,	PUNCT
cana-617	273	37	in	in	ADP
cana-617	273	38	particular	particular	ADJ
cana-617	273	39	,	,	PUNCT
cana-617	273	40	will	will	AUX
cana-617	273	41	cause	cause	VERB
cana-617	273	42	your	your	PRON
cana-617	273	43	model	model	NOUN
cana-617	273	44	to	to	PART
cana-617	273	45	flawlessly	flawlessly	ADV
cana-617	273	46	predict	predict	VERB
cana-617	273	47	your	your	PRON
cana-617	273	48	training	training	NOUN
cana-617	273	49	data	datum	NOUN
cana-617	273	50	while	while	SCONJ
cana-617	273	51	poorly	poorly	ADV
cana-617	273	52	predicting	predict	VERB
cana-617	273	53	your	your	PRON
cana-617	273	54	test	test	NOUN
cana-617	273	55	data	datum	NOUN
cana-617	273	56	.	.	PUNCT
cana-617	274	1	similarly	similarly	ADV
cana-617	274	2	,	,	PUNCT
cana-617	274	3	a	a	DET
cana-617	274	4	k	k	ADJ
cana-617	274	5	number	number	NOUN
cana-617	274	6	that	that	PRON
cana-617	274	7	is	be	AUX
cana-617	274	8	too	too	ADV
cana-617	274	9	high	high	ADJ
cana-617	274	10	will	will	AUX
cana-617	274	11	make	make	VERB
cana-617	274	12	your	your	PRON
cana-617	274	13	model	model	NOUN
cana-617	274	14	needlessly	needlessly	ADV
cana-617	274	15	complicated	complicated	ADJ
cana-617	274	16	.	.	PUNCT
cana-617	275	1	we	we	PRON
cana-617	275	2	implement	implement	VERB
cana-617	275	3	the	the	DET
cana-617	275	4	random	random	ADJ
cana-617	275	5	forest	forest	NOUN
cana-617	275	6	classifier	classifier	NOUN
cana-617	275	7	using	use	VERB
cana-617	275	8	the	the	DET
cana-617	275	9	python	python	NOUN
cana-617	275	10	computer	computer	NOUN
cana-617	275	11	language	language	NOUN
cana-617	275	12	's	's	PART
cana-617	275	13	scikit	scikit	NOUN
cana-617	275	14	learn	learn	VERB
cana-617	275	15	package	package	NOUN
cana-617	275	16	and	and	CCONJ
cana-617	275	17	the	the	DET
cana-617	275	18	iris	iris	NOUN
cana-617	275	19	dataset	dataset	NOUN
cana-617	275	20	,	,	PUNCT
cana-617	275	21	which	which	PRON
cana-617	275	22	is	be	AUX
cana-617	275	23	a	a	DET
cana-617	275	24	wellknown	wellknown	NOUN
cana-617	275	25	dataset.the	dataset.the	DET
cana-617	275	26	random	random	ADJ
cana-617	275	27	forest	forest	NOUN
cana-617	275	28	,	,	PUNCT
cana-617	275	29	also	also	ADV
cana-617	275	30	known	know	VERB
cana-617	275	31	as	as	ADP
cana-617	275	32	the	the	DET
cana-617	275	33	random	random	ADJ
cana-617	275	34	decision	decision	NOUN
cana-617	275	35	forest	forest	NOUN
cana-617	275	36	,	,	PUNCT
cana-617	275	37	is	be	AUX
cana-617	275	38	a	a	DET
cana-617	275	39	supervised	supervised	ADJ
cana-617	275	40	machine	machine	NOUN
cana-617	275	41	learning	learning	NOUN
cana-617	275	42	technique	technique	NOUN
cana-617	275	43	that	that	SCONJ
cana-617	275	44	communications	communication	NOUN
cana-617	275	45	on	on	ADP
cana-617	275	46	applied	apply	VERB
cana-617	275	47	nonlinear	nonlinear	ADJ
cana-617	275	48	analysis	analysis	NOUN
cana-617	275	49	issn	issn	NOUN
cana-617	275	50	:	:	PUNCT
cana-617	275	51	1074	1074	NUM
cana-617	275	52	-	-	PUNCT
cana-617	275	53	133x	133x	NUM
cana-617	275	54	vol	vol	NOUN
cana-617	275	55	31	31	NUM
cana-617	275	56	no	no	NOUN
cana-617	275	57	.	.	PUNCT
cana-617	276	1	2s	2s	NUM
cana-617	276	2	(	(	PUNCT
cana-617	276	3	2024	2024	NUM
cana-617	276	4	)	)	PUNCT
cana-617	276	5	158	158	NUM
cana-617	276	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	276	7	uses	use	VERB
cana-617	276	8	decision	decision	NOUN
cana-617	276	9	trees	tree	NOUN
cana-617	276	10	to	to	PART
cana-617	276	11	do	do	VERB
cana-617	276	12	classification	classification	NOUN
cana-617	276	13	,	,	PUNCT
cana-617	276	14	regression	regression	NOUN
cana-617	276	15	,	,	PUNCT
cana-617	276	16	and	and	CCONJ
cana-617	276	17	other	other	ADJ
cana-617	276	18	tasks.a	tasks.a	DET
cana-617	276	19	random	random	ADJ
cana-617	276	20	subset	subset	NOUN
cana-617	276	21	of	of	ADP
cana-617	276	22	the	the	DET
cana-617	276	23	training	training	NOUN
cana-617	276	24	set	set	NOUN
cana-617	276	25	is	be	AUX
cana-617	276	26	used	use	VERB
cana-617	276	27	by	by	ADP
cana-617	276	28	the	the	DET
cana-617	276	29	random	random	ADJ
cana-617	276	30	forest	forest	NOUN
cana-617	276	31	classifier	classifier	NOUN
cana-617	276	32	to	to	PART
cana-617	276	33	generate	generate	VERB
cana-617	276	34	a	a	DET
cana-617	276	35	collection	collection	NOUN
cana-617	276	36	of	of	ADP
cana-617	276	37	decision	decision	NOUN
cana-617	276	38	trees	tree	NOUN
cana-617	276	39	.	.	PUNCT
cana-617	277	1	it	it	PRON
cana-617	277	2	consists	consist	VERB
cana-617	277	3	of	of	ADP
cana-617	277	4	a	a	DET
cana-617	277	5	set	set	NOUN
cana-617	277	6	of	of	ADP
cana-617	277	7	decision	decision	NOUN
cana-617	277	8	trees	tree	NOUN
cana-617	277	9	(	(	PUNCT
cana-617	277	10	dt	dt	NOUN
cana-617	277	11	)	)	PUNCT
cana-617	277	12	derived	derive	VERB
cana-617	277	13	from	from	ADP
cana-617	277	14	a	a	DET
cana-617	277	15	randomly	randomly	ADV
cana-617	277	16	selected	select	VERB
cana-617	277	17	subset	subset	NOUN
cana-617	277	18	of	of	ADP
cana-617	277	19	the	the	DET
cana-617	277	20	training	training	NOUN
cana-617	277	21	set	set	NOUN
cana-617	277	22	,	,	PUNCT
cana-617	277	23	which	which	PRON
cana-617	277	24	then	then	ADV
cana-617	277	25	accumulates	accumulate	VERB
cana-617	277	26	votes	vote	NOUN
cana-617	277	27	from	from	ADP
cana-617	277	28	various	various	ADJ
cana-617	277	29	decision	decision	NOUN
cana-617	277	30	trees	tree	NOUN
cana-617	277	31	to	to	PART
cana-617	277	32	get	get	VERB
cana-617	277	33	the	the	DET
cana-617	277	34	final	final	ADJ
cana-617	277	35	prediction	prediction	NOUN
cana-617	277	36	.	.	PUNCT
cana-617	278	1	a	a	DET
cana-617	278	2	group	group	NOUN
cana-617	278	3	of	of	ADP
cana-617	278	4	elements	element	NOUN
cana-617	278	5	considered	consider	VERB
cana-617	278	6	rather	rather	ADV
cana-617	278	7	than	than	ADP
cana-617	278	8	individually	individually	ADV
cana-617	278	9	is	be	AUX
cana-617	278	10	referred	refer	VERB
cana-617	278	11	to	to	ADP
cana-617	278	12	as	as	ADP
cana-617	278	13	an	an	DET
cana-617	278	14	ensemble	ensemble	ADJ
cana-617	278	15	.	.	PUNCT
cana-617	279	1	ensemble	ensemble	ADJ
cana-617	279	2	solves	solve	NOUN
cana-617	279	3	a	a	DET
cana-617	279	4	problem	problem	NOUN
cana-617	279	5	by	by	ADP
cana-617	279	6	creating	create	VERB
cana-617	279	7	several	several	ADJ
cana-617	279	8	models	model	NOUN
cana-617	279	9	and	and	CCONJ
cana-617	279	10	combining	combine	VERB
cana-617	279	11	them.ensemble	them.ensemble	PROPN
cana-617	279	12	approached	approach	VERB
cana-617	279	13	said	say	VERB
cana-617	279	14	in	in	ADP
cana-617	279	15	the	the	DET
cana-617	279	16	model	model	NOUN
cana-617	279	17	's	's	PART
cana-617	279	18	resilience	resilience	NOUN
cana-617	279	19	and	and	CCONJ
cana-617	279	20	generalizability.in	generalizability.in	PRON
cana-617	279	21	this	this	DET
cana-617	279	22	post	post	NOUN
cana-617	279	23	,	,	PUNCT
cana-617	279	24	we	we	PRON
cana-617	279	25	'll	will	AUX
cana-617	279	26	look	look	VERB
cana-617	279	27	at	at	ADP
cana-617	279	28	certain	certain	ADJ
cana-617	279	29	techniques	technique	NOUN
cana-617	279	30	and	and	CCONJ
cana-617	279	31	their	their	PRON
cana-617	279	32	python	python	NOUN
cana-617	279	33	implementations	implementation	NOUN
cana-617	279	34	.	.	PUNCT
cana-617	280	1	ensemble	ensemble	ADJ
cana-617	280	2	learning	learning	NOUN
cana-617	280	3	is	be	AUX
cana-617	280	4	the	the	DET
cana-617	280	5	act	act	NOUN
cana-617	280	6	of	of	ADP
cana-617	280	7	intentionally	intentionally	ADV
cana-617	280	8	generating	generate	VERB
cana-617	280	9	and	and	CCONJ
cana-617	280	10	combining	combine	VERB
cana-617	280	11	many	many	ADJ
cana-617	280	12	models	model	NOUN
cana-617	280	13	,	,	PUNCT
cana-617	280	14	such	such	ADJ
cana-617	280	15	as	as	ADP
cana-617	280	16	classifiers	classifier	NOUN
cana-617	280	17	or	or	CCONJ
cana-617	280	18	experts	expert	NOUN
cana-617	280	19	,	,	PUNCT
cana-617	280	20	to	to	PART
cana-617	280	21	solve	solve	VERB
cana-617	280	22	a	a	DET
cana-617	280	23	computer	computer	NOUN
cana-617	280	24	intelligence	intelligence	NOUN
cana-617	280	25	problem	problem	NOUN
cana-617	280	26	.	.	PUNCT
cana-617	281	1	ensemble	ensemble	ADJ
cana-617	281	2	learning	learning	NOUN
cana-617	281	3	is	be	AUX
cana-617	281	4	mostly	mostly	ADV
cana-617	281	5	used	use	VERB
cana-617	281	6	to	to	PART
cana-617	281	7	boost	boost	VERB
cana-617	281	8	performance	performance	NOUN
cana-617	281	9	(	(	PUNCT
cana-617	281	10	classification	classification	NOUN
cana-617	281	11	,	,	PUNCT
cana-617	281	12	prediction	prediction	NOUN
cana-617	281	13	,	,	PUNCT
cana-617	281	14	function	function	NOUN
cana-617	281	15	approximation	approximation	NOUN
cana-617	281	16	,	,	PUNCT
cana-617	281	17	etc	etc	X
cana-617	281	18	.	.	X
cana-617	281	19	)	)	PUNCT
cana-617	282	1	6	6	NUM
cana-617	282	2	.	.	X
cana-617	282	3	dos	do	NOUN
cana-617	282	4	attack	attack	NOUN
cana-617	282	5	detection	detection	NOUN
cana-617	282	6	using	use	VERB
cana-617	282	7	honeypot	honeypot	NOUN
cana-617	282	8	machine	machine	NOUN
cana-617	282	9	learning	learn	VERB
cana-617	282	10	a	a	DET
cana-617	282	11	dos	dos	NOUN
cana-617	282	12	attack	attack	NOUN
cana-617	282	13	is	be	AUX
cana-617	282	14	one	one	NUM
cana-617	282	15	that	that	PRON
cana-617	282	16	attempts	attempt	VERB
cana-617	282	17	to	to	PART
cana-617	282	18	bring	bring	VERB
cana-617	282	19	a	a	DET
cana-617	282	20	machine	machine	NOUN
cana-617	282	21	or	or	CCONJ
cana-617	282	22	network	network	NOUN
cana-617	282	23	to	to	ADP
cana-617	282	24	a	a	DET
cana-617	282	25	halt	halt	NOUN
cana-617	282	26	,	,	PUNCT
cana-617	282	27	rendering	render	VERB
cana-617	282	28	it	it	PRON
cana-617	282	29	unreachable	unreachable	ADJ
cana-617	282	30	to	to	ADP
cana-617	282	31	its	its	PRON
cana-617	282	32	intended	intend	VERB
cana-617	282	33	users	user	NOUN
cana-617	282	34	.	.	PUNCT
cana-617	283	1	dos	do	NOUN
cana-617	283	2	attacks	attack	NOUN
cana-617	283	3	work	work	VERB
cana-617	283	4	by	by	ADP
cana-617	283	5	flooding	flood	VERB
cana-617	283	6	the	the	DET
cana-617	283	7	target	target	NOUN
cana-617	283	8	with	with	ADP
cana-617	283	9	traffic	traffic	NOUN
cana-617	283	10	or	or	CCONJ
cana-617	283	11	transmitting	transmit	VERB
cana-617	283	12	information	information	NOUN
cana-617	283	13	that	that	PRON
cana-617	283	14	causes	cause	VERB
cana-617	283	15	it	it	PRON
cana-617	283	16	to	to	PART
cana-617	283	17	crash	crash	VERB
cana-617	283	18	.	.	PUNCT
cana-617	284	1	the	the	DET
cana-617	284	2	dos	dos	NOUN
cana-617	284	3	attack	attack	NOUN
cana-617	284	4	deprives	deprive	VERB
cana-617	284	5	genuine	genuine	ADJ
cana-617	284	6	users	user	NOUN
cana-617	284	7	(	(	PUNCT
cana-617	284	8	workers	worker	NOUN
cana-617	284	9	,	,	PUNCT
cana-617	284	10	members	member	NOUN
cana-617	284	11	,	,	PUNCT
cana-617	284	12	or	or	CCONJ
cana-617	284	13	account	account	NOUN
cana-617	284	14	holders	holder	NOUN
cana-617	284	15	)	)	PUNCT
cana-617	284	16	of	of	ADP
cana-617	284	17	the	the	DET
cana-617	284	18	service	service	NOUN
cana-617	284	19	or	or	CCONJ
cana-617	284	20	resource	resource	NOUN
cana-617	284	21	they	they	PRON
cana-617	284	22	expected	expect	VERB
cana-617	284	23	in	in	ADP
cana-617	284	24	both	both	DET
cana-617	284	25	cases	case	NOUN
cana-617	284	26	.	.	PUNCT
cana-617	285	1	dos	do	NOUN
cana-617	285	2	attacks	attack	NOUN
cana-617	285	3	frequently	frequently	ADV
cana-617	285	4	target	target	VERB
cana-617	285	5	high	high	ADJ
cana-617	285	6	profile	profile	NOUN
cana-617	285	7	institutions	institution	NOUN
cana-617	285	8	including	include	VERB
cana-617	285	9	banks	bank	NOUN
cana-617	285	10	,	,	PUNCT
cana-617	285	11	commerce	commerce	NOUN
cana-617	285	12	,	,	PUNCT
cana-617	285	13	and	and	CCONJ
cana-617	285	14	media	medium	NOUN
cana-617	285	15	companies	company	NOUN
cana-617	285	16	,	,	PUNCT
cana-617	285	17	as	as	ADV
cana-617	285	18	well	well	ADV
cana-617	285	19	as	as	ADP
cana-617	285	20	government	government	NOUN
cana-617	285	21	and	and	CCONJ
cana-617	285	22	trade	trade	NOUN
cana-617	285	23	organisations	organisation	NOUN
cana-617	285	24	.	.	PUNCT
cana-617	286	1	dos	do	NOUN
cana-617	286	2	attacks	attack	NOUN
cana-617	286	3	rarely	rarely	ADV
cana-617	286	4	result	result	VERB
cana-617	286	5	in	in	ADP
cana-617	286	6	the	the	DET
cana-617	286	7	theft	theft	NOUN
cana-617	286	8	or	or	CCONJ
cana-617	286	9	loss	loss	NOUN
cana-617	286	10	of	of	ADP
cana-617	286	11	sensitive	sensitive	ADJ
cana-617	286	12	data	datum	NOUN
cana-617	286	13	or	or	CCONJ
cana-617	286	14	other	other	ADJ
cana-617	286	15	assets	asset	NOUN
cana-617	286	16	,	,	PUNCT
cana-617	286	17	but	but	CCONJ
cana-617	286	18	they	they	PRON
cana-617	286	19	can	can	AUX
cana-617	286	20	cost	cost	VERB
cana-617	286	21	the	the	DET
cana-617	286	22	victim	victim	NOUN
cana-617	286	23	a	a	DET
cana-617	286	24	lot	lot	NOUN
cana-617	286	25	of	of	ADP
cana-617	286	26	time	time	NOUN
cana-617	286	27	and	and	CCONJ
cana-617	286	28	money	money	NOUN
cana-617	286	29	to	to	PART
cana-617	286	30	cope	cope	VERB
cana-617	286	31	with	with	ADP
cana-617	286	32	.	.	PUNCT
cana-617	287	1	dos	do	NOUN
cana-617	287	2	attacks	attack	NOUN
cana-617	287	3	can	can	AUX
cana-617	287	4	be	be	AUX
cana-617	287	5	carried	carry	VERB
cana-617	287	6	out	out	ADP
cana-617	287	7	in	in	ADP
cana-617	287	8	two	two	NUM
cana-617	287	9	ways	way	NOUN
cana-617	287	10	:	:	PUNCT
cana-617	287	11	flooding	flood	VERB
cana-617	287	12	or	or	CCONJ
cana-617	287	13	crashing	crash	VERB
cana-617	287	14	systems	system	NOUN
cana-617	287	15	.	.	PUNCT
cana-617	288	1	flood	flood	NOUN
cana-617	288	2	attacks	attack	NOUN
cana-617	288	3	happen	happen	VERB
cana-617	288	4	when	when	SCONJ
cana-617	288	5	a	a	DET
cana-617	288	6	system	system	NOUN
cana-617	288	7	receives	receive	VERB
cana-617	288	8	too	too	ADV
cana-617	288	9	much	much	ADJ
cana-617	288	10	traffic	traffic	NOUN
cana-617	288	11	for	for	SCONJ
cana-617	288	12	the	the	DET
cana-617	288	13	server	server	NOUN
cana-617	288	14	to	to	PART
cana-617	288	15	buffer	buffer	VERB
cana-617	288	16	,	,	PUNCT
cana-617	288	17	slowing	slow	VERB
cana-617	288	18	it	it	PRON
cana-617	288	19	down	down	ADP
cana-617	288	20	and	and	CCONJ
cana-617	288	21	eventually	eventually	ADV
cana-617	288	22	stopping	stop	VERB
cana-617	288	23	it	it	PRON
cana-617	288	24	.	.	PUNCT
cana-617	289	1	a	a	DET
cana-617	289	2	random	random	ADJ
cana-617	289	3	forest	forest	NOUN
cana-617	289	4	is	be	AUX
cana-617	289	5	a	a	DET
cana-617	289	6	meta	meta	ADJ
cana-617	289	7	estimator	estimator	NOUN
cana-617	289	8	that	that	PRON
cana-617	289	9	employs	employ	VERB
cana-617	289	10	averaging	average	VERB
cana-617	289	11	to	to	PART
cana-617	289	12	increase	increase	VERB
cana-617	289	13	predicted	predict	VERB
cana-617	289	14	accuracy	accuracy	NOUN
cana-617	289	15	and	and	CCONJ
cana-617	289	16	control	control	NOUN
cana-617	289	17	over	over	ADP
cana-617	289	18	fitting	fit	VERB
cana-617	289	19	by	by	ADP
cana-617	289	20	fitting	fit	VERB
cana-617	289	21	a	a	DET
cana-617	289	22	number	number	NOUN
cana-617	289	23	of	of	ADP
cana-617	289	24	decision	decision	NOUN
cana-617	289	25	tree	tree	NOUN
cana-617	289	26	classifiers	classifier	NOUN
cana-617	289	27	on	on	ADP
cana-617	289	28	various	various	ADJ
cana-617	289	29	sub	sub	NOUN
cana-617	289	30	-	-	NOUN
cana-617	289	31	samples	sample	NOUN
cana-617	289	32	of	of	ADP
cana-617	289	33	the	the	DET
cana-617	289	34	dataset	dataset	NOUN
cana-617	289	35	.	.	PUNCT
cana-617	290	1	if	if	SCONJ
cana-617	290	2	bootstrap	bootstrap	NOUN
cana-617	290	3	true	true	ADJ
cana-617	290	4	(	(	PUNCT
cana-617	290	5	default	default	NOUN
cana-617	290	6	)	)	PUNCT
cana-617	290	7	,	,	PUNCT
cana-617	290	8	the	the	DET
cana-617	290	9	sub	sub	ADJ
cana-617	290	10	-	-	ADJ
cana-617	290	11	sample	sample	ADJ
cana-617	290	12	size	size	NOUN
cana-617	290	13	is	be	AUX
cana-617	290	14	regulated	regulate	VERB
cana-617	290	15	by	by	ADP
cana-617	290	16	the	the	DET
cana-617	290	17	max	max	PROPN
cana-617	290	18	sample	sample	NOUN
cana-617	290	19	's	's	PART
cana-617	290	20	argument	argument	NOUN
cana-617	290	21	,	,	PUNCT
cana-617	290	22	otherwise	otherwise	ADV
cana-617	290	23	,	,	PUNCT
cana-617	290	24	the	the	DET
cana-617	290	25	entire	entire	ADJ
cana-617	290	26	dataset	dataset	NOUN
cana-617	290	27	is	be	AUX
cana-617	290	28	utilised	utilise	VERB
cana-617	290	29	to	to	PART
cana-617	290	30	create	create	VERB
cana-617	290	31	each	each	DET
cana-617	290	32	tree	tree	NOUN
cana-617	290	33	.	.	PUNCT
cana-617	291	1	figure	figure	VERB
cana-617	291	2	8	8	NUM
cana-617	291	3	:	:	PUNCT
cana-617	291	4	future	future	NOUN
cana-617	291	5	of	of	ADP
cana-617	291	6	dos	do	NOUN
cana-617	291	7	attack	attack	NOUN
cana-617	291	8	figure	figure	NOUN
cana-617	291	9	9	9	NUM
cana-617	291	10	:	:	PUNCT
cana-617	291	11	dos	do	VERB
cana-617	291	12	attack	attack	NOUN
cana-617	291	13	detection	detection	NOUN
cana-617	291	14	communications	communication	NOUN
cana-617	291	15	on	on	ADP
cana-617	291	16	applied	apply	VERB
cana-617	291	17	nonlinear	nonlinear	ADJ
cana-617	291	18	analysis	analysis	NOUN
cana-617	291	19	issn	issn	NOUN
cana-617	291	20	:	:	PUNCT
cana-617	291	21	1074	1074	NUM
cana-617	291	22	-	-	PUNCT
cana-617	291	23	133x	133x	NUM
cana-617	291	24	vol	vol	NOUN
cana-617	291	25	31	31	NUM
cana-617	291	26	no	no	NOUN
cana-617	291	27	.	.	PUNCT
cana-617	292	1	2s	2s	NUM
cana-617	292	2	(	(	PUNCT
cana-617	292	3	2024	2024	NUM
cana-617	292	4	)	)	PUNCT
cana-617	292	5	159	159	NUM
cana-617	292	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	292	7	figure	figure	NOUN
cana-617	292	8	10	10	NUM
cana-617	292	9	:	:	PUNCT
cana-617	292	10	decision	decision	NOUN
cana-617	292	11	tree	tree	NOUN
cana-617	292	12	classifier	classifier	NOUN
cana-617	292	13	dos	do	VERB
cana-617	292	14	model	model	NOUN
cana-617	292	15	evaluation	evaluation	NOUN
cana-617	292	16	we	we	PRON
cana-617	292	17	implement	implement	VERB
cana-617	292	18	the	the	DET
cana-617	292	19	random	random	ADJ
cana-617	292	20	forest	forest	NOUN
cana-617	292	21	classifier	classifier	NOUN
cana-617	292	22	using	use	VERB
cana-617	292	23	the	the	DET
cana-617	292	24	python	python	NOUN
cana-617	292	25	computer	computer	NOUN
cana-617	292	26	language	language	NOUN
cana-617	292	27	's	's	PART
cana-617	292	28	scikit	scikit	NOUN
cana-617	292	29	learn	learn	VERB
cana-617	292	30	package	package	NOUN
cana-617	292	31	and	and	CCONJ
cana-617	292	32	the	the	DET
cana-617	292	33	iris	iris	NOUN
cana-617	292	34	dataset	dataset	NOUN
cana-617	292	35	,	,	PUNCT
cana-617	292	36	which	which	PRON
cana-617	292	37	is	be	AUX
cana-617	292	38	a	a	DET
cana-617	292	39	wellknown	wellknown	ADJ
cana-617	292	40	dataset.random	dataset.random	NOUN
cana-617	292	41	forest	forest	NOUN
cana-617	292	42	,	,	PUNCT
cana-617	292	43	also	also	ADV
cana-617	292	44	known	know	VERB
cana-617	292	45	as	as	ADP
cana-617	292	46	random	random	ADJ
cana-617	292	47	decision	decision	NOUN
cana-617	292	48	forest	forest	NOUN
cana-617	292	49	,	,	PUNCT
cana-617	292	50	is	be	AUX
cana-617	292	51	a	a	DET
cana-617	292	52	supervised	supervised	ADJ
cana-617	292	53	machine	machine	NOUN
cana-617	292	54	learning	learning	NOUN
cana-617	292	55	technique	technique	NOUN
cana-617	292	56	that	that	PRON
cana-617	292	57	uses	use	VERB
cana-617	292	58	decision	decision	NOUN
cana-617	292	59	trees	tree	NOUN
cana-617	292	60	to	to	PART
cana-617	292	61	do	do	VERB
cana-617	292	62	classification	classification	NOUN
cana-617	292	63	,	,	PUNCT
cana-617	292	64	regression	regression	NOUN
cana-617	292	65	and	and	CCONJ
cana-617	292	66	other	other	ADJ
cana-617	292	67	tasks	task	NOUN
cana-617	292	68	.	.	PUNCT
cana-617	293	1	a	a	DET
cana-617	293	2	random	random	ADJ
cana-617	293	3	subset	subset	NOUN
cana-617	293	4	of	of	ADP
cana-617	293	5	the	the	DET
cana-617	293	6	training	training	NOUN
cana-617	293	7	set	set	NOUN
cana-617	293	8	is	be	AUX
cana-617	293	9	used	use	VERB
cana-617	293	10	by	by	ADP
cana-617	293	11	the	the	DET
cana-617	293	12	random	random	ADJ
cana-617	293	13	forest	forest	NOUN
cana-617	293	14	classifier	classifier	NOUN
cana-617	293	15	to	to	PART
cana-617	293	16	generate	generate	VERB
cana-617	293	17	a	a	DET
cana-617	293	18	collection	collection	NOUN
cana-617	293	19	of	of	ADP
cana-617	293	20	decision	decision	NOUN
cana-617	294	1	trees.it	trees.it	PRON
cana-617	294	2	consists	consist	VERB
cana-617	294	3	of	of	ADP
cana-617	294	4	a	a	DET
cana-617	294	5	set	set	NOUN
cana-617	294	6	of	of	ADP
cana-617	294	7	decision	decision	NOUN
cana-617	294	8	trees	tree	NOUN
cana-617	294	9	(	(	PUNCT
cana-617	294	10	dt	dt	NOUN
cana-617	294	11	)	)	PUNCT
cana-617	294	12	drawn	draw	VERB
cana-617	294	13	from	from	ADP
cana-617	294	14	a	a	DET
cana-617	294	15	randomly	randomly	ADV
cana-617	294	16	selected	select	VERB
cana-617	294	17	subset	subset	NOUN
cana-617	294	18	of	of	ADP
cana-617	294	19	the	the	DET
cana-617	294	20	training	training	NOUN
cana-617	294	21	set	set	NOUN
cana-617	294	22	,	,	PUNCT
cana-617	294	23	which	which	PRON
cana-617	294	24	then	then	ADV
cana-617	294	25	gathers	gather	VERB
cana-617	294	26	votes	vote	NOUN
cana-617	294	27	from	from	ADP
cana-617	294	28	various	various	ADJ
cana-617	294	29	decision	decision	NOUN
cana-617	294	30	trees	tree	NOUN
cana-617	294	31	to	to	PART
cana-617	294	32	determine	determine	VERB
cana-617	294	33	the	the	DET
cana-617	294	34	final	final	ADJ
cana-617	294	35	prediction	prediction	NOUN
cana-617	294	36	.	.	PUNCT
cana-617	295	1	7	7	X
cana-617	295	2	.	.	X
cana-617	295	3	ransomware	ransomware	NOUN
cana-617	295	4	attack	attack	NOUN
cana-617	295	5	detection	detection	NOUN
cana-617	295	6	using	use	VERB
cana-617	295	7	honeypot	honeypot	NOUN
cana-617	295	8	machine	machine	NOUN
cana-617	295	9	learning	learning	NOUN
cana-617	295	10	ransomware	ransomware	NOUN
cana-617	295	11	is	be	AUX
cana-617	295	12	a	a	DET
cana-617	295	13	type	type	NOUN
cana-617	295	14	of	of	ADP
cana-617	295	15	malware	malware	NOUN
cana-617	295	16	that	that	PRON
cana-617	295	17	encrypts	encrypt	VERB
cana-617	295	18	the	the	DET
cana-617	295	19	files	file	NOUN
cana-617	295	20	of	of	ADP
cana-617	295	21	its	its	PRON
cana-617	295	22	victims	victim	NOUN
cana-617	295	23	.	.	PUNCT
cana-617	296	1	the	the	DET
cana-617	296	2	attacker	attacker	NOUN
cana-617	296	3	then	then	ADV
cana-617	296	4	demands	demand	VERB
cana-617	296	5	a	a	DET
cana-617	296	6	ransom	ransom	NOUN
cana-617	296	7	from	from	ADP
cana-617	296	8	the	the	DET
cana-617	296	9	victim	victim	NOUN
cana-617	296	10	in	in	ADP
cana-617	296	11	exchange	exchange	NOUN
cana-617	296	12	for	for	ADP
cana-617	296	13	restoring	restore	VERB
cana-617	296	14	access	access	NOUN
cana-617	296	15	to	to	ADP
cana-617	296	16	the	the	DET
cana-617	296	17	data	datum	NOUN
cana-617	296	18	.	.	PUNCT
cana-617	297	1	there	there	PRON
cana-617	297	2	are	be	VERB
cana-617	297	3	several	several	ADJ
cana-617	297	4	ways	way	NOUN
cana-617	297	5	ransomware	ransomware	NOUN
cana-617	297	6	might	might	AUX
cana-617	297	7	get	get	VERB
cana-617	297	8	access	access	NOUN
cana-617	297	9	to	to	ADP
cana-617	297	10	a	a	DET
cana-617	297	11	computer	computer	NOUN
cana-617	297	12	.	.	PUNCT
cana-617	298	1	phishing	phishe	VERB
cana-617	298	2	spam	spam	NOUN
cana-617	298	3	-	-	PUNCT
cana-617	298	4	attachments	attachment	NOUN
cana-617	298	5	that	that	PRON
cana-617	298	6	arrive	arrive	VERB
cana-617	298	7	in	in	ADP
cana-617	298	8	an	an	DET
cana-617	298	9	email	email	NOUN
cana-617	298	10	disguised	disguise	VERB
cana-617	298	11	as	as	ADP
cana-617	298	12	a	a	DET
cana-617	298	13	file	file	NOUN
cana-617	298	14	the	the	DET
cana-617	298	15	victim	victim	NOUN
cana-617	298	16	should	should	AUX
cana-617	298	17	trust	trust	VERB
cana-617	298	18	are	be	AUX
cana-617	298	19	one	one	NUM
cana-617	298	20	of	of	ADP
cana-617	298	21	the	the	DET
cana-617	298	22	most	most	ADV
cana-617	298	23	popular	popular	ADJ
cana-617	298	24	delivery	delivery	NOUN
cana-617	298	25	tactics	tactic	NOUN
cana-617	298	26	.	.	PUNCT
cana-617	299	1	they	they	PRON
cana-617	299	2	can	can	AUX
cana-617	299	3	take	take	VERB
cana-617	299	4	over	over	ADP
cana-617	299	5	the	the	DET
cana-617	299	6	victim	victim	NOUN
cana-617	299	7	's	's	PART
cana-617	299	8	computer	computer	NOUN
cana-617	299	9	once	once	SCONJ
cana-617	299	10	they	they	PRON
cana-617	299	11	have	have	AUX
cana-617	299	12	been	be	AUX
cana-617	299	13	downloaded	download	VERB
cana-617	299	14	and	and	CCONJ
cana-617	299	15	opened	open	VERB
cana-617	299	16	,	,	PUNCT
cana-617	299	17	especially	especially	ADV
cana-617	299	18	if	if	SCONJ
cana-617	299	19	they	they	PRON
cana-617	299	20	contain	contain	AUX
cana-617	299	21	built	build	VERB
cana-617	299	22	in	in	ADP
cana-617	299	23	social	social	ADJ
cana-617	299	24	engineering	engineering	NOUN
cana-617	299	25	techniques	technique	NOUN
cana-617	299	26	that	that	PRON
cana-617	299	27	deceive	deceive	VERB
cana-617	299	28	people	people	NOUN
cana-617	299	29	into	into	ADP
cana-617	299	30	granting	grant	VERB
cana-617	299	31	administrative	administrative	ADJ
cana-617	299	32	access.other	access.other	NOUN
cana-617	299	33	,	,	PUNCT
cana-617	299	34	more	more	ADV
cana-617	299	35	aggressive	aggressive	ADJ
cana-617	299	36	ransomware	ransomware	NOUN
cana-617	299	37	,	,	PUNCT
cana-617	299	38	such	such	ADJ
cana-617	299	39	asnotpetya	asnotpetya	NOUN
cana-617	299	40	,	,	PUNCT
cana-617	299	41	takes	take	VERB
cana-617	299	42	advantage	advantage	NOUN
cana-617	299	43	of	of	ADP
cana-617	299	44	security	security	NOUN
cana-617	299	45	flaws	flaw	NOUN
cana-617	299	46	to	to	PART
cana-617	299	47	infect	infect	VERB
cana-617	299	48	machines	machine	NOUN
cana-617	299	49	without	without	ADP
cana-617	299	50	the	the	DET
cana-617	299	51	need	need	NOUN
cana-617	299	52	to	to	PART
cana-617	299	53	deceive	deceive	VERB
cana-617	299	54	people.there	people.there	NOUN
cana-617	299	55	are	be	AUX
cana-617	299	56	various	various	ADJ
cana-617	299	57	methods	method	NOUN
cana-617	299	58	through	through	ADP
cana-617	299	59	which	which	PRON
cana-617	299	60	ransomware	ransomware	NOUN
cana-617	299	61	criminals	criminal	NOUN
cana-617	299	62	select	select	VERB
cana-617	299	63	the	the	DET
cana-617	299	64	firms	firm	NOUN
cana-617	299	65	they	they	PRON
cana-617	299	66	attack	attack	VERB
cana-617	299	67	.	.	PUNCT
cana-617	300	1	it	it	PRON
cana-617	300	2	is	be	AUX
cana-617	300	3	sometimes	sometimes	ADV
cana-617	300	4	a	a	DET
cana-617	300	5	matter	matter	NOUN
cana-617	300	6	of	of	ADP
cana-617	300	7	timing	timing	NOUN
cana-617	300	8	:	:	PUNCT
cana-617	300	9	for	for	ADP
cana-617	300	10	example	example	NOUN
cana-617	300	11	,	,	PUNCT
cana-617	300	12	attackers	attacker	NOUN
cana-617	300	13	may	may	AUX
cana-617	300	14	target	target	VERB
cana-617	300	15	universities	university	NOUN
cana-617	300	16	since	since	SCONJ
cana-617	300	17	they	they	PRON
cana-617	300	18	have	have	VERB
cana-617	300	19	smaller	small	ADJ
cana-617	300	20	security	security	NOUN
cana-617	300	21	teams	team	NOUN
cana-617	300	22	and	and	CCONJ
cana-617	300	23	a	a	DET
cana-617	300	24	diverse	diverse	ADJ
cana-617	300	25	user	user	NOUN
cana-617	300	26	base	base	NOUN
cana-617	300	27	that	that	PRON
cana-617	300	28	shares	share	VERB
cana-617	300	29	a	a	DET
cana-617	300	30	lot	lot	NOUN
cana-617	300	31	of	of	ADP
cana-617	300	32	files	file	NOUN
cana-617	300	33	,	,	PUNCT
cana-617	300	34	making	make	VERB
cana-617	300	35	it	it	PRON
cana-617	300	36	easier	easy	ADJ
cana-617	300	37	to	to	PART
cana-617	300	38	breach	breach	VERB
cana-617	300	39	their	their	PRON
cana-617	300	40	defences	defence	NOUN
cana-617	300	41	.	.	PUNCT
cana-617	301	1	honeypot	honeypot	NOUN
cana-617	301	2	is	be	AUX
cana-617	301	3	a	a	DET
cana-617	301	4	network	network	NOUN
cana-617	301	5	attached	attach	VERB
cana-617	301	6	system	system	NOUN
cana-617	301	7	that	that	PRON
cana-617	301	8	hackers	hacker	NOUN
cana-617	301	9	employ	employ	VERB
cana-617	301	10	as	as	ADP
cana-617	301	11	a	a	DET
cana-617	301	12	trap	trap	NOUN
cana-617	301	13	to	to	PART
cana-617	301	14	detect	detect	VERB
cana-617	301	15	and	and	CCONJ
cana-617	301	16	investigate	investigate	VERB
cana-617	301	17	the	the	DET
cana-617	301	18	methods	method	NOUN
cana-617	301	19	and	and	CCONJ
cana-617	301	20	sorts	sort	NOUN
cana-617	301	21	of	of	ADP
cana-617	301	22	attacks	attack	NOUN
cana-617	301	23	they	they	PRON
cana-617	301	24	utilize.it	utilize.it	PROPN
cana-617	301	25	operates	operate	VERB
cana-617	301	26	as	as	ADP
cana-617	301	27	a	a	DET
cana-617	301	28	prospective	prospective	ADJ
cana-617	301	29	internet	internet	NOUN
cana-617	301	30	target	target	NOUN
cana-617	301	31	and	and	CCONJ
cana-617	301	32	alerts	alert	VERB
cana-617	301	33	the	the	DET
cana-617	301	34	defenders	defender	NOUN
cana-617	301	35	to	to	ADP
cana-617	301	36	any	any	DET
cana-617	301	37	unauthorized	unauthorized	ADJ
cana-617	301	38	attempts	attempt	NOUN
cana-617	301	39	to	to	PART
cana-617	301	40	access	access	VERB
cana-617	301	41	the	the	DET
cana-617	301	42	information	information	NOUN
cana-617	301	43	system	system	NOUN
cana-617	301	44	.	.	PUNCT
cana-617	302	1	large	large	ADJ
cana-617	302	2	firms	firm	NOUN
cana-617	302	3	and	and	CCONJ
cana-617	302	4	organizations	organization	NOUN
cana-617	302	5	concerned	concern	VERB
cana-617	302	6	in	in	ADP
cana-617	302	7	cyber	cyber	ADJ
cana-617	302	8	security	security	NOUN
cana-617	302	9	utilize	utilize	VERB
cana-617	302	10	honeypots	honeypot	NOUN
cana-617	302	11	the	the	DET
cana-617	302	12	most	most	ADJ
cana-617	302	13	.	.	PUNCT
cana-617	303	1	it	it	PRON
cana-617	303	2	assists	assist	VERB
cana-617	303	3	cyber	cyber	ADJ
cana-617	303	4	security	security	NOUN
cana-617	303	5	researchers	researcher	NOUN
cana-617	303	6	in	in	ADP
cana-617	303	7	learning	learn	VERB
cana-617	303	8	about	about	ADP
cana-617	303	9	the	the	DET
cana-617	303	10	many	many	ADJ
cana-617	303	11	types	type	NOUN
cana-617	303	12	of	of	ADP
cana-617	303	13	attacks	attack	NOUN
cana-617	303	14	employed	employ	VERB
cana-617	303	15	by	by	ADP
cana-617	303	16	criminals	criminal	NOUN
cana-617	303	17	and	and	CCONJ
cana-617	303	18	attackers	attacker	NOUN
cana-617	303	19	.	.	PUNCT
cana-617	304	1	it	it	PRON
cana-617	304	2	is	be	AUX
cana-617	304	3	suspected	suspect	VERB
cana-617	304	4	that	that	SCONJ
cana-617	304	5	even	even	ADV
cana-617	304	6	the	the	DET
cana-617	304	7	cybercriminals	cybercriminal	NOUN
cana-617	304	8	use	use	VERB
cana-617	304	9	these	these	DET
cana-617	304	10	honeypots	honeypot	NOUN
cana-617	304	11	to	to	PART
cana-617	304	12	decoy	decoy	NOUN
cana-617	304	13	researchers	researcher	NOUN
cana-617	304	14	and	and	CCONJ
cana-617	304	15	spread	spread	VERB
cana-617	304	16	wrong	wrong	ADJ
cana-617	304	17	information	information	NOUN
cana-617	304	18	.	.	PUNCT
cana-617	305	1	classification	classification	NOUN
cana-617	305	2	accuracy	accuracy	NOUN
cana-617	305	3	is	be	AUX
cana-617	305	4	what	what	PRON
cana-617	305	5	we	we	PRON
cana-617	305	6	usually	usually	ADV
cana-617	305	7	mean	mean	VERB
cana-617	305	8	,	,	PUNCT
cana-617	305	9	when	when	SCONJ
cana-617	305	10	we	we	PRON
cana-617	305	11	use	use	VERB
cana-617	305	12	the	the	DET
cana-617	305	13	term	term	NOUN
cana-617	305	14	accuracy	accuracy	NOUN
cana-617	305	15	.	.	PUNCT
cana-617	306	1	it	it	PRON
cana-617	306	2	is	be	AUX
cana-617	306	3	communications	communication	NOUN
cana-617	306	4	on	on	ADP
cana-617	306	5	applied	apply	VERB
cana-617	306	6	nonlinear	nonlinear	ADJ
cana-617	306	7	analysis	analysis	NOUN
cana-617	306	8	issn	issn	NOUN
cana-617	306	9	:	:	PUNCT
cana-617	306	10	1074	1074	NUM
cana-617	306	11	-	-	PUNCT
cana-617	306	12	133x	133x	NUM
cana-617	306	13	vol	vol	NOUN
cana-617	306	14	31	31	NUM
cana-617	306	15	no	no	NOUN
cana-617	306	16	.	.	PUNCT
cana-617	307	1	2s	2s	NUM
cana-617	307	2	(	(	PUNCT
cana-617	307	3	2024	2024	NUM
cana-617	307	4	)	)	PUNCT
cana-617	307	5	160	160	NUM
cana-617	307	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	307	7	the	the	DET
cana-617	307	8	ratio	ratio	NOUN
cana-617	307	9	of	of	ADP
cana-617	307	10	number	number	NOUN
cana-617	307	11	of	of	ADP
cana-617	307	12	correct	correct	ADJ
cana-617	307	13	predictions	prediction	NOUN
cana-617	307	14	to	to	ADP
cana-617	307	15	the	the	DET
cana-617	307	16	total	total	ADJ
cana-617	307	17	number	number	NOUN
cana-617	307	18	of	of	ADP
cana-617	307	19	input	input	NOUN
cana-617	307	20	samples	sample	NOUN
cana-617	307	21	.	.	PUNCT
cana-617	308	1	the	the	DET
cana-617	308	2	precision	precision	NOUN
cana-617	308	3	is	be	AUX
cana-617	308	4	the	the	DET
cana-617	308	5	ratio	ratio	NOUN
cana-617	308	6	tp	tp	NOUN
cana-617	308	7	/	/	PUNCT
cana-617	308	8	(	(	PUNCT
cana-617	308	9	tp	tp	ADP
cana-617	308	10	+	+	CCONJ
cana-617	308	11	fp	fp	NOUN
cana-617	308	12	)	)	PUNCT
cana-617	308	13	where	where	SCONJ
cana-617	308	14	tp	tp	NOUN
cana-617	308	15	is	be	AUX
cana-617	308	16	the	the	DET
cana-617	308	17	number	number	NOUN
cana-617	308	18	of	of	ADP
cana-617	308	19	true	true	ADJ
cana-617	308	20	positives	positive	NOUN
cana-617	308	21	and	and	CCONJ
cana-617	308	22	fp	fp	NOUN
cana-617	308	23	the	the	DET
cana-617	308	24	number	number	NOUN
cana-617	308	25	of	of	ADP
cana-617	308	26	false	false	ADJ
cana-617	308	27	positives	positive	NOUN
cana-617	308	28	.	.	PUNCT
cana-617	309	1	the	the	DET
cana-617	309	2	precision	precision	NOUN
cana-617	309	3	is	be	AUX
cana-617	309	4	intuitively	intuitively	ADV
cana-617	309	5	the	the	DET
cana-617	309	6	ability	ability	NOUN
cana-617	309	7	of	of	ADP
cana-617	309	8	the	the	DET
cana-617	309	9	classifier	classifier	NOUN
cana-617	309	10	not	not	PART
cana-617	309	11	to	to	PART
cana-617	309	12	label	label	VERB
cana-617	309	13	as	as	ADP
cana-617	309	14	positive	positive	ADJ
cana-617	309	15	a	a	DET
cana-617	309	16	sample	sample	NOUN
cana-617	309	17	.	.	PUNCT
cana-617	310	1	figure	figure	VERB
cana-617	310	2	11	11	NUM
cana-617	310	3	:	:	PUNCT
cana-617	310	4	accuracy	accuracy	NOUN
cana-617	310	5	,	,	PUNCT
cana-617	310	6	precision	precision	NOUN
cana-617	310	7	,	,	PUNCT
cana-617	310	8	recall	recall	VERB
cana-617	310	9	results	result	NOUN
cana-617	310	10	for	for	ADP
cana-617	310	11	machine	machine	NOUN
cana-617	310	12	learning	learning	NOUN
cana-617	310	13	algorithm	algorithm	NOUN
cana-617	310	14	.	.	PUNCT
cana-617	311	1	figure	figure	NOUN
cana-617	311	2	12	12	NUM
cana-617	311	3	:	:	PUNCT
cana-617	311	4	using	use	VERB
cana-617	311	5	svm	svm	ADJ
cana-617	311	6	classifier	classifier	NOUN
cana-617	311	7	in	in	ADP
cana-617	311	8	honeypot	honeypot	NOUN
cana-617	311	9	.	.	PUNCT
cana-617	312	1	figure	figure	VERB
cana-617	312	2	13	13	NUM
cana-617	312	3	:	:	PUNCT
cana-617	312	4	accuracy	accuracy	NOUN
cana-617	312	5	,	,	PUNCT
cana-617	312	6	precision	precision	NOUN
cana-617	312	7	,	,	PUNCT
cana-617	312	8	recall	recall	NOUN
cana-617	312	9	,	,	PUNCT
cana-617	312	10	f	f	X
cana-617	312	11	-	-	PUNCT
cana-617	312	12	measure	measure	NOUN
cana-617	312	13	communications	communication	NOUN
cana-617	312	14	on	on	ADP
cana-617	312	15	applied	apply	VERB
cana-617	312	16	nonlinear	nonlinear	ADJ
cana-617	312	17	analysis	analysis	NOUN
cana-617	312	18	issn	issn	NOUN
cana-617	312	19	:	:	PUNCT
cana-617	312	20	1074	1074	NUM
cana-617	312	21	-	-	PUNCT
cana-617	312	22	133x	133x	NUM
cana-617	312	23	vol	vol	NOUN
cana-617	312	24	31	31	NUM
cana-617	312	25	no	no	NOUN
cana-617	312	26	.	.	PUNCT
cana-617	313	1	2s	2s	NUM
cana-617	313	2	(	(	PUNCT
cana-617	313	3	2024	2024	NUM
cana-617	313	4	)	)	PUNCT
cana-617	313	5	161	161	NUM
cana-617	313	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	313	7	figure	figure	NOUN
cana-617	313	8	14	14	NUM
cana-617	313	9	:	:	PUNCT
cana-617	313	10	comparison	comparison	NOUN
cana-617	313	11	using	use	VERB
cana-617	313	12	different	different	ADJ
cana-617	313	13	machine	machine	NOUN
cana-617	313	14	learning	learn	VERB
cana-617	313	15	algorithms	algorithms	NOUN
cana-617	313	16	8	8	NUM
cana-617	313	17	.	.	PUNCT
cana-617	313	18	conclusion	conclusion	NOUN
cana-617	313	19	the	the	DET
cana-617	313	20	suggested	suggest	VERB
cana-617	313	21	hybrid	hybrid	ADJ
cana-617	313	22	honeypot	honeypot	NOUN
cana-617	313	23	architecture	architecture	NOUN
cana-617	313	24	system	system	NOUN
cana-617	313	25	protects	protect	VERB
cana-617	313	26	production	production	NOUN
cana-617	313	27	systems	system	NOUN
cana-617	313	28	to	to	ADP
cana-617	313	29	some	some	DET
cana-617	313	30	extent	extent	NOUN
cana-617	313	31	.	.	PUNCT
cana-617	314	1	it	it	PRON
cana-617	314	2	accomplishes	accomplish	VERB
cana-617	314	3	this	this	PRON
cana-617	314	4	by	by	ADP
cana-617	314	5	lowering	lower	VERB
cana-617	314	6	the	the	DET
cana-617	314	7	chance	chance	NOUN
cana-617	314	8	of	of	ADP
cana-617	314	9	hacker	hacker	NOUN
cana-617	314	10	activity	activity	NOUN
cana-617	314	11	and	and	CCONJ
cana-617	314	12	targeting	target	VERB
cana-617	314	13	our	our	PRON
cana-617	314	14	production	production	NOUN
cana-617	314	15	systems	system	NOUN
cana-617	314	16	through	through	ADP
cana-617	314	17	the	the	DET
cana-617	314	18	use	use	NOUN
cana-617	314	19	of	of	ADP
cana-617	314	20	lure	lure	ADJ
cana-617	314	21	systems	system	NOUN
cana-617	314	22	in	in	ADP
cana-617	314	23	the	the	DET
cana-617	314	24	network	network	NOUN
cana-617	314	25	,	,	PUNCT
cana-617	314	26	which	which	PRON
cana-617	314	27	prevent	prevent	VERB
cana-617	314	28	the	the	DET
cana-617	314	29	hacker	hacker	NOUN
cana-617	314	30	from	from	ADP
cana-617	314	31	learning	learn	VERB
cana-617	314	32	about	about	ADP
cana-617	314	33	these	these	DET
cana-617	314	34	systems	system	NOUN
cana-617	314	35	,	,	PUNCT
cana-617	314	36	their	their	PRON
cana-617	314	37	state	state	NOUN
cana-617	314	38	,	,	PUNCT
cana-617	314	39	or	or	CCONJ
cana-617	314	40	his	his	PRON
cana-617	314	41	fingerprint	fingerprint	NOUN
cana-617	314	42	,	,	PUNCT
cana-617	314	43	and	and	CCONJ
cana-617	314	44	so	so	ADV
cana-617	314	45	mistaking	mistake	VERB
cana-617	314	46	the	the	DET
cana-617	314	47	p	p	PROPN
cana-617	314	48	honey	honey	NOUN
cana-617	314	49	systems	system	NOUN
cana-617	314	50	for	for	ADP
cana-617	314	51	real	real	ADJ
cana-617	314	52	systems	system	NOUN
cana-617	314	53	.	.	PUNCT
cana-617	315	1	without	without	ADP
cana-617	315	2	the	the	DET
cana-617	315	3	redirection	redirection	NOUN
cana-617	315	4	capabilities	capability	NOUN
cana-617	315	5	,	,	PUNCT
cana-617	315	6	we	we	PRON
cana-617	315	7	will	will	AUX
cana-617	315	8	not	not	PART
cana-617	315	9	be	be	AUX
cana-617	315	10	able	able	ADJ
cana-617	315	11	to	to	PART
cana-617	315	12	achieve	achieve	VERB
cana-617	315	13	our	our	PRON
cana-617	315	14	goal	goal	NOUN
cana-617	315	15	,	,	PUNCT
cana-617	315	16	and	and	CCONJ
cana-617	315	17	the	the	DET
cana-617	315	18	production	production	NOUN
cana-617	315	19	system	system	NOUN
cana-617	315	20	would	would	AUX
cana-617	315	21	remain	remain	VERB
cana-617	315	22	exposed	expose	VERB
cana-617	315	23	to	to	ADP
cana-617	315	24	direct	direct	ADJ
cana-617	315	25	attacks	attack	NOUN
cana-617	315	26	that	that	PRON
cana-617	315	27	do	do	AUX
cana-617	315	28	not	not	PART
cana-617	315	29	travel	travel	VERB
cana-617	315	30	via	via	ADP
cana-617	315	31	the	the	DET
cana-617	315	32	controlled	control	VERB
cana-617	315	33	honeypot	honeypot	NOUN
cana-617	315	34	system	system	NOUN
cana-617	315	35	.	.	PUNCT
cana-617	316	1	in	in	ADP
cana-617	316	2	the	the	DET
cana-617	316	3	suggested	suggest	VERB
cana-617	316	4	approach	approach	NOUN
cana-617	316	5	,	,	PUNCT
cana-617	316	6	production	production	NOUN
cana-617	316	7	honeypots	honeypot	NOUN
cana-617	316	8	can	can	AUX
cana-617	316	9	only	only	ADV
cana-617	316	10	perform	perform	VERB
cana-617	316	11	a	a	DET
cana-617	316	12	passive	passive	ADJ
cana-617	316	13	role	role	NOUN
cana-617	316	14	,	,	PUNCT
cana-617	316	15	logging	log	VERB
cana-617	316	16	different	different	ADJ
cana-617	316	17	attacker	attacker	NOUN
cana-617	316	18	activities	activity	NOUN
cana-617	316	19	so	so	SCONJ
cana-617	316	20	that	that	SCONJ
cana-617	316	21	the	the	DET
cana-617	316	22	system	system	NOUN
cana-617	316	23	administrator	administrator	NOUN
cana-617	316	24	can	can	AUX
cana-617	316	25	extract	extract	VERB
cana-617	316	26	and	and	CCONJ
cana-617	316	27	analyze	analyze	VERB
cana-617	316	28	them	they	PRON
cana-617	316	29	using	use	VERB
cana-617	316	30	data	datum	NOUN
cana-617	316	31	mining	mining	NOUN
cana-617	316	32	.	.	PUNCT
cana-617	317	1	this	this	PRON
cana-617	317	2	could	could	AUX
cana-617	317	3	play	play	VERB
cana-617	317	4	a	a	DET
cana-617	317	5	more	more	ADV
cana-617	317	6	active	active	ADJ
cana-617	317	7	role	role	NOUN
cana-617	317	8	by	by	ADP
cana-617	317	9	evaluating	evaluate	VERB
cana-617	317	10	the	the	DET
cana-617	317	11	attacker	attacker	NOUN
cana-617	317	12	's	's	PART
cana-617	317	13	activity	activity	NOUN
cana-617	317	14	and	and	CCONJ
cana-617	317	15	reducing	reduce	VERB
cana-617	317	16	the	the	DET
cana-617	317	17	different	different	ADJ
cana-617	317	18	types	type	NOUN
cana-617	317	19	of	of	ADP
cana-617	317	20	attacks	attack	NOUN
cana-617	317	21	by	by	ADP
cana-617	317	22	using	use	VERB
cana-617	317	23	a	a	DET
cana-617	317	24	signature	signature	NOUN
cana-617	317	25	file	file	NOUN
cana-617	317	26	or	or	CCONJ
cana-617	317	27	a	a	DET
cana-617	317	28	signature	signature	NOUN
cana-617	317	29	database	database	NOUN
cana-617	317	30	that	that	PRON
cana-617	317	31	can	can	AUX
cana-617	317	32	build	build	VERB
cana-617	317	33	and	and	CCONJ
cana-617	317	34	my	my	PRON
cana-617	317	35	data	datum	NOUN
cana-617	317	36	.	.	PUNCT
cana-617	318	1	as	as	SCONJ
cana-617	318	2	we	we	PRON
cana-617	318	3	have	have	AUX
cana-617	318	4	seen	see	VERB
cana-617	318	5	,	,	PUNCT
cana-617	318	6	honeypots	honeypot	NOUN
cana-617	318	7	will	will	AUX
cana-617	318	8	be	be	AUX
cana-617	318	9	able	able	ADJ
cana-617	318	10	to	to	PART
cana-617	318	11	add	add	VERB
cana-617	318	12	and	and	CCONJ
cana-617	318	13	release	release	VERB
cana-617	318	14	warnings	warning	NOUN
cana-617	318	15	,	,	PUNCT
cana-617	318	16	as	as	ADV
cana-617	318	17	well	well	ADV
cana-617	318	18	as	as	ADP
cana-617	318	19	send	send	VERB
cana-617	318	20	notifications	notification	NOUN
cana-617	318	21	to	to	ADP
cana-617	318	22	the	the	DET
cana-617	318	23	administrator	administrator	NOUN
cana-617	318	24	,	,	PUNCT
cana-617	318	25	the	the	DET
cana-617	318	26	intruder	intruder	NOUN
cana-617	318	27	kind	kind	NOUN
cana-617	318	28	,	,	PUNCT
cana-617	318	29	and	and	CCONJ
cana-617	318	30	several	several	ADJ
cana-617	318	31	possible	possible	ADJ
cana-617	318	32	solutions	solution	NOUN
cana-617	318	33	to	to	PART
cana-617	318	34	stop	stop	VERB
cana-617	318	35	the	the	DET
cana-617	318	36	attack	attack	NOUN
cana-617	318	37	from	from	ADP
cana-617	318	38	spreading	spread	VERB
cana-617	318	39	.	.	PUNCT
cana-617	319	1	there	there	PRON
cana-617	319	2	are	be	VERB
cana-617	319	3	some	some	DET
cana-617	319	4	observations	observation	NOUN
cana-617	319	5	have	have	AUX
cana-617	319	6	been	be	AUX
cana-617	319	7	identified	identify	VERB
cana-617	319	8	for	for	ADP
cana-617	319	9	the	the	DET
cana-617	319	10	future	future	ADJ
cana-617	319	11	prospective	prospective	ADJ
cana-617	319	12	:	:	PUNCT
cana-617	319	13	•	•	NUM
cana-617	319	14	hybrid	hybrid	ADJ
cana-617	319	15	honeypot	honeypot	NOUN
cana-617	319	16	system	system	NOUN
cana-617	319	17	can	can	AUX
cana-617	319	18	be	be	AUX
cana-617	319	19	used	use	VERB
cana-617	319	20	for	for	ADP
cana-617	319	21	in	in	ADP
cana-617	319	22	-	-	PUNCT
cana-617	319	23	depth	depth	NOUN
cana-617	319	24	analysis	analysis	NOUN
cana-617	319	25	of	of	ADP
cana-617	319	26	various	various	ADJ
cana-617	319	27	attacks	attack	NOUN
cana-617	319	28	and	and	CCONJ
cana-617	319	29	for	for	ADP
cana-617	319	30	capturing	capture	VERB
cana-617	319	31	various	various	ADJ
cana-617	319	32	malware	malware	NOUN
cana-617	319	33	attacks	attack	NOUN
cana-617	319	34	.	.	PUNCT
cana-617	320	1	•	•	NUM
cana-617	320	2	hybrid	hybrid	ADJ
cana-617	320	3	honeypot	honeypot	NOUN
cana-617	320	4	system	system	NOUN
cana-617	320	5	can	can	AUX
cana-617	320	6	be	be	AUX
cana-617	320	7	implemented	implement	VERB
cana-617	320	8	in	in	ADP
cana-617	320	9	a	a	DET
cana-617	320	10	cloud	cloud	NOUN
cana-617	320	11	computing	computing	NOUN
cana-617	320	12	to	to	PART
cana-617	320	13	reduce	reduce	VERB
cana-617	320	14	the	the	DET
cana-617	320	15	security	security	NOUN
cana-617	320	16	risk	risk	NOUN
cana-617	320	17	.	.	PUNCT
cana-617	321	1	•	•	NUM
cana-617	321	2	hybrid	hybrid	ADJ
cana-617	321	3	honeypot	honeypot	NOUN
cana-617	321	4	system	system	NOUN
cana-617	321	5	is	be	AUX
cana-617	321	6	moderate	moderate	ADJ
cana-617	321	7	complexity	complexity	NOUN
cana-617	321	8	and	and	CCONJ
cana-617	321	9	it	it	PRON
cana-617	321	10	can	can	AUX
cana-617	321	11	be	be	AUX
cana-617	321	12	used	use	VERB
cana-617	321	13	to	to	PART
cana-617	321	14	obtain	obtain	VERB
cana-617	321	15	more	more	ADV
cana-617	321	16	precise	precise	ADJ
cana-617	321	17	information	information	NOUN
cana-617	321	18	of	of	ADP
cana-617	321	19	the	the	DET
cana-617	321	20	intruder	intruder	NOUN
cana-617	321	21	.	.	PROPN
cana-617	322	1	•	•	NUM
cana-617	322	2	hybrid	hybrid	ADJ
cana-617	322	3	honeypot	honeypot	NOUN
cana-617	322	4	system	system	NOUN
cana-617	322	5	can	can	AUX
cana-617	322	6	modernize	modernize	VERB
cana-617	322	7	the	the	DET
cana-617	322	8	present	present	ADJ
cana-617	322	9	system	system	NOUN
cana-617	322	10	and	and	CCONJ
cana-617	322	11	style	style	NOUN
cana-617	322	12	of	of	ADP
cana-617	322	13	the	the	DET
cana-617	322	14	new	new	ADJ
cana-617	322	15	solutions	solution	NOUN
cana-617	322	16	for	for	ADP
cana-617	322	17	identification	identification	NOUN
cana-617	322	18	of	of	ADP
cana-617	322	19	user	user	NOUN
cana-617	322	20	behavior	behavior	NOUN
cana-617	322	21	.	.	PUNCT
cana-617	323	1	•	•	NUM
cana-617	323	2	hybrid	hybrid	NOUN
cana-617	323	3	honeypot	honeypot	NOUN
cana-617	323	4	can	can	AUX
cana-617	323	5	be	be	AUX
cana-617	323	6	made	make	VERB
cana-617	323	7	selflearning	selflearning	ADJ
cana-617	323	8	i.e.	i.e.	X
cana-617	323	9	it	it	PRON
cana-617	323	10	can	can	AUX
cana-617	323	11	monitor	monitor	VERB
cana-617	323	12	local	local	ADJ
cana-617	323	13	network	network	NOUN
cana-617	323	14	and	and	CCONJ
cana-617	323	15	can	can	AUX
cana-617	323	16	dynamically	dynamically	ADV
cana-617	323	17	deploys	deploy	VERB
cana-617	323	18	virtual	virtual	ADJ
cana-617	323	19	honeypots	honeypot	NOUN
cana-617	323	20	based	base	VERB
cana-617	323	21	on	on	ADP
cana-617	323	22	network	network	NOUN
cana-617	323	23	makeup	makeup	NOUN
cana-617	323	24	.	.	PUNCT
cana-617	324	1	references	reference	NOUN
cana-617	324	2	[	[	X
cana-617	324	3	1	1	NUM
cana-617	324	4	]	]	PUNCT
cana-617	324	5	sagar	sagar	NOUN
cana-617	324	6	pande	pande	PROPN
cana-617	324	7	,	,	PUNCT
cana-617	324	8	aditya	aditya	PROPN
cana-617	324	9	khamparia	khamparia	PROPN
cana-617	324	10	,	,	PUNCT
cana-617	324	11	deepak	deepak	PROPN
cana-617	324	12	gupta	gupta	PROPN
cana-617	324	13	,	,	PUNCT
cana-617	324	14	and	and	CCONJ
cana-617	324	15	dang	dang	INTJ
cana-617	324	16	n.	n.	PROPN
cana-617	324	17	h.	h.	PROPN
cana-617	324	18	thanh	thanh	PROPN
cana-617	324	19	,	,	PUNCT
cana-617	324	20	”	"	PUNCT
cana-617	324	21	ddos	ddo	NOUN
cana-617	324	22	detection	detection	NOUN
cana-617	324	23	using	use	VERB
cana-617	324	24	machine	machine	NOUN
cana-617	324	25	learning	learning	NOUN
cana-617	324	26	technique	technique	NOUN
cana-617	324	27	”	"	PUNCT
cana-617	324	28	,	,	PUNCT
cana-617	324	29	october	october	PROPN
cana-617	324	30	2020	2020	NUM
cana-617	324	31	.	.	PUNCT
cana-617	325	1	[	[	X
cana-617	325	2	2	2	NUM
cana-617	325	3	]	]	PUNCT
cana-617	325	4	arshi	arshi	PROPN
cana-617	325	5	m	m	PROPN
cana-617	325	6	,	,	PUNCT
cana-617	325	7	nasreen	nasreen	PROPN
cana-617	325	8	md	md	PROPN
cana-617	325	9	,	,	PUNCT
cana-617	325	10	and	and	CCONJ
cana-617	325	11	karanam	karanam	PROPN
cana-617	325	12	madhavi	madhavi	PROPN
cana-617	325	13	,	,	PUNCT
cana-617	325	14	”	"	PUNCT
cana-617	325	15	a	a	DET
cana-617	325	16	survey	survey	NOUN
cana-617	325	17	of	of	ADP
cana-617	325	18	ddos	ddos	NOUN
cana-617	325	19	attacks	attack	NOUN
cana-617	325	20	using	use	VERB
cana-617	325	21	machine	machine	NOUN
cana-617	325	22	learning	learn	VERB
cana-617	325	23	techniques	technique	NOUN
cana-617	325	24	”	"	PUNCT
cana-617	325	25	,	,	PUNCT
cana-617	325	26	e3s	e3s	PROPN
cana-617	325	27	web	web	NOUN
cana-617	325	28	of	of	ADP
cana-617	325	29	conferences	conference	NOUN
cana-617	325	30	184	184	NUM
cana-617	325	31	,	,	PUNCT
cana-617	325	32	01052	01052	NUM
cana-617	325	33	(	(	PUNCT
cana-617	325	34	2020	2020	NUM
cana-617	325	35	)	)	PUNCT
cana-617	325	36	.	.	PUNCT
cana-617	326	1	[	[	X
cana-617	326	2	3	3	X
cana-617	326	3	]	]	X
cana-617	326	4	jiangtao	jiangtao	PROPN
cana-617	326	5	pei	pei	PROPN
cana-617	326	6	,	,	PUNCT
cana-617	326	7	yunli	yunli	PROPN
cana-617	326	8	chen	chen	PROPN
cana-617	326	9	,	,	PUNCT
cana-617	326	10	wei	wei	PROPN
cana-617	326	11	ji	ji	PROPN
cana-617	326	12	,	,	PUNCT
cana-617	326	13	“	"	PUNCT
cana-617	326	14	a	a	DET
cana-617	326	15	ddos	ddos	NOUN
cana-617	326	16	attack	attack	NOUN
cana-617	326	17	detection	detection	NOUN
cana-617	326	18	method	method	NOUN
cana-617	326	19	based	base	VERB
cana-617	326	20	on	on	ADP
cana-617	326	21	machine	machine	NOUN
cana-617	326	22	learning	learning	NOUN
cana-617	326	23	”	"	PUNCT
cana-617	326	24	,	,	PUNCT
cana-617	326	25	iop	iop	PROPN
cana-617	326	26	conf	conf	NOUN
cana-617	326	27	.	.	PUNCT
cana-617	327	1	series	series	PROPN
cana-617	327	2	:	:	PUNCT
cana-617	327	3	journal	journal	PROPN
cana-617	327	4	of	of	ADP
cana-617	327	5	physics	physics	PROPN
cana-617	327	6	:	:	PUNCT
cana-617	327	7	conf	conf	PROPN
cana-617	327	8	.	.	PUNCT
cana-617	328	1	series	series	PROPN
cana-617	328	2	1237	1237	NUM
cana-617	328	3	(	(	PUNCT
cana-617	328	4	2019	2019	NUM
cana-617	328	5	)	)	PUNCT
cana-617	328	6	032040	032040	NUM
cana-617	328	7	.	.	PUNCT
cana-617	329	1	communications	communication	NOUN
cana-617	329	2	on	on	ADP
cana-617	329	3	applied	apply	VERB
cana-617	329	4	nonlinear	nonlinear	ADJ
cana-617	329	5	analysis	analysis	NOUN
cana-617	329	6	issn	issn	NOUN
cana-617	329	7	:	:	PUNCT
cana-617	329	8	1074	1074	NUM
cana-617	329	9	-	-	PUNCT
cana-617	329	10	133x	133x	NUM
cana-617	329	11	vol	vol	NOUN
cana-617	329	12	31	31	NUM
cana-617	329	13	no	no	NOUN
cana-617	329	14	.	.	PUNCT
cana-617	330	1	2s	2s	NUM
cana-617	330	2	(	(	PUNCT
cana-617	330	3	2024	2024	NUM
cana-617	330	4	)	)	PUNCT
cana-617	330	5	162	162	NUM
cana-617	330	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-617	331	1	[	[	X
cana-617	331	2	4	4	NUM
cana-617	331	3	]	]	PUNCT
cana-617	331	4	swathi	swathi	NOUN
cana-617	331	5	sambangi	sambangi	X
cana-617	331	6	*	*	PUNCT
cana-617	331	7	and	and	CCONJ
cana-617	331	8	lakshmeeswari	lakshmeeswari	ADJ
cana-617	331	9	gondi	gondi	NOUN
cana-617	331	10	,	,	PUNCT
cana-617	331	11	”	"	PUNCT
cana-617	331	12	a	a	DET
cana-617	331	13	machine	machine	NOUN
cana-617	331	14	learning	learn	VERB
cana-617	331	15	approach	approach	NOUN
cana-617	331	16	for	for	ADP
cana-617	331	17	ddos	ddos	NOUN
cana-617	331	18	(	(	PUNCT
cana-617	331	19	distributed	distribute	VERB
cana-617	331	20	denial	denial	NOUN
cana-617	331	21	of	of	ADP
cana-617	331	22	service	service	NOUN
cana-617	331	23	)	)	PUNCT
cana-617	331	24	attack	attack	NOUN
cana-617	331	25	detection	detection	NOUN
cana-617	331	26	using	use	VERB
cana-617	331	27	multiple	multiple	ADJ
cana-617	331	28	linear	linear	ADJ
cana-617	331	29	regression	regression	NOUN
cana-617	331	30	”	"	PUNCT
cana-617	331	31	,	,	PUNCT
cana-617	331	32	25	25	NUM
cana-617	331	33	december	december	PROPN
cana-617	331	34	2020	2020	NUM
cana-617	331	35	.	.	PUNCT
cana-617	332	1	[	[	X
cana-617	332	2	5	5	NUM
cana-617	332	3	]	]	X
cana-617	332	4	tuğba	tuğba	NOUN
cana-617	332	5	aytaç	aytaç	PROPN
cana-617	332	6	,	,	PUNCT
cana-617	332	7	muhammed	muhammed	PROPN
cana-617	332	8	ali	ali	PROPN
cana-617	332	9	aydın	aydın	PROPN
cana-617	332	10	,	,	PUNCT
cana-617	332	11	abdül	abdül	PROPN
cana-617	332	12	halim	halim	PROPN
cana-617	332	13	zaim	zaim	PROPN
cana-617	332	14	,	,	PUNCT
cana-617	332	15	”	"	PUNCT
cana-617	332	16	detection	detection	NOUN
cana-617	332	17	ddos	ddo	NOUN
cana-617	332	18	attacks	attack	NOUN
cana-617	332	19	using	use	VERB
cana-617	332	20	machine	machine	NOUN
cana-617	332	21	learning	learning	NOUN
cana-617	332	22	methods	method	NOUN
cana-617	332	23	”	"	PUNCT
cana-617	332	24	,	,	PUNCT
cana-617	332	25	electrica	electrica	PROPN
cana-617	332	26	,	,	PUNCT
cana-617	332	27	2020	2020	NUM
cana-617	332	28	;	;	PUNCT
cana-617	332	29	20(2	20(2	NUM
cana-617	332	30	):	):	PUNCT
cana-617	332	31	159	159	NUM
cana-617	332	32	-	-	SYM
cana-617	332	33	167	167	NUM
cana-617	332	34	.	.	PUNCT
cana-617	333	1	[	[	X
cana-617	333	2	6	6	NUM
cana-617	333	3	]	]	SYM
cana-617	333	4	damienwarren	damienwarren	PROPN
cana-617	333	5	fernando	fernando	PROPN
cana-617	333	6	,	,	PUNCT
cana-617	333	7	nikos	nikos	PROPN
cana-617	333	8	komninos	komninos	PROPN
cana-617	333	9	and	and	CCONJ
cana-617	333	10	thomas	thomas	PROPN
cana-617	333	11	chen	chen	PROPN
cana-617	333	12	,	,	PUNCT
cana-617	333	13	”	"	PUNCT
cana-617	333	14	a	a	DET
cana-617	333	15	study	study	NOUN
cana-617	333	16	on	on	ADP
cana-617	333	17	the	the	DET
cana-617	333	18	evolution	evolution	NOUN
cana-617	333	19	of	of	ADP
cana-617	333	20	ransomware	ransomware	NOUN
cana-617	333	21	detection	detection	NOUN
cana-617	333	22	using	use	VERB
cana-617	333	23	machine	machine	NOUN
cana-617	333	24	learning	learning	NOUN
cana-617	333	25	and	and	CCONJ
cana-617	333	26	deep	deep	ADJ
cana-617	333	27	learning	learning	NOUN
cana-617	333	28	techniques	technique	NOUN
cana-617	333	29	”	"	PUNCT
cana-617	333	30	,	,	PUNCT
cana-617	333	31	iot	iot	PROPN
cana-617	333	32	2020	2020	NUM
cana-617	333	33	,	,	PUNCT
cana-617	333	34	1	1	NUM
cana-617	333	35	,	,	PUNCT
cana-617	333	36	551–604	551–604	NUM
cana-617	333	37	;	;	PUNCT
cana-617	333	38	doi:10.3390	doi:10.3390	NOUN
cana-617	333	39	/	/	SYM
cana-617	333	40	iot1020030	iot1020030	NOUN
cana-617	334	1	[	[	X
cana-617	334	2	7	7	NUM
cana-617	334	3	]	]	PUNCT
cana-617	334	4	urooj	urooj	NOUN
cana-617	334	5	,	,	PUNCT
cana-617	334	6	u.	u.	PROPN
cana-617	334	7	;	;	PUNCT
cana-617	334	8	al	al	PROPN
cana-617	334	9	-	-	PUNCT
cana-617	334	10	rimy	rimy	PROPN
cana-617	334	11	,	,	PUNCT
cana-617	334	12	b.a.s	b.a.s	PROPN
cana-617	334	13	.	.	PUNCT
cana-617	334	14	;	;	PUNCT
cana-617	335	1	zainal	zainal	PROPN
cana-617	335	2	,	,	PUNCT
cana-617	335	3	a.	a.	NOUN
cana-617	335	4	;	;	PUNCT
cana-617	335	5	ghaleb	ghaleb	NOUN
cana-617	335	6	,	,	PUNCT
cana-617	335	7	f.a	f.a	PROPN
cana-617	335	8	.	.	PROPN
cana-617	335	9	;	;	PUNCT
cana-617	335	10	rassam	rassam	NOUN
cana-617	335	11	,	,	PUNCT
cana-617	335	12	m.a	m.a	PROPN
cana-617	335	13	.	.	PROPN
cana-617	335	14	ransomware	ransomware	NOUN
cana-617	335	15	detection	detection	NOUN
cana-617	335	16	using	use	VERB
cana-617	335	17	the	the	DET
cana-617	335	18	dynamic	dynamic	ADJ
cana-617	335	19	analysis	analysis	NOUN
cana-617	335	20	and	and	CCONJ
cana-617	335	21	machine	machine	NOUN
cana-617	335	22	learning	learning	NOUN
cana-617	335	23	:	:	PUNCT
cana-617	335	24	a	a	DET
cana-617	335	25	survey	survey	NOUN
cana-617	335	26	and	and	CCONJ
cana-617	335	27	research	research	NOUN
cana-617	335	28	directions	direction	NOUN
cana-617	335	29	.	.	PUNCT
cana-617	336	1	appl	appl	PROPN
cana-617	336	2	.	.	PUNCT
cana-617	337	1	sci	sci	PROPN
cana-617	337	2	.	.	PROPN
cana-617	337	3	2022	2022	NUM
cana-617	337	4	,	,	PUNCT
cana-617	337	5	12	12	NUM
cana-617	337	6	,	,	PUNCT
cana-617	337	7	172	172	NUM
cana-617	337	8	.	.	PUNCT
cana-617	338	1	https://doi.org/10.3390/	https://doi.org/10.3390/	PROPN
cana-617	338	2	app12010172	app12010172	NOUN
cana-617	338	3	.	.	PUNCT
cana-617	339	1	[	[	X
cana-617	339	2	8	8	NUM
cana-617	339	3	]	]	X
cana-617	339	4	craig	craig	PROPN
cana-617	339	5	beaman	beaman	PROPN
cana-617	339	6	,	,	PUNCT
cana-617	339	7	ashley	ashley	PROPN
cana-617	339	8	barkworth	barkworth	PROPN
cana-617	339	9	,	,	PUNCT
cana-617	339	10	toluwalope	toluwalope	NOUN
cana-617	339	11	david	david	PROPN
cana-617	339	12	akande	akande	PROPN
cana-617	339	13	,	,	PUNCT
cana-617	339	14	saqib	saqib	PROPN
cana-617	339	15	hakak	hakak	PROPN
cana-617	339	16	,	,	PUNCT
cana-617	339	17	muhammad	muhammad	PROPN
cana-617	339	18	khurram	khurram	PROPN
cana-617	339	19	khan	khan	PROPN
cana-617	339	20	,	,	PUNCT
cana-617	339	21	”	"	PUNCT
cana-617	339	22	ransomware	ransomware	NOUN
cana-617	339	23	:	:	PUNCT
cana-617	339	24	recent	recent	ADJ
cana-617	339	25	advances	advance	NOUN
cana-617	339	26	,	,	PUNCT
cana-617	339	27	analysis	analysis	NOUN
cana-617	339	28	,	,	PUNCT
cana-617	339	29	challenges	challenge	NOUN
cana-617	339	30	and	and	CCONJ
cana-617	339	31	future	future	ADJ
cana-617	339	32	research	research	NOUN
cana-617	339	33	directions	direction	NOUN
cana-617	339	34	”	"	PUNCT
cana-617	339	35	,	,	PUNCT
cana-617	339	36	24	24	NUM
cana-617	339	37	september	september	PROPN
cana-617	339	38	2021	2021	NUM
cana-617	339	39	.	.	PUNCT
cana-617	340	1	[	[	X
cana-617	340	2	9	9	NUM
cana-617	340	3	]	]	X
cana-617	340	4	khattab	khattab	NOUN
cana-617	340	5	m	m	PROPN
cana-617	340	6	,	,	PUNCT
cana-617	340	7	sangpachatanaruk	sangpachatanaruk	PROPN
cana-617	340	8	c	c	X
cana-617	340	9	,	,	PUNCT
cana-617	340	10	mosse	mosse	PROPN
cana-617	340	11	d	d	PROPN
cana-617	340	12	,	,	PUNCT
cana-617	340	13	melhemr	melhemr	NOUN
cana-617	340	14	,	,	PUNCT
cana-617	340	15	znati	znati	PROPN
cana-617	340	16	t.	t.	NOUN
cana-617	340	17	roaming	roaming	NOUN
cana-617	340	18	honeypots	honeypot	NOUN
cana-617	340	19	formitigating	formitigate	VERB
cana-617	340	20	service	service	NOUN
cana-617	340	21	-	-	PUNCT
cana-617	340	22	level	level	NOUN
cana-617	340	23	denial	denial	NOUN
cana-617	340	24	-	-	PUNCT
cana-617	340	25	of	of	ADP
cana-617	340	26	-	-	PUNCT
cana-617	340	27	service	service	NOUN
cana-617	340	28	attacks	attack	NOUN
cana-617	340	29	.	.	PUNCT
cana-617	341	1	in	in	ADP
cana-617	341	2	:	:	PUNCT
cana-617	341	3	proceedings	proceeding	NOUN
cana-617	341	4	of	of	ADP
cana-617	341	5	the	the	DET
cana-617	341	6	ieee	ieee	NOUN
cana-617	341	7	24th	24th	NOUN
cana-617	341	8	international	international	ADJ
cana-617	341	9	conference	conference	NOUN
cana-617	341	10	on	on	ADP
cana-617	341	11	distributed	distribute	VERB
cana-617	341	12	computing	computing	NOUN
cana-617	341	13	systemsmarch	systemsmarch	NOUN
cana-617	341	14	,	,	PUNCT
cana-617	341	15	p.	p.	PROPN
cana-617	341	16	328–37	328–37	NUM
cana-617	341	17	,	,	PUNCT
cana-617	341	18	2004	2004	NUM
cana-617	341	19	.	.	PUNCT
cana-617	342	1	[	[	X
cana-617	342	2	10	10	NUM
cana-617	342	3	]	]	PUNCT
cana-617	342	4	krawetz	krawetz	ADJ
cana-617	342	5	n.	n.	PROPN
cana-617	342	6	anti	anti	ADJ
cana-617	342	7	-	-	ADJ
cana-617	342	8	honeypot	honeypot	ADJ
cana-617	342	9	technology	technology	NOUN
cana-617	342	10	.	.	PUNCT
cana-617	343	1	ieee	ieee	PROPN
cana-617	343	2	security	security	PROPN
cana-617	343	3	&	&	CCONJ
cana-617	343	4	privacy	privacy	PROPN
cana-617	343	5	magazine	magazine	PROPN
cana-617	343	6	,	,	PUNCT
cana-617	343	7	vol	vol	NOUN
cana-617	343	8	.	.	PUNCT
cana-617	343	9	2(1	2(1	NUM
cana-617	343	10	)	)	PUNCT
cana-617	343	11	,	,	PUNCT
cana-617	343	12	pp	pp	ADP
cana-617	343	13	.	.	PUNCT
cana-617	344	1	76–9	76–9	NUM
cana-617	344	2	,	,	PUNCT
cana-617	344	3	2004	2004	NUM
cana-617	344	4	.	.	PUNCT
cana-617	345	1	[	[	X
cana-617	345	2	11	11	NUM
cana-617	345	3	]	]	X
cana-617	345	4	kuwatly	kuwatly	ADV
cana-617	345	5	i	i	PRON
cana-617	345	6	,	,	PUNCT
cana-617	345	7	sraj	sraj	PROPN
cana-617	345	8	m	m	PROPN
cana-617	345	9	,	,	PUNCT
cana-617	345	10	al	al	PROPN
cana-617	345	11	-	-	PUNCT
cana-617	345	12	masri	masri	PROPN
cana-617	345	13	z	z	PROPN
cana-617	345	14	,	,	PUNCT
cana-617	345	15	artail	artail	PROPN
cana-617	345	16	h.	h.	PROPN
cana-617	346	1	a	a	DET
cana-617	346	2	dynamic	dynamic	ADJ
cana-617	346	3	honeypot	honeypot	NOUN
cana-617	346	4	design	design	NOUN
cana-617	346	5	for	for	ADP
cana-617	346	6	intrusion	intrusion	NOUN
cana-617	346	7	detection	detection	NOUN
cana-617	346	8	.	.	PUNCT
cana-617	347	1	in	in	ADP
cana-617	347	2	:	:	PUNCT
cana-617	347	3	proceedings	proceeding	NOUN
cana-617	347	4	of	of	ADP
cana-617	347	5	ieee	ieee	NOUN
cana-617	347	6	/	/	SYM
cana-617	347	7	acs	acs	PROPN
cana-617	347	8	international	international	ADJ
cana-617	347	9	conference	conference	NOUN
cana-617	347	10	on	on	ADP
cana-617	347	11	pervasive	pervasive	ADJ
cana-617	347	12	services	service	NOUN
cana-617	347	13	,	,	PUNCT
cana-617	347	14	p.	p.	PROPN
cana-617	347	15	95–104	95–104	PROPN
cana-617	347	16	,	,	PUNCT
cana-617	347	17	july	july	PROPN
cana-617	347	18	2004	2004	NUM
cana-617	347	19	.	.	PUNCT
cana-617	348	1	[	[	X
cana-617	348	2	14	14	NUM
cana-617	348	3	]	]	X
cana-617	348	4	lok	lok	PROPN
cana-617	348	5	kwong	kwong	PROPN
cana-617	348	6	yan	yan	PROPN
cana-617	348	7	.	.	PUNCT
cana-617	349	1	“	"	PUNCT
cana-617	349	2	virtual	virtual	ADJ
cana-617	349	3	honeynetsrevisited	honeynetsrevisite	VERB
cana-617	349	4	,	,	PUNCT
cana-617	349	5	”	"	PUNCT
cana-617	349	6	information	information	NOUN
cana-617	349	7	assurance	assurance	NOUN
cana-617	349	8	workshop	workshop	NOUN
cana-617	349	9	,	,	PUNCT
cana-617	349	10	pp	pp	ADV
cana-617	349	11	232	232	NUM
cana-617	349	12	-	-	SYM
cana-617	349	13	239	239	NUM
cana-617	349	14	,	,	PUNCT
cana-617	349	15	2005	2005	NUM
cana-617	349	16	.	.	PUNCT
cana-617	350	1	[	[	X
cana-617	350	2	12	12	NUM
cana-617	350	3	]	]	X
cana-617	350	4	omid	omid	PROPN
cana-617	350	5	mahdi	mahdi	PROPN
cana-617	350	6	ebadati	ebadati	PROPN
cana-617	350	7	e.	e.	PROPN
cana-617	350	8	,	,	PUNCT
cana-617	350	9	kaur	kaur	PROPN
cana-617	350	10	h.	h.	PROPN
cana-617	350	11	,	,	PUNCT
cana-617	350	12	alam	alam	PROPN
cana-617	350	13	a.m.	a.m.	ADV
cana-617	350	14	,	,	PUNCT
cana-617	350	15	“	"	PUNCT
cana-617	350	16	a	a	DET
cana-617	350	17	secure	secure	ADJ
cana-617	350	18	confidence	confidence	NOUN
cana-617	350	19	routing	routing	NOUN
cana-617	350	20	mechanism	mechanism	NOUN
cana-617	350	21	using	use	VERB
cana-617	350	22	networkbased	networkbased	ADJ
cana-617	350	23	intrusion	intrusion	NOUN
cana-617	350	24	detection	detection	NOUN
cana-617	350	25	systems	system	NOUN
cana-617	350	26	”	"	PUNCT
cana-617	350	27	,	,	PUNCT
cana-617	350	28	ols	ol	NOUN
cana-617	350	29	journal	journal	NOUN
cana-617	350	30	of	of	ADP
cana-617	350	31	wireless	wireless	ADJ
cana-617	350	32	information	information	NOUN
cana-617	350	33	networks	network	NOUN
cana-617	350	34	&	&	CCONJ
cana-617	350	35	business	business	NOUN
cana-617	350	36	information	information	NOUN
cana-617	350	37	system	system	NOUN
cana-617	350	38	,	,	PUNCT
cana-617	350	39	open	open	ADJ
cana-617	350	40	learning	learn	VERB
cana-617	350	41	society	society	NOUN
cana-617	350	42	,	,	PUNCT
cana-617	350	43	nepal	nepal	ADJ
cana-617	350	44	,	,	PUNCT
cana-617	350	45	pp	pp	ADJ
cana-617	350	46	.	.	PUNCT
cana-617	350	47	83	83	NUM
cana-617	350	48	–	–	PUNCT
cana-617	350	49	93	93	NUM
cana-617	350	50	,	,	PUNCT
cana-617	350	51	2010	2010	NUM
cana-617	350	52	.	.	PUNCT
cana-617	351	1	[	[	X
cana-617	351	2	13	13	NUM
cana-617	351	3	]	]	X
cana-617	351	4	teo	teo	PROPN
cana-617	351	5	l	l	PROPN
cana-617	351	6	,	,	PUNCT
cana-617	351	7	sun	sun	NOUN
cana-617	351	8	a	a	PRON
cana-617	351	9	,	,	PUNCT
cana-617	351	10	ahnj	ahnj	ADJ
cana-617	351	11	.	.	PUNCT
cana-617	352	1	defeating	defeat	VERB
cana-617	352	2	internet	internet	NOUN
cana-617	352	3	attacks	attack	NOUN
cana-617	352	4	using	use	VERB
cana-617	352	5	risk	risk	NOUN
cana-617	352	6	awareness	awareness	NOUN
cana-617	352	7	and	and	CCONJ
cana-617	352	8	active	active	ADJ
cana-617	352	9	honeypots	honeypot	NOUN
cana-617	352	10	.	.	PUNCT
cana-617	353	1	in	in	ADP
cana-617	353	2	:	:	PUNCT
cana-617	353	3	proceedings	proceeding	NOUN
cana-617	353	4	of	of	ADP
cana-617	353	5	the	the	DET
cana-617	353	6	second	second	ADJ
cana-617	353	7	ieee	ieee	NOUN
cana-617	353	8	international	international	ADJ
cana-617	353	9	information	information	NOUN
cana-617	353	10	assurance	assurance	NOUN
cana-617	353	11	workshop	workshop	NOUN
cana-617	353	12	,	,	PUNCT
cana-617	353	13	p.p	p.p	PROPN
cana-617	353	14	.	.	NOUN
cana-617	353	15	155–67	155–67	NOUN
cana-617	353	16	,	,	PUNCT
cana-617	353	17	april	april	PROPN
cana-617	353	18	2004	2004	NUM
cana-617	353	19	.	.	PUNCT
cana-617	354	1	virtual	virtual	ADJ
cana-617	354	2	pc	pc	NOUN
cana-617	354	3	,	,	PUNCT
cana-617	354	4	http://www.microsoft.com/windows/products/win	http://www.microsoft.com/windows/products/win	NOUN
cana-617	354	5	family	family	NOUN
cana-617	354	6	/	/	SYM
cana-617	354	7	virtualpc/	virtualpc/	NUM
cana-617	354	8	default.mspx	default.mspx	NUM
cana-617	354	9	,	,	PUNCT
cana-617	354	10	2008	2008	NUM
cana-617	354	11	.	.	PUNCT
cana-617	355	1	[	[	X
cana-617	355	2	14	14	NUM
cana-617	355	3	]	]	PUNCT
cana-617	355	4	weiler	weiler	PROPN
cana-617	355	5	n.	n.	NOUN
cana-617	355	6	honeypots	honeypot	NOUN
cana-617	355	7	for	for	ADP
cana-617	355	8	distributed	distribute	VERB
cana-617	355	9	denial	denial	NOUN
cana-617	355	10	of	of	ADP
cana-617	355	11	service	service	NOUN
cana-617	355	12	attacks	attack	NOUN
cana-617	355	13	.	.	PUNCT
cana-617	356	1	in	in	ADP
cana-617	356	2	:	:	PUNCT
cana-617	356	3	proceedings	proceeding	NOUN
cana-617	356	4	of	of	ADP
cana-617	356	5	the	the	DET
cana-617	356	6	11th	11th	ADJ
cana-617	356	7	ieee	ieee	NOUN
cana-617	356	8	international	international	ADJ
cana-617	356	9	workshop	workshop	NOUN
cana-617	356	10	on	on	ADP
cana-617	356	11	enabling	enable	VERB
cana-617	356	12	technologies	technology	NOUN
cana-617	356	13	:	:	PUNCT
cana-617	356	14	infrastructure	infrastructure	NOUN
cana-617	356	15	for	for	ADP
cana-617	356	16	collaborative	collaborative	ADJ
cana-617	356	17	enterprises	enterprise	NOUN
cana-617	356	18	(	(	PUNCT
cana-617	356	19	wetice’02	wetice’02	PROPN
cana-617	356	20	)	)	PUNCT
cana-617	356	21	june	june	PROPN
cana-617	356	22	2002	2002	NUM
cana-617	356	23	.	.	PUNCT
cana-617	357	1	[	[	X
cana-617	357	2	15	15	NUM
cana-617	357	3	]	]	X
cana-617	357	4	yeldi	yeldi	NOUN
cana-617	357	5	s.	s.	PROPN
cana-617	357	6	,	,	PUNCT
cana-617	357	7	gupta	gupta	PROPN
cana-617	357	8	s.	s.	PROPN
cana-617	357	9	,	,	PUNCT
cana-617	357	10	ganacharya	ganacharya	ADJ
cana-617	357	11	t.	t.	PROPN
cana-617	357	12	,	,	PUNCT
cana-617	357	13	doshi	doshi	PROPN
cana-617	357	14	s.	s.	PROPN
cana-617	357	15	,	,	PUNCT
cana-617	357	16	bahirat	bahirat	PROPN
cana-617	357	17	d.	d.	PROPN
cana-617	357	18	,	,	PUNCT
cana-617	357	19	ingle	ingle	PROPN
cana-617	357	20	r.	r.	PROPN
cana-617	357	21	,	,	PUNCT
cana-617	357	22	et	et	PROPN
cana-617	357	23	-	-	PUNCT
cana-617	357	24	al	al	PROPN
cana-617	357	25	.	.	PUNCT
cana-617	357	26	enhancing	enhance	VERB
cana-617	357	27	network	network	NOUN
cana-617	357	28	intrusion	intrusion	NOUN
cana-617	357	29	detection	detection	NOUN
cana-617	357	30	system	system	NOUN
cana-617	357	31	with	with	ADP
cana-617	357	32	honeypot	honeypot	NOUN
cana-617	357	33	.	.	PUNCT
cana-617	358	1	conference	conference	NOUN
cana-617	358	2	on	on	ADP
cana-617	358	3	convergent	convergent	NOUN
cana-617	358	4	technologies	technology	NOUN
cana-617	358	5	for	for	ADP
cana-617	358	6	asiapacific	asiapacific	ADJ
cana-617	358	7	region	region	NOUN
cana-617	358	8	tencon	tencon	NOUN
cana-617	358	9	2003	2003	NUM
cana-617	358	10	,	,	PUNCT
cana-617	358	11	p.	p.	NOUN
cana-617	358	12	1521–6	1521–6	NUM
cana-617	358	13	,	,	PUNCT
cana-617	358	14	october	october	PROPN
cana-617	358	15	2003	2003	NUM
cana-617	358	16	.	.	PUNCT
cana-617	359	1	[	[	X
cana-617	359	2	16	16	NUM
cana-617	359	3	]	]	X
cana-617	359	4	faizan	faizan	PROPN
cana-617	359	5	ullah	ullah	PROPN
cana-617	359	6	,	,	PUNCT
cana-617	359	7	qaisar	qaisar	PROPN
cana-617	359	8	javaid	javaid	PROPN
cana-617	359	9	,	,	PUNCT
cana-617	359	10	abdu	abdu	PROPN
cana-617	359	11	salam	salam	PROPN
cana-617	359	12	,	,	PUNCT
cana-617	359	13	masoodahmad	masoodahmad	PROPN
cana-617	359	14	,	,	PUNCT
cana-617	359	15	nadeemsarwar	nadeemsarwar	NOUN
cana-617	359	16	,	,	PUNCT
cana-617	359	17	dilawar	dilawar	ADJ
cana-617	359	18	shah	shah	NOUN
cana-617	359	19	,	,	PUNCT
cana-617	359	20	and	and	CCONJ
cana-617	359	21	muhammad	muhammad	PROPN
cana-617	359	22	abrar	abrar	PROPN
cana-617	359	23	,	,	PUNCT
cana-617	359	24	”	"	PUNCT
cana-617	359	25	modified	modify	VERB
cana-617	359	26	decision	decision	NOUN
cana-617	359	27	tree	tree	NOUN
cana-617	359	28	technique	technique	NOUN
cana-617	359	29	for	for	ADP
cana-617	359	30	ransomware	ransomware	NOUN
cana-617	359	31	detection	detection	NOUN
cana-617	359	32	at	at	ADP
cana-617	359	33	runtime	runtime	NOUN
cana-617	359	34	through	through	ADP
cana-617	359	35	api	api	NOUN
cana-617	359	36	calls	call	NOUN
cana-617	359	37	”	"	PUNCT
cana-617	359	38	,	,	PUNCT
cana-617	359	39	1	1	NUM
cana-617	359	40	august	august	PROPN
cana-617	359	41	2020	2020	NUM
cana-617	359	42	.	.	PUNCT
cana-617	360	1	[	[	X
cana-617	360	2	17	17	NUM
cana-617	360	3	]	]	X
cana-617	360	4	samuel	samuel	PROPN
cana-617	360	5	egunjobi	egunjobi	PROPN
cana-617	360	6	,	,	PUNCT
cana-617	360	7	simon	simon	PROPN
cana-617	360	8	parkinson	parkinson	NOUN
cana-617	360	9	,	,	PUNCT
cana-617	360	10	and	and	CCONJ
cana-617	360	11	andrew	andrew	PROPN
cana-617	360	12	crampton	crampton	PROPN
cana-617	360	13	,	,	PUNCT
cana-617	360	14	”	"	PUNCT
cana-617	360	15	classifying	classify	VERB
cana-617	360	16	ransomware	ransomware	NOUN
cana-617	360	17	using	use	VERB
cana-617	360	18	machine	machine	NOUN
cana-617	360	19	learning	learn	VERB
cana-617	360	20	algorithms	algorithm	NOUN
cana-617	360	21	”	"	PUNCT
cana-617	360	22	,	,	PUNCT
cana-617	360	23	department	department	NOUN
cana-617	360	24	of	of	ADP
cana-617	360	25	computer	computer	NOUN
cana-617	360	26	science	science	NOUN
cana-617	360	27	,	,	PUNCT
cana-617	360	28	school	school	NOUN
cana-617	360	29	of	of	ADP
cana-617	360	30	computing	computing	NOUN
cana-617	360	31	and	and	CCONJ
cana-617	360	32	engineering	engineering	NOUN
cana-617	360	33	,	,	PUNCT
cana-617	360	34	university	university	NOUN
cana-617	360	35	of	of	ADP
cana-617	360	36	hudders	hudder	NOUN
cana-617	360	37	eld	eld	VERB
cana-617	360	38	,	,	PUNCT
cana-617	360	39	queensgate	queensgate	ADV
cana-617	360	40	,	,	PUNCT
cana-617	360	41	hudderseld	hudderseld	VERB
cana-617	360	42	hd1	hd1	NOUN
cana-617	360	43	3dh	3dh	NOUN
cana-617	360	44	,	,	PUNCT
cana-617	360	45	uk	uk	PROPN
cana-617	360	46	.	.	PUNCT