id	sid	tid	token	lemma	pos
alkej-137	1	1	رنا	رنا	PROPN
alkej-137	1	2	ضياء	ضياء	NOUN
alkej-137	1	3	al	al	PROPN
alkej-137	1	4	-	-	PUNCT
alkej-137	1	5	khwarizmi	khwarizmi	PROPN
alkej-137	1	6	engineering	engineering	PROPN
alkej-137	1	7	journal	journal	PROPN
alkej-137	1	8	al	al	PROPN
alkej-137	1	9	-	-	PUNCT
alkej-137	1	10	khwarizmi	khwarizmi	PROPN
alkej-137	1	11	engineering	engineering	NOUN
alkej-137	1	12	journal	journal	PROPN
alkej-137	1	13	,	,	PUNCT
alkej-137	1	14	vol	vol	NOUN
alkej-137	1	15	.	.	PROPN
alkej-137	1	16	8	8	NUM
alkej-137	1	17	,	,	PUNCT
alkej-137	1	18	no	no	INTJ
alkej-137	1	19	.	.	NOUN
alkej-137	1	20	3	3	NUM
alkej-137	1	21	,	,	PUNCT
alkej-137	1	22	pp	pp	ADV
alkej-137	1	23	40	40	NUM
alkej-137	1	24	52	52	NUM
alkej-137	1	25	(	(	PUNCT
alkej-137	1	26	2012	2012	NUM
alkej-137	1	27	)	)	PUNCT
alkej-137	1	28	design	design	VERB
alkej-137	1	29	a	a	DET
alkej-137	1	30	security	security	NOUN
alkej-137	1	31	network	network	NOUN
alkej-137	1	32	system	system	NOUN
alkej-137	1	33	against	against	ADP
alkej-137	1	34	internet	internet	NOUN
alkej-137	1	35	worms	worm	NOUN
alkej-137	1	36	rana	rana	PROPN
alkej-137	2	1	dhia'a	dhia'a	PROPN
alkej-137	2	2	abdu	abdu	PROPN
alkej-137	2	3	-	-	PUNCT
alkej-137	2	4	aljabar	aljabar	PROPN
alkej-137	2	5	department	department	NOUN
alkej-137	2	6	of	of	ADP
alkej-137	2	7	information	information	NOUN
alkej-137	2	8	and	and	CCONJ
alkej-137	2	9	communication	communication	NOUN
alkej-137	2	10	engineering/	engineering/	NUM
alkej-137	2	11	college	college	NOUN
alkej-137	2	12	of	of	ADP
alkej-137	2	13	information	information	NOUN
alkej-137	2	14	engineering/	engineering/	NUM
alkej-137	2	15	university	university	NOUN
alkej-137	2	16	of	of	ADP
alkej-137	2	17	al	al	PROPN
alkej-137	2	18	-	-	PUNCT
alkej-137	2	19	nahrain	nahrain	PROPN
alkej-137	2	20	(	(	PUNCT
alkej-137	2	21	received	receive	VERB
alkej-137	2	22	5	5	NUM
alkej-137	2	23	september	september	PROPN
alkej-137	2	24	2011	2011	NUM
alkej-137	2	25	;	;	PUNCT
alkej-137	2	26	accepted	accept	VERB
alkej-137	2	27	4	4	NUM
alkej-137	2	28	march	march	NOUN
alkej-137	2	29	2012	2012	NUM
alkej-137	2	30	)	)	PUNCT
alkej-137	2	31	abstract	abstract	ADJ
alkej-137	2	32	active	active	ADJ
alkej-137	2	33	worms	worm	NOUN
alkej-137	2	34	have	have	AUX
alkej-137	2	35	posed	pose	VERB
alkej-137	2	36	a	a	DET
alkej-137	2	37	major	major	ADJ
alkej-137	2	38	security	security	NOUN
alkej-137	2	39	threat	threat	NOUN
alkej-137	2	40	to	to	ADP
alkej-137	2	41	the	the	DET
alkej-137	2	42	internet	internet	NOUN
alkej-137	2	43	,	,	PUNCT
alkej-137	2	44	and	and	CCONJ
alkej-137	2	45	many	many	ADJ
alkej-137	2	46	research	research	NOUN
alkej-137	2	47	efforts	effort	NOUN
alkej-137	2	48	have	have	AUX
alkej-137	2	49	focused	focus	VERB
alkej-137	2	50	on	on	ADP
alkej-137	2	51	them	they	PRON
alkej-137	2	52	.	.	PUNCT
alkej-137	3	1	this	this	DET
alkej-137	3	2	paper	paper	NOUN
alkej-137	3	3	is	be	AUX
alkej-137	3	4	interested	interested	ADJ
alkej-137	3	5	in	in	ADP
alkej-137	3	6	internet	internet	NOUN
alkej-137	3	7	worm	worm	NOUN
alkej-137	3	8	that	that	PRON
alkej-137	3	9	spreads	spread	VERB
alkej-137	3	10	via	via	ADP
alkej-137	3	11	tcp	tcp	NOUN
alkej-137	3	12	,	,	PUNCT
alkej-137	3	13	which	which	PRON
alkej-137	3	14	accounts	account	VERB
alkej-137	3	15	for	for	ADP
alkej-137	3	16	the	the	DET
alkej-137	3	17	majority	majority	NOUN
alkej-137	3	18	of	of	ADP
alkej-137	3	19	internet	internet	NOUN
alkej-137	3	20	traffic	traffic	NOUN
alkej-137	3	21	.	.	PUNCT
alkej-137	4	1	it	it	PRON
alkej-137	4	2	presents	present	VERB
alkej-137	4	3	an	an	DET
alkej-137	4	4	approach	approach	NOUN
alkej-137	4	5	that	that	PRON
alkej-137	4	6	use	use	VERB
alkej-137	4	7	a	a	DET
alkej-137	4	8	hybrid	hybrid	ADJ
alkej-137	4	9	solution	solution	NOUN
alkej-137	4	10	between	between	ADP
alkej-137	4	11	two	two	NUM
alkej-137	4	12	detection	detection	NOUN
alkej-137	4	13	algorithms	algorithm	NOUN
alkej-137	4	14	:	:	PUNCT
alkej-137	4	15	behavior	behavior	NOUN
alkej-137	4	16	base	base	NOUN
alkej-137	4	17	detection	detection	NOUN
alkej-137	4	18	and	and	CCONJ
alkej-137	4	19	signature	signature	NOUN
alkej-137	4	20	base	base	NOUN
alkej-137	4	21	detection	detection	NOUN
alkej-137	4	22	to	to	PART
alkej-137	4	23	have	have	VERB
alkej-137	4	24	the	the	DET
alkej-137	4	25	features	feature	NOUN
alkej-137	4	26	of	of	ADP
alkej-137	4	27	each	each	PRON
alkej-137	4	28	of	of	ADP
alkej-137	4	29	them	they	PRON
alkej-137	4	30	.	.	PUNCT
alkej-137	5	1	the	the	DET
alkej-137	5	2	aim	aim	NOUN
alkej-137	5	3	of	of	ADP
alkej-137	5	4	this	this	DET
alkej-137	5	5	study	study	NOUN
alkej-137	5	6	is	be	AUX
alkej-137	5	7	to	to	PART
alkej-137	5	8	have	have	VERB
alkej-137	5	9	a	a	DET
alkej-137	5	10	good	good	ADJ
alkej-137	5	11	solution	solution	NOUN
alkej-137	5	12	of	of	ADP
alkej-137	5	13	detecting	detect	VERB
alkej-137	5	14	worm	worm	NOUN
alkej-137	5	15	and	and	CCONJ
alkej-137	5	16	stealthy	stealthy	ADJ
alkej-137	5	17	worm	worm	NOUN
alkej-137	5	18	with	with	ADP
alkej-137	5	19	the	the	DET
alkej-137	5	20	feature	feature	NOUN
alkej-137	5	21	of	of	ADP
alkej-137	5	22	the	the	DET
alkej-137	5	23	speed	speed	NOUN
alkej-137	5	24	.	.	PUNCT
alkej-137	6	1	this	this	DET
alkej-137	6	2	proposal	proposal	NOUN
alkej-137	6	3	was	be	AUX
alkej-137	6	4	designed	design	VERB
alkej-137	6	5	in	in	ADP
alkej-137	6	6	distributed	distribute	VERB
alkej-137	6	7	collaborative	collaborative	ADJ
alkej-137	6	8	scheme	scheme	NOUN
alkej-137	6	9	based	base	VERB
alkej-137	6	10	on	on	ADP
alkej-137	6	11	the	the	DET
alkej-137	6	12	small	small	ADJ
alkej-137	6	13	-	-	PUNCT
alkej-137	6	14	world	world	NOUN
alkej-137	6	15	network	network	NOUN
alkej-137	6	16	model	model	NOUN
alkej-137	6	17	to	to	PART
alkej-137	6	18	effectively	effectively	ADV
alkej-137	6	19	improve	improve	VERB
alkej-137	6	20	the	the	DET
alkej-137	6	21	system	system	NOUN
alkej-137	6	22	performance	performance	NOUN
alkej-137	6	23	.	.	PUNCT
alkej-137	7	1	keywords	keyword	NOUN
alkej-137	7	2	:	:	PUNCT
alkej-137	7	3	worm	worm	NOUN
alkej-137	7	4	detection	detection	NOUN
alkej-137	7	5	,	,	PUNCT
alkej-137	7	6	behavior	behavior	NOUN
alkej-137	7	7	base	base	NOUN
alkej-137	7	8	,	,	PUNCT
alkej-137	7	9	signature	signature	NOUN
alkej-137	7	10	base	base	NOUN
alkej-137	7	11	,	,	PUNCT
alkej-137	7	12	signature	signature	NOUN
alkej-137	7	13	generation	generation	NOUN
alkej-137	7	14	.	.	PUNCT
alkej-137	8	1	1	1	X
alkej-137	8	2	.	.	X
alkej-137	8	3	introduction	introduction	NOUN
alkej-137	8	4	a	a	DET
alkej-137	8	5	computer	computer	NOUN
alkej-137	8	6	worm	worm	NOUN
alkej-137	8	7	is	be	AUX
alkej-137	8	8	a	a	DET
alkej-137	8	9	self	self	NOUN
alkej-137	8	10	-	-	PUNCT
alkej-137	8	11	replicating	replicate	VERB
alkej-137	8	12	computer	computer	NOUN
alkej-137	8	13	program	program	NOUN
alkej-137	8	14	.	.	PUNCT
alkej-137	9	1	it	it	PRON
alkej-137	9	2	uses	use	VERB
alkej-137	9	3	a	a	DET
alkej-137	9	4	network	network	NOUN
alkej-137	9	5	to	to	PART
alkej-137	9	6	send	send	VERB
alkej-137	9	7	copies	copy	NOUN
alkej-137	9	8	of	of	ADP
alkej-137	9	9	itself	itself	PRON
alkej-137	9	10	to	to	ADP
alkej-137	9	11	other	other	ADJ
alkej-137	9	12	computer	computer	NOUN
alkej-137	9	13	terminals	terminal	NOUN
alkej-137	9	14	on	on	ADP
alkej-137	9	15	the	the	DET
alkej-137	9	16	network	network	NOUN
alkej-137	9	17	and	and	CCONJ
alkej-137	9	18	it	it	PRON
alkej-137	9	19	may	may	AUX
alkej-137	9	20	do	do	VERB
alkej-137	9	21	so	so	ADV
alkej-137	9	22	without	without	ADP
alkej-137	9	23	any	any	DET
alkej-137	9	24	user	user	NOUN
alkej-137	9	25	intervention	intervention	NOUN
alkej-137	9	26	.	.	PUNCT
alkej-137	10	1	currently	currently	ADV
alkej-137	10	2	,	,	PUNCT
alkej-137	10	3	worms	worm	NOUN
alkej-137	10	4	are	be	AUX
alkej-137	10	5	serious	serious	ADJ
alkej-137	10	6	security	security	NOUN
alkej-137	10	7	threat	threat	NOUN
alkej-137	10	8	that	that	PRON
alkej-137	10	9	may	may	AUX
alkej-137	10	10	cause	cause	VERB
alkej-137	10	11	congestion	congestion	NOUN
alkej-137	10	12	in	in	ADP
alkej-137	10	13	the	the	DET
alkej-137	10	14	network	network	NOUN
alkej-137	10	15	which	which	PRON
alkej-137	10	16	leads	lead	VERB
alkej-137	10	17	to	to	ADP
alkej-137	10	18	large	large	ADJ
alkej-137	10	19	queuing	queuing	NOUN
alkej-137	10	20	delays	delay	NOUN
alkej-137	10	21	,	,	PUNCT
alkej-137	10	22	and	and	CCONJ
alkej-137	10	23	high	high	ADJ
alkej-137	10	24	packet	packet	NOUN
alkej-137	10	25	loss	loss	NOUN
alkej-137	10	26	.	.	PUNCT
alkej-137	11	1	since	since	SCONJ
alkej-137	11	2	code	code	NOUN
alkej-137	11	3	red	red	ADJ
alkej-137	11	4	and	and	CCONJ
alkej-137	11	5	nimda	nimda	NOUN
alkej-137	11	6	worms	worm	NOUN
alkej-137	11	7	were	be	AUX
alkej-137	11	8	spread	spread	VERB
alkej-137	11	9	in	in	ADP
alkej-137	11	10	2001	2001	NUM
alkej-137	11	11	,	,	PUNCT
alkej-137	11	12	epidemic	epidemic	NOUN
alkej-137	11	13	-	-	PUNCT
alkej-137	11	14	style	style	NOUN
alkej-137	11	15	attacks	attack	NOUN
alkej-137	11	16	have	have	AUX
alkej-137	11	17	caused	cause	VERB
alkej-137	11	18	huge	huge	ADJ
alkej-137	11	19	damages	damage	NOUN
alkej-137	11	20	.	.	PUNCT
alkej-137	12	1	the	the	DET
alkej-137	12	2	internet	internet	NOUN
alkej-137	12	3	is	be	AUX
alkej-137	12	4	an	an	DET
alkej-137	12	5	influential	influential	ADJ
alkej-137	12	6	function	function	NOUN
alkej-137	12	7	in	in	ADP
alkej-137	12	8	the	the	DET
alkej-137	12	9	economy	economy	NOUN
alkej-137	12	10	and	and	CCONJ
alkej-137	12	11	reckon	reckon	VERB
alkej-137	12	12	mainstay	mainstay	NOUN
alkej-137	12	13	to	to	ADP
alkej-137	12	14	the	the	DET
alkej-137	12	15	life	life	NOUN
alkej-137	12	16	.	.	PUNCT
alkej-137	13	1	once	once	SCONJ
alkej-137	13	2	the	the	DET
alkej-137	13	3	internet	internet	NOUN
alkej-137	13	4	is	be	AUX
alkej-137	13	5	broken	break	VERB
alkej-137	13	6	down	down	ADP
alkej-137	13	7	,	,	PUNCT
alkej-137	13	8	it	it	PRON
alkej-137	13	9	will	will	AUX
alkej-137	13	10	cause	cause	VERB
alkej-137	13	11	a	a	DET
alkej-137	13	12	huge	huge	ADJ
alkej-137	13	13	economic	economic	ADJ
alkej-137	13	14	loss	loss	NOUN
alkej-137	13	15	.	.	PUNCT
alkej-137	14	1	so	so	ADV
alkej-137	14	2	the	the	DET
alkej-137	14	3	worm	worm	NOUN
alkej-137	14	4	handling	handle	VERB
alkej-137	14	5	must	must	AUX
alkej-137	14	6	be	be	AUX
alkej-137	14	7	automatic	automatic	ADJ
alkej-137	14	8	in	in	ADP
alkej-137	14	9	order	order	NOUN
alkej-137	14	10	to	to	PART
alkej-137	14	11	have	have	AUX
alkej-137	14	12	any	any	DET
alkej-137	14	13	chance	chance	NOUN
alkej-137	14	14	of	of	ADP
alkej-137	14	15	success	success	NOUN
alkej-137	14	16	because	because	SCONJ
alkej-137	14	17	worms	worm	NOUN
alkej-137	14	18	spread	spread	VERB
alkej-137	14	19	too	too	ADV
alkej-137	14	20	fast	fast	ADV
alkej-137	14	21	[	[	X
alkej-137	14	22	1	1	NUM
alkej-137	14	23	]	]	PUNCT
alkej-137	14	24	.	.	PUNCT
alkej-137	15	1	the	the	DET
alkej-137	15	2	main	main	ADJ
alkej-137	15	3	difference	difference	NOUN
alkej-137	15	4	between	between	ADP
alkej-137	15	5	viruses	virus	NOUN
alkej-137	15	6	and	and	CCONJ
alkej-137	15	7	worms	worm	NOUN
alkej-137	15	8	is	be	AUX
alkej-137	15	9	the	the	DET
alkej-137	15	10	method	method	NOUN
alkej-137	15	11	in	in	ADP
alkej-137	15	12	which	which	PRON
alkej-137	15	13	they	they	PRON
alkej-137	15	14	reproduce	reproduce	VERB
alkej-137	15	15	and	and	CCONJ
alkej-137	15	16	spread	spread	VERB
alkej-137	15	17	.	.	PUNCT
alkej-137	16	1	a	a	DET
alkej-137	16	2	virus	virus	NOUN
alkej-137	16	3	is	be	AUX
alkej-137	16	4	dependent	dependent	ADJ
alkej-137	16	5	upon	upon	SCONJ
alkej-137	16	6	a	a	DET
alkej-137	16	7	host	host	NOUN
alkej-137	16	8	file	file	NOUN
alkej-137	16	9	or	or	CCONJ
alkej-137	16	10	boot	boot	NOUN
alkej-137	16	11	sector	sector	NOUN
alkej-137	16	12	,	,	PUNCT
alkej-137	16	13	and	and	CCONJ
alkej-137	16	14	the	the	DET
alkej-137	16	15	transfer	transfer	NOUN
alkej-137	16	16	of	of	ADP
alkej-137	16	17	files	file	NOUN
alkej-137	16	18	between	between	ADP
alkej-137	16	19	machines	machine	NOUN
alkej-137	16	20	to	to	PART
alkej-137	16	21	spread	spread	VERB
alkej-137	16	22	,	,	PUNCT
alkej-137	16	23	while	while	SCONJ
alkej-137	16	24	a	a	DET
alkej-137	16	25	worm	worm	NOUN
alkej-137	16	26	can	can	AUX
alkej-137	16	27	run	run	VERB
alkej-137	16	28	completely	completely	ADV
alkej-137	16	29	independently	independently	ADV
alkej-137	16	30	and	and	CCONJ
alkej-137	16	31	spreads	spread	VERB
alkej-137	16	32	itself	itself	PRON
alkej-137	16	33	through	through	ADP
alkej-137	16	34	network	network	NOUN
alkej-137	16	35	connections	connection	NOUN
alkej-137	16	36	.	.	PUNCT
alkej-137	17	1	[	[	X
alkej-137	17	2	2	2	NUM
alkej-137	17	3	]	]	PUNCT
alkej-137	17	4	.	.	PUNCT
alkej-137	18	1	intrusion	intrusion	NOUN
alkej-137	18	2	detection	detection	NOUN
alkej-137	18	3	systems	system	NOUN
alkej-137	18	4	(	(	PUNCT
alkej-137	18	5	ids	id	NOUN
alkej-137	18	6	)	)	PUNCT
alkej-137	18	7	serve	serve	VERB
alkej-137	18	8	three	three	NUM
alkej-137	18	9	essential	essential	ADJ
alkej-137	18	10	security	security	NOUN
alkej-137	18	11	functions	function	NOUN
alkej-137	18	12	:	:	PUNCT
alkej-137	18	13	they	they	PRON
alkej-137	18	14	monitor	monitor	VERB
alkej-137	18	15	,	,	PUNCT
alkej-137	18	16	detect	detect	VERB
alkej-137	18	17	,	,	PUNCT
alkej-137	18	18	and	and	CCONJ
alkej-137	18	19	respond	respond	VERB
alkej-137	18	20	to	to	ADP
alkej-137	18	21	unauthorized	unauthorized	ADJ
alkej-137	18	22	activities	activity	NOUN
alkej-137	18	23	.	.	PUNCT
alkej-137	19	1	there	there	PRON
alkej-137	19	2	are	be	VERB
alkej-137	19	3	two	two	NUM
alkej-137	19	4	basic	basic	ADJ
alkej-137	19	5	types	type	NOUN
alkej-137	19	6	of	of	ADP
alkej-137	19	7	intrusion	intrusion	NOUN
alkej-137	19	8	detection	detection	NOUN
alkej-137	19	9	:	:	PUNCT
alkej-137	19	10	host	host	NOUN
alkej-137	19	11	-	-	PUNCT
alkej-137	19	12	based	base	VERB
alkej-137	19	13	and	and	CCONJ
alkej-137	19	14	network	network	NOUN
alkej-137	19	15	-	-	PUNCT
alkej-137	19	16	based	base	VERB
alkej-137	19	17	.	.	PUNCT
alkej-137	20	1	host	host	NOUN
alkej-137	20	2	based	base	VERB
alkej-137	20	3	idss	idss	ADV
alkej-137	20	4	examine	examine	VERB
alkej-137	20	5	data	datum	NOUN
alkej-137	20	6	held	hold	VERB
alkej-137	20	7	on	on	ADP
alkej-137	20	8	individual	individual	ADJ
alkej-137	20	9	computers	computer	NOUN
alkej-137	20	10	that	that	PRON
alkej-137	20	11	serve	serve	VERB
alkej-137	20	12	as	as	ADP
alkej-137	20	13	hosts	host	NOUN
alkej-137	20	14	,	,	PUNCT
alkej-137	20	15	while	while	SCONJ
alkej-137	20	16	network	network	NOUN
alkej-137	20	17	-	-	PUNCT
alkej-137	20	18	based	base	VERB
alkej-137	20	19	idss	idss	NOUN
alkej-137	20	20	examine	examine	VERB
alkej-137	20	21	data	datum	NOUN
alkej-137	20	22	exchanged	exchange	VERB
alkej-137	20	23	between	between	ADP
alkej-137	20	24	computers	computer	NOUN
alkej-137	20	25	[	[	X
alkej-137	20	26	3	3	NUM
alkej-137	20	27	]	]	PUNCT
alkej-137	20	28	.	.	PUNCT
alkej-137	21	1	false	false	ADJ
alkej-137	21	2	positive	positive	ADJ
alkej-137	21	3	(	(	PUNCT
alkej-137	21	4	fp	fp	NOUN
alkej-137	21	5	)	)	PUNCT
alkej-137	21	6	and	and	CCONJ
alkej-137	21	7	false	false	ADJ
alkej-137	21	8	negative	negative	ADJ
alkej-137	21	9	detection	detection	NOUN
alkej-137	21	10	errors	error	NOUN
alkej-137	21	11	are	be	AUX
alkej-137	21	12	inevitably	inevitably	ADV
alkej-137	21	13	generated	generate	VERB
alkej-137	21	14	in	in	ADP
alkej-137	21	15	any	any	DET
alkej-137	21	16	practical	practical	ADJ
alkej-137	21	17	detection	detection	NOUN
alkej-137	21	18	system	system	NOUN
alkej-137	21	19	[	[	X
alkej-137	21	20	4	4	NUM
alkej-137	21	21	]	]	PUNCT
alkej-137	21	22	.	.	PUNCT
alkej-137	22	1	a	a	DET
alkej-137	22	2	false	false	ADJ
alkej-137	22	3	positive	positive	ADJ
alkej-137	22	4	indicates	indicate	VERB
alkej-137	22	5	a	a	DET
alkej-137	22	6	normal	normal	ADJ
alkej-137	22	7	string	string	NOUN
alkej-137	22	8	that	that	PRON
alkej-137	22	9	is	be	AUX
alkej-137	22	10	incorrectly	incorrectly	ADV
alkej-137	22	11	identified	identify	VERB
alkej-137	22	12	as	as	ADP
alkej-137	22	13	an	an	DET
alkej-137	22	14	alarm	alarm	NOUN
alkej-137	22	15	(	(	PUNCT
alkej-137	22	16	suspicious	suspicious	ADJ
alkej-137	22	17	string	string	NOUN
alkej-137	22	18	)	)	PUNCT
alkej-137	22	19	.	.	PUNCT
alkej-137	23	1	a	a	DET
alkej-137	23	2	false	false	ADJ
alkej-137	23	3	negative	negative	ADJ
alkej-137	23	4	means	mean	NOUN
alkej-137	23	5	missing	miss	VERB
alkej-137	23	6	the	the	DET
alkej-137	23	7	detection	detection	NOUN
alkej-137	23	8	of	of	ADP
alkej-137	23	9	a	a	DET
alkej-137	23	10	suspicious	suspicious	ADJ
alkej-137	23	11	string	string	NOUN
alkej-137	23	12	by	by	ADP
alkej-137	23	13	incorrectly	incorrectly	ADV
alkej-137	23	14	labeling	label	VERB
alkej-137	23	15	a	a	DET
alkej-137	23	16	worm	worm	NOUN
alkej-137	23	17	(	(	PUNCT
alkej-137	23	18	or	or	CCONJ
alkej-137	23	19	suspicious	suspicious	ADJ
alkej-137	23	20	string	string	NOUN
alkej-137	23	21	)	)	PUNCT
alkej-137	23	22	as	as	ADP
alkej-137	23	23	a	a	DET
alkej-137	23	24	normal	normal	ADJ
alkej-137	23	25	one	one	NUM
alkej-137	24	1	[	[	X
alkej-137	24	2	5	5	NUM
alkej-137	24	3	]	]	PUNCT
alkej-137	24	4	.	.	PUNCT
alkej-137	25	1	ideally	ideally	ADV
alkej-137	25	2	,	,	PUNCT
alkej-137	25	3	a	a	DET
alkej-137	25	4	perfect	perfect	ADJ
alkej-137	25	5	detection	detection	NOUN
alkej-137	25	6	system	system	NOUN
alkej-137	25	7	would	would	AUX
alkej-137	25	8	generate	generate	VERB
alkej-137	25	9	no	no	DET
alkej-137	25	10	false	false	ADJ
alkej-137	25	11	positives	positive	NOUN
alkej-137	25	12	and	and	CCONJ
alkej-137	25	13	no	no	DET
alkej-137	25	14	false	false	ADJ
alkej-137	25	15	negatives	negative	NOUN
alkej-137	25	16	and	and	CCONJ
alkej-137	25	17	would	would	AUX
alkej-137	25	18	only	only	ADV
alkej-137	25	19	raise	raise	VERB
alkej-137	25	20	an	an	DET
alkej-137	25	21	alarm	alarm	NOUN
alkej-137	25	22	when	when	SCONJ
alkej-137	25	23	the	the	DET
alkej-137	25	24	actual	actual	ADJ
alkej-137	25	25	worm	worm	NOUN
alkej-137	25	26	is	be	AUX
alkej-137	25	27	detected	detect	VERB
alkej-137	25	28	.	.	PUNCT
alkej-137	26	1	in	in	ADP
alkej-137	26	2	recent	recent	ADJ
alkej-137	26	3	years	year	NOUN
alkej-137	26	4	,	,	PUNCT
alkej-137	26	5	efficient	efficient	ADJ
alkej-137	26	6	defense	defense	NOUN
alkej-137	26	7	against	against	ADP
alkej-137	26	8	distributed	distribute	VERB
alkej-137	26	9	attacks	attack	NOUN
alkej-137	26	10	has	have	AUX
alkej-137	26	11	been	be	AUX
alkej-137	26	12	a	a	DET
alkej-137	26	13	hot	hot	ADJ
alkej-137	26	14	topic	topic	NOUN
alkej-137	26	15	in	in	ADP
alkej-137	26	16	network	network	NOUN
alkej-137	26	17	security	security	NOUN
alkej-137	26	18	community	community	NOUN
alkej-137	26	19	.	.	PUNCT
alkej-137	27	1	instead	instead	ADV
alkej-137	27	2	of	of	ADP
alkej-137	27	3	establishing	establish	VERB
alkej-137	27	4	brand	brand	NOUN
alkej-137	27	5	-	-	PUNCT
alkej-137	27	6	new	new	ADJ
alkej-137	27	7	,	,	PUNCT
alkej-137	27	8	dedicating	dedicating	NOUN
alkej-137	27	9	systems	system	NOUN
alkej-137	27	10	,	,	PUNCT
alkej-137	27	11	collaborating	collaborate	VERB
alkej-137	27	12	widely	widely	ADV
alkej-137	27	13	deployed	deploy	VERB
alkej-137	27	14	,	,	PUNCT
alkej-137	27	15	single	single	ADJ
alkej-137	27	16	-	-	PUNCT
alkej-137	27	17	point	point	NOUN
alkej-137	27	18	network	network	NOUN
alkej-137	27	19	security	security	NOUN
alkej-137	27	20	applications	application	NOUN
alkej-137	27	21	for	for	ADP
alkej-137	27	22	co	co	NOUN
alkej-137	27	23	-	-	NOUN
alkej-137	27	24	defense	defense	NOUN
alkej-137	27	25	would	would	AUX
alkej-137	27	26	be	be	AUX
alkej-137	27	27	more	more	ADV
alkej-137	27	28	feasible	feasible	ADJ
alkej-137	27	29	.	.	PUNCT
alkej-137	28	1	through	through	ADP
alkej-137	28	2	collaboration	collaboration	NOUN
alkej-137	28	3	,	,	PUNCT
alkej-137	28	4	a	a	DET
alkej-137	28	5	security	security	NOUN
alkej-137	28	6	shield	shield	NOUN
alkej-137	28	7	that	that	PRON
alkej-137	28	8	covers	cover	VERB
alkej-137	28	9	infrastructure	infrastructure	NOUN
alkej-137	28	10	of	of	ADP
alkej-137	28	11	multiple	multiple	ADJ
alkej-137	28	12	network	network	NOUN
alkej-137	28	13	domains	domain	NOUN
alkej-137	28	14	could	could	AUX
alkej-137	28	15	be	be	AUX
alkej-137	28	16	built	build	VERB
alkej-137	28	17	without	without	ADP
alkej-137	28	18	significant	significant	ADJ
alkej-137	28	19	modification	modification	NOUN
alkej-137	28	20	.	.	PUNCT
alkej-137	29	1	besides	besides	SCONJ
alkej-137	29	2	keeping	keep	VERB
alkej-137	29	3	most	most	ADJ
alkej-137	29	4	of	of	ADP
alkej-137	29	5	original	original	ADJ
alkej-137	29	6	functions	function	NOUN
alkej-137	29	7	,	,	PUNCT
alkej-137	29	8	collaboration	collaboration	NOUN
alkej-137	29	9	offers	offer	VERB
alkej-137	29	10	individual	individual	ADJ
alkej-137	29	11	security	security	NOUN
alkej-137	29	12	applications	application	NOUN
alkej-137	29	13	wider	wide	ADJ
alkej-137	29	14	views	view	NOUN
alkej-137	29	15	of	of	ADP
alkej-137	29	16	dynamic	dynamic	ADJ
alkej-137	29	17	situations	situation	NOUN
alkej-137	29	18	around	around	ADP
alkej-137	29	19	which	which	PRON
alkej-137	29	20	otherwise	otherwise	ADV
alkej-137	29	21	may	may	AUX
alkej-137	29	22	not	not	PART
alkej-137	29	23	be	be	AUX
alkej-137	29	24	observed	observe	VERB
alkej-137	29	25	.	.	PUNCT
alkej-137	30	1	it	it	PRON
alkej-137	30	2	rana	rana	VERB
alkej-137	31	1	dhia'a	dhia'a	INTJ
alkej-137	31	2	abdu	abdu	PROPN
alkej-137	31	3	-	-	PUNCT
alkej-137	31	4	aljabar	aljabar	PROPN
alkej-137	31	5	al	al	PROPN
alkej-137	31	6	-	-	PUNCT
alkej-137	31	7	khwarizmi	khwarizmi	PROPN
alkej-137	31	8	engineering	engineering	NOUN
alkej-137	31	9	journal	journal	PROPN
alkej-137	31	10	,	,	PUNCT
alkej-137	31	11	vol	vol	NOUN
alkej-137	31	12	.	.	PROPN
alkej-137	31	13	8	8	NUM
alkej-137	31	14	,	,	PUNCT
alkej-137	31	15	no.3	no.3	VERB
alkej-137	31	16	,	,	PUNCT
alkej-137	31	17	pp40	pp40	PROPN
alkej-137	31	18	-52	-52	PROPN
alkej-137	31	19	(	(	PUNCT
alkej-137	31	20	2012	2012	NUM
alkej-137	31	21	)	)	PUNCT
alkej-137	32	1	41	41	NUM
alkej-137	32	2	improves	improve	VERB
alkej-137	32	3	the	the	DET
alkej-137	32	4	resilience	resilience	NOUN
alkej-137	32	5	and	and	CCONJ
alkej-137	32	6	confidence	confidence	NOUN
alkej-137	32	7	of	of	ADP
alkej-137	32	8	participating	participate	VERB
alkej-137	32	9	security	security	NOUN
alkej-137	32	10	applications	application	NOUN
alkej-137	32	11	to	to	PART
alkej-137	32	12	handle	handle	VERB
alkej-137	32	13	sophisticated	sophisticated	ADJ
alkej-137	32	14	security	security	NOUN
alkej-137	32	15	problems	problem	NOUN
alkej-137	32	16	in	in	ADP
alkej-137	32	17	optimized	optimize	VERB
alkej-137	32	18	strategies	strategy	NOUN
alkej-137	32	19	.	.	PUNCT
alkej-137	33	1	existing	exist	VERB
alkej-137	33	2	collaborative	collaborative	ADJ
alkej-137	33	3	schemes	scheme	NOUN
alkej-137	33	4	for	for	ADP
alkej-137	33	5	distributed	distribute	VERB
alkej-137	33	6	defense	defense	NOUN
alkej-137	33	7	could	could	AUX
alkej-137	33	8	be	be	AUX
alkej-137	33	9	classified	classify	VERB
alkej-137	33	10	into	into	ADP
alkej-137	33	11	either	either	CCONJ
alkej-137	33	12	centralized	centralized	ADJ
alkej-137	33	13	or	or	CCONJ
alkej-137	33	14	decentralized	decentralized	ADJ
alkej-137	33	15	category	category	NOUN
alkej-137	33	16	.	.	PUNCT
alkej-137	34	1	this	this	DET
alkej-137	34	2	paper	paper	NOUN
alkej-137	34	3	obtained	obtain	VERB
alkej-137	34	4	a	a	DET
alkej-137	34	5	hybrid	hybrid	ADJ
alkej-137	34	6	solution	solution	NOUN
alkej-137	34	7	between	between	ADP
alkej-137	34	8	behavior	behavior	NOUN
alkej-137	34	9	base	base	NOUN
alkej-137	34	10	and	and	CCONJ
alkej-137	34	11	signature	signature	NOUN
alkej-137	34	12	base	base	NOUN
alkej-137	34	13	distributed	distribute	VERB
alkej-137	34	14	over	over	ADP
alkej-137	34	15	a	a	DET
alkej-137	34	16	multi	multi	ADJ
alkej-137	34	17	sensor	sensor	NOUN
alkej-137	34	18	in	in	ADP
alkej-137	34	19	the	the	DET
alkej-137	34	20	network	network	NOUN
alkej-137	34	21	in	in	ADP
alkej-137	34	22	decentralized	decentralize	VERB
alkej-137	34	23	collaborative	collaborative	ADJ
alkej-137	34	24	scheme	scheme	NOUN
alkej-137	34	25	to	to	PART
alkej-137	34	26	get	get	VERB
alkej-137	34	27	a	a	DET
alkej-137	34	28	good	good	ADJ
alkej-137	34	29	solution	solution	NOUN
alkej-137	34	30	for	for	ADP
alkej-137	34	31	a	a	DET
alkej-137	34	32	worm	worm	NOUN
alkej-137	34	33	attack	attack	NOUN
alkej-137	34	34	.	.	PUNCT
alkej-137	35	1	the	the	DET
alkej-137	35	2	remainder	remainder	NOUN
alkej-137	35	3	of	of	ADP
alkej-137	35	4	this	this	DET
alkej-137	35	5	paper	paper	NOUN
alkej-137	35	6	is	be	AUX
alkej-137	35	7	organized	organize	VERB
alkej-137	35	8	as	as	SCONJ
alkej-137	35	9	follows	follow	VERB
alkej-137	35	10	:	:	PUNCT
alkej-137	35	11	section2	section2	NOUN
alkej-137	35	12	describes	describe	VERB
alkej-137	35	13	related	related	ADJ
alkej-137	35	14	works	work	NOUN
alkej-137	35	15	.	.	PUNCT
alkej-137	36	1	section3	section3	PROPN
alkej-137	37	1	shows	show	VERB
alkej-137	37	2	the	the	DET
alkej-137	37	3	proposed	propose	VERB
alkej-137	37	4	design	design	NOUN
alkej-137	37	5	scheme	scheme	NOUN
alkej-137	37	6	.	.	PUNCT
alkej-137	38	1	section4	section4	PROPN
alkej-137	38	2	explains	explain	VERB
alkej-137	38	3	the	the	DET
alkej-137	38	4	internet	internet	NOUN
alkej-137	38	5	worm	worm	NOUN
alkej-137	38	6	activity	activity	NOUN
alkej-137	38	7	in	in	ADP
alkej-137	38	8	the	the	DET
alkej-137	38	9	network	network	NOUN
alkej-137	38	10	.	.	PUNCT
alkej-137	39	1	section	section	NOUN
alkej-137	39	2	5	5	NUM
alkej-137	39	3	explains	explain	VERB
alkej-137	39	4	how	how	SCONJ
alkej-137	39	5	the	the	DET
alkej-137	39	6	behavior	behavior	NOUN
alkej-137	39	7	base	base	NOUN
alkej-137	39	8	algorithm	algorithm	NOUN
alkej-137	39	9	builds	build	VERB
alkej-137	39	10	.	.	PUNCT
alkej-137	40	1	section	section	NOUN
alkej-137	40	2	6	6	NUM
alkej-137	40	3	illustrates	illustrate	VERB
alkej-137	40	4	the	the	DET
alkej-137	40	5	signature	signature	NOUN
alkej-137	40	6	generation	generation	NOUN
alkej-137	40	7	briefly	briefly	ADV
alkej-137	40	8	.	.	PUNCT
alkej-137	41	1	section	section	NOUN
alkej-137	41	2	7	7	NUM
alkej-137	41	3	discussed	discuss	VERB
alkej-137	41	4	the	the	DET
alkej-137	41	5	central	central	ADJ
alkej-137	41	6	alarm	alarm	NOUN
alkej-137	41	7	work	work	NOUN
alkej-137	41	8	.	.	PUNCT
alkej-137	42	1	section	section	NOUN
alkej-137	42	2	8	8	NUM
alkej-137	42	3	shows	show	VERB
alkej-137	42	4	the	the	DET
alkej-137	42	5	results	result	NOUN
alkej-137	42	6	of	of	ADP
alkej-137	42	7	this	this	DET
alkej-137	42	8	design	design	NOUN
alkej-137	42	9	.	.	PUNCT
alkej-137	43	1	section	section	NOUN
alkej-137	43	2	9	9	NUM
alkej-137	43	3	concludes	conclude	VERB
alkej-137	43	4	the	the	DET
alkej-137	43	5	proposed	propose	VERB
alkej-137	43	6	mechanism	mechanism	NOUN
alkej-137	43	7	and	and	CCONJ
alkej-137	43	8	section	section	NOUN
alkej-137	43	9	10	10	NUM
alkej-137	43	10	the	the	DET
alkej-137	43	11	references	reference	NOUN
alkej-137	43	12	.	.	PUNCT
alkej-137	44	1	2	2	X
alkej-137	44	2	.	.	X
alkej-137	44	3	related	relate	VERB
alkej-137	44	4	work	work	NOUN
alkej-137	44	5	most	most	ADV
alkej-137	44	6	recent	recent	ADJ
alkej-137	44	7	research	research	NOUN
alkej-137	44	8	on	on	ADP
alkej-137	44	9	detecting	detect	VERB
alkej-137	44	10	worms	worm	NOUN
alkej-137	44	11	concentrates	concentrate	VERB
alkej-137	44	12	on	on	ADP
alkej-137	44	13	propagation	propagation	NOUN
alkej-137	44	14	modeling	modeling	NOUN
alkej-137	44	15	.	.	PUNCT
alkej-137	45	1	defending	defend	VERB
alkej-137	45	2	against	against	ADP
alkej-137	45	3	them	they	PRON
alkej-137	45	4	remains	remain	VERB
alkej-137	45	5	a	a	DET
alkej-137	45	6	challenge	challenge	NOUN
alkej-137	45	7	due	due	ADP
alkej-137	45	8	to	to	ADP
alkej-137	45	9	their	their	PRON
alkej-137	45	10	continuous	continuous	ADJ
alkej-137	45	11	evolution	evolution	NOUN
alkej-137	45	12	.	.	PUNCT
alkej-137	46	1	the	the	DET
alkej-137	46	2	defense	defense	NOUN
alkej-137	46	3	against	against	ADP
alkej-137	46	4	worms	worm	NOUN
alkej-137	46	5	is	be	AUX
alkej-137	46	6	still	still	ADV
alkej-137	46	7	an	an	DET
alkej-137	46	8	open	open	ADJ
alkej-137	46	9	problem	problem	NOUN
alkej-137	46	10	.	.	PUNCT
alkej-137	47	1	x.	x.	NOUN
alkej-137	47	2	yang	yang	PROPN
alkej-137	47	3	et	et	PROPN
alkej-137	47	4	al	al	PROPN
alkej-137	47	5	.	.	PUNCT
alkej-137	48	1	[	[	X
alkej-137	48	2	6	6	NUM
alkej-137	48	3	]	]	PUNCT
alkej-137	48	4	built	build	VERB
alkej-137	48	5	algorithm	algorithm	NOUN
alkej-137	48	6	for	for	ADP
alkej-137	48	7	detecting	detect	VERB
alkej-137	48	8	the	the	DET
alkej-137	48	9	worm	worm	NOUN
alkej-137	48	10	which	which	PRON
alkej-137	48	11	has	have	VERB
alkej-137	48	12	two	two	NUM
alkej-137	48	13	sub	sub	NOUN
alkej-137	48	14	algorithms	algorithm	NOUN
alkej-137	48	15	,	,	PUNCT
alkej-137	48	16	the	the	DET
alkej-137	48	17	first	first	ADJ
alkej-137	48	18	algorithm	algorithm	NOUN
alkej-137	48	19	“	"	PUNCT
alkej-137	48	20	short	short	ADJ
alkej-137	48	21	term	term	NOUN
alkej-137	48	22	algorithm	algorithm	NOUN
alkej-137	48	23	”	"	PUNCT
alkej-137	48	24	run	run	VERB
alkej-137	48	25	well	well	ADV
alkej-137	48	26	to	to	PART
alkej-137	48	27	detect	detect	VERB
alkej-137	48	28	worm	worm	NOUN
alkej-137	48	29	,	,	PUNCT
alkej-137	48	30	but	but	CCONJ
alkej-137	48	31	the	the	DET
alkej-137	48	32	second	second	ADJ
alkej-137	48	33	algorithm	algorithm	NOUN
alkej-137	48	34	“	"	PUNCT
alkej-137	48	35	longer	long	ADJ
alkej-137	48	36	term	term	NOUN
alkej-137	48	37	algorithm	algorithm	NOUN
alkej-137	48	38	”	"	PUNCT
alkej-137	48	39	can	can	AUX
alkej-137	48	40	not	not	PART
alkej-137	48	41	detect	detect	VERB
alkej-137	48	42	some	some	DET
alkej-137	48	43	types	type	NOUN
alkej-137	48	44	of	of	ADP
alkej-137	48	45	the	the	DET
alkej-137	48	46	stealthy	stealthy	ADJ
alkej-137	48	47	worm	worm	NOUN
alkej-137	48	48	.	.	PUNCT
alkej-137	49	1	the	the	DET
alkej-137	49	2	algorithm	algorithm	NOUN
alkej-137	49	3	also	also	ADV
alkej-137	49	4	can	can	AUX
alkej-137	49	5	not	not	PART
alkej-137	49	6	hold	hold	VERB
alkej-137	49	7	any	any	DET
alkej-137	49	8	equations	equation	NOUN
alkej-137	49	9	to	to	PART
alkej-137	49	10	determine	determine	VERB
alkej-137	49	11	specification	specification	NOUN
alkej-137	49	12	when	when	SCONJ
alkej-137	49	13	the	the	DET
alkej-137	49	14	equation	equation	NOUN
alkej-137	49	15	runs	run	VERB
alkej-137	49	16	in	in	ADP
alkej-137	49	17	the	the	DET
alkej-137	49	18	algorithm	algorithm	NOUN
alkej-137	49	19	to	to	PART
alkej-137	49	20	detect	detect	VERB
alkej-137	49	21	early	early	ADJ
alkej-137	49	22	worm	worm	NOUN
alkej-137	49	23	if	if	SCONJ
alkej-137	49	24	it	it	PRON
alkej-137	49	25	has	have	VERB
alkej-137	49	26	higher	high	ADJ
alkej-137	49	27	rate	rate	NOUN
alkej-137	49	28	for	for	ADP
alkej-137	49	29	value	value	NOUN
alkej-137	49	30	in	in	ADP
alkej-137	49	31	average	average	NOUN
alkej-137	49	32	of	of	ADP
alkej-137	49	33	failure	failure	NOUN
alkej-137	49	34	connection	connection	NOUN
alkej-137	49	35	.	.	PUNCT
alkej-137	50	1	yang	yang	PROPN
alkej-137	50	2	algorithm	algorithm	PROPN
alkej-137	50	3	focuses	focus	VERB
alkej-137	50	4	just	just	ADV
alkej-137	50	5	on	on	ADP
alkej-137	50	6	detecting	detect	VERB
alkej-137	50	7	which	which	DET
alkej-137	50	8	computer	computer	NOUN
alkej-137	50	9	contain	contain	VERB
alkej-137	50	10	the	the	DET
alkej-137	50	11	worm	worm	NOUN
alkej-137	50	12	.	.	PUNCT
alkej-137	51	1	m.m	m.m	PROPN
alkej-137	51	2	.	.	PROPN
alkej-137	51	3	rasheed	rasheed	PROPN
alkej-137	51	4	et	et	PROPN
alkej-137	51	5	al.[7	al.[7	PROPN
alkej-137	51	6	]	]	PUNCT
alkej-137	51	7	technique	technique	NOUN
alkej-137	51	8	is	be	AUX
alkej-137	51	9	concerned	concern	VERB
alkej-137	51	10	with	with	ADP
alkej-137	51	11	detecting	detect	VERB
alkej-137	51	12	the	the	DET
alkej-137	51	13	internet	internet	NOUN
alkej-137	51	14	worm	worm	NOUN
alkej-137	51	15	and	and	CCONJ
alkej-137	51	16	stealthy	stealthy	ADJ
alkej-137	51	17	internet	internet	NOUN
alkej-137	51	18	worm	worm	NOUN
alkej-137	51	19	using	use	VERB
alkej-137	51	20	their	their	PRON
alkej-137	51	21	behavior	behavior	NOUN
alkej-137	51	22	.	.	PUNCT
alkej-137	52	1	it	it	PRON
alkej-137	52	2	is	be	AUX
alkej-137	52	3	an	an	DET
alkej-137	52	4	improvement	improvement	NOUN
alkej-137	52	5	of	of	ADP
alkej-137	52	6	x.	x.	PROPN
alkej-137	52	7	yang	yang	PROPN
alkej-137	52	8	et	et	PROPN
alkej-137	52	9	al	al	PROPN
alkej-137	52	10	algorithm	algorithm	PROPN
alkej-137	52	11	.	.	PUNCT
alkej-137	53	1	the	the	DET
alkej-137	53	2	average	average	NOUN
alkej-137	53	3	of	of	ADP
alkej-137	53	4	failure	failure	NOUN
alkej-137	53	5	connections	connection	NOUN
alkej-137	53	6	by	by	ADP
alkej-137	53	7	using	use	VERB
alkej-137	53	8	artificial	artificial	ADJ
alkej-137	53	9	immune	immune	ADJ
alkej-137	53	10	system	system	NOUN
alkej-137	53	11	(	(	PUNCT
alkej-137	53	12	ais	ais	PROPN
alkej-137	53	13	)	)	PUNCT
alkej-137	53	14	is	be	AUX
alkej-137	53	15	the	the	DET
alkej-137	53	16	main	main	ADJ
alkej-137	53	17	factor	factor	NOUN
alkej-137	53	18	that	that	PRON
alkej-137	53	19	his	his	PRON
alkej-137	53	20	technique	technique	NOUN
alkej-137	53	21	depends	depend	VERB
alkej-137	53	22	on	on	ADP
alkej-137	53	23	in	in	ADP
alkej-137	53	24	detecting	detect	VERB
alkej-137	53	25	the	the	DET
alkej-137	53	26	worm	worm	NOUN
alkej-137	53	27	.	.	PUNCT
alkej-137	54	1	they	they	PRON
alkej-137	54	2	showed	show	VERB
alkej-137	54	3	that	that	SCONJ
alkej-137	54	4	their	their	PRON
alkej-137	54	5	algorithm	algorithm	NOUN
alkej-137	54	6	can	can	AUX
alkej-137	54	7	detect	detect	VERB
alkej-137	54	8	new	new	ADJ
alkej-137	54	9	types	type	NOUN
alkej-137	54	10	of	of	ADP
alkej-137	54	11	worms	worm	NOUN
alkej-137	54	12	and	and	CCONJ
alkej-137	54	13	that	that	PRON
alkej-137	54	14	intelligent	intelligent	ADJ
alkej-137	54	15	failure	failure	NOUN
alkej-137	54	16	connection	connection	NOUN
alkej-137	54	17	algorithm	algorithm	NOUN
alkej-137	54	18	(	(	PUNCT
alkej-137	54	19	ifca	ifca	NOUN
alkej-137	54	20	)	)	PUNCT
alkej-137	54	21	operation	operation	NOUN
alkej-137	54	22	is	be	AUX
alkej-137	54	23	faster	fast	ADJ
alkej-137	54	24	than	than	ADP
alkej-137	54	25	traditional	traditional	ADJ
alkej-137	54	26	algorithm	algorithm	NOUN
alkej-137	54	27	in	in	ADP
alkej-137	54	28	detecting	detect	VERB
alkej-137	54	29	worms	worm	NOUN
alkej-137	54	30	.	.	PUNCT
alkej-137	55	1	s.	s.	PROPN
alkej-137	55	2	behal	behal	PROPN
alkej-137	55	3	et	et	PROPN
alkej-137	55	4	al.[8	al.[8	PROPN
alkej-137	55	5	]	]	PUNCT
alkej-137	55	6	analyzed	analyze	VERB
alkej-137	55	7	the	the	DET
alkej-137	55	8	outbound	outbound	NOUN
alkej-137	55	9	traffic	traffic	NOUN
alkej-137	55	10	;	;	PUNCT
alkej-137	55	11	i.e.	i.e.	X
alkej-137	55	12	extrusion	extrusion	NOUN
alkej-137	55	13	traffic	traffic	NOUN
alkej-137	55	14	only	only	ADV
alkej-137	55	15	instead	instead	ADV
alkej-137	55	16	of	of	ADP
alkej-137	55	17	intrusion	intrusion	NOUN
alkej-137	55	18	traffic	traffic	NOUN
alkej-137	55	19	.	.	PUNCT
alkej-137	56	1	they	they	PRON
alkej-137	56	2	conclude	conclude	VERB
alkej-137	56	3	that	that	SCONJ
alkej-137	56	4	only	only	ADV
alkej-137	56	5	extrusion	extrusion	NOUN
alkej-137	56	6	or	or	CCONJ
alkej-137	56	7	intrusion	intrusion	NOUN
alkej-137	56	8	detection	detection	NOUN
alkej-137	56	9	is	be	AUX
alkej-137	56	10	not	not	PART
alkej-137	56	11	sufficient	sufficient	ADJ
alkej-137	56	12	to	to	PART
alkej-137	56	13	make	make	VERB
alkej-137	56	14	a	a	DET
alkej-137	56	15	network	network	NOUN
alkej-137	56	16	secure	secure	ADJ
alkej-137	56	17	but	but	CCONJ
alkej-137	56	18	rather	rather	ADV
alkej-137	56	19	these	these	DET
alkej-137	56	20	two	two	NUM
alkej-137	56	21	approaches	approach	NOUN
alkej-137	56	22	complement	complement	VERB
alkej-137	56	23	each	each	DET
alkej-137	56	24	other	other	ADJ
alkej-137	56	25	to	to	PART
alkej-137	56	26	make	make	VERB
alkej-137	56	27	a	a	DET
alkej-137	56	28	network	network	NOUN
alkej-137	56	29	more	more	ADV
alkej-137	56	30	secure	secure	ADJ
alkej-137	56	31	from	from	ADP
alkej-137	56	32	the	the	DET
alkej-137	56	33	threats	threat	NOUN
alkej-137	56	34	of	of	ADP
alkej-137	56	35	malware	malware	NOUN
alkej-137	56	36	.	.	PUNCT
alkej-137	57	1	it	it	PRON
alkej-137	57	2	is	be	AUX
alkej-137	57	3	widely	widely	ADV
alkej-137	57	4	believed	believe	VERB
alkej-137	57	5	that	that	SCONJ
alkej-137	57	6	content	content	NOUN
alkej-137	57	7	-	-	PUNCT
alkej-137	57	8	signaturebased	signaturebase	VERB
alkej-137	57	9	intrusion	intrusion	NOUN
alkej-137	57	10	detection	detection	NOUN
alkej-137	57	11	systems	system	NOUN
alkej-137	57	12	(	(	PUNCT
alkej-137	57	13	idses	idse	NOUN
alkej-137	57	14	)	)	PUNCT
alkej-137	57	15	are	be	AUX
alkej-137	57	16	easily	easily	ADV
alkej-137	57	17	evaded	evade	VERB
alkej-137	57	18	by	by	ADP
alkej-137	57	19	polymorphic	polymorphic	ADJ
alkej-137	57	20	worms	worm	NOUN
alkej-137	57	21	,	,	PUNCT
alkej-137	57	22	which	which	PRON
alkej-137	57	23	vary	vary	VERB
alkej-137	57	24	their	their	PRON
alkej-137	57	25	payload	payload	NOUN
alkej-137	57	26	on	on	ADP
alkej-137	57	27	every	every	DET
alkej-137	57	28	infection	infection	NOUN
alkej-137	57	29	attempt	attempt	NOUN
alkej-137	57	30	.	.	PUNCT
alkej-137	58	1	in	in	ADP
alkej-137	58	2	[	[	X
alkej-137	58	3	9	9	NUM
alkej-137	58	4	]	]	SYM
alkej-137	58	5	polygraph	polygraph	NOUN
alkej-137	58	6	,	,	PUNCT
alkej-137	58	7	a	a	DET
alkej-137	58	8	signature	signature	NOUN
alkej-137	58	9	generation	generation	NOUN
alkej-137	58	10	system	system	NOUN
alkej-137	58	11	that	that	PRON
alkej-137	58	12	successfully	successfully	ADV
alkej-137	58	13	produces	produce	VERB
alkej-137	58	14	signatures	signature	NOUN
alkej-137	58	15	that	that	PRON
alkej-137	58	16	match	match	VERB
alkej-137	58	17	polymorphic	polymorphic	ADJ
alkej-137	58	18	worms	worm	NOUN
alkej-137	58	19	is	be	AUX
alkej-137	58	20	presented	present	VERB
alkej-137	58	21	.	.	PUNCT
alkej-137	59	1	polygraph	polygraph	NOUN
alkej-137	59	2	generates	generate	VERB
alkej-137	59	3	signatures	signature	NOUN
alkej-137	59	4	that	that	PRON
alkej-137	59	5	consist	consist	VERB
alkej-137	59	6	of	of	ADP
alkej-137	59	7	multiple	multiple	ADJ
alkej-137	59	8	disjoint	disjoint	NOUN
alkej-137	59	9	content	content	NOUN
alkej-137	59	10	substrings	substring	NOUN
alkej-137	59	11	.	.	PUNCT
alkej-137	60	1	in	in	ADP
alkej-137	60	2	doing	do	VERB
alkej-137	60	3	so	so	ADV
alkej-137	60	4	,	,	PUNCT
alkej-137	60	5	polygraph	polygraph	NOUN
alkej-137	60	6	leverages	leverage	NOUN
alkej-137	60	7	their	their	PRON
alkej-137	60	8	insight	insight	NOUN
alkej-137	60	9	that	that	SCONJ
alkej-137	60	10	for	for	ADP
alkej-137	60	11	a	a	DET
alkej-137	60	12	real	real	ADJ
alkej-137	60	13	-	-	PUNCT
alkej-137	60	14	world	world	NOUN
alkej-137	60	15	exploit	exploit	NOUN
alkej-137	60	16	to	to	PART
alkej-137	60	17	function	function	VERB
alkej-137	60	18	properly	properly	ADV
alkej-137	60	19	,	,	PUNCT
alkej-137	60	20	multiple	multiple	ADJ
alkej-137	60	21	invariant	invariant	ADJ
alkej-137	60	22	substrings	substring	NOUN
alkej-137	60	23	must	must	AUX
alkej-137	60	24	often	often	ADV
alkej-137	60	25	be	be	AUX
alkej-137	60	26	present	present	ADJ
alkej-137	60	27	in	in	ADP
alkej-137	60	28	all	all	DET
alkej-137	60	29	variants	variant	NOUN
alkej-137	60	30	of	of	ADP
alkej-137	60	31	a	a	DET
alkej-137	60	32	payload	payload	NOUN
alkej-137	60	33	;	;	PUNCT
alkej-137	60	34	these	these	DET
alkej-137	60	35	substrings	substring	NOUN
alkej-137	60	36	typically	typically	ADV
alkej-137	60	37	correspond	correspond	VERB
alkej-137	60	38	to	to	ADP
alkej-137	60	39	protocol	protocol	NOUN
alkej-137	60	40	framing	framing	NOUN
alkej-137	60	41	,	,	PUNCT
alkej-137	60	42	return	return	VERB
alkej-137	60	43	addresses	address	NOUN
alkej-137	60	44	,	,	PUNCT
alkej-137	60	45	and	and	CCONJ
alkej-137	60	46	in	in	ADP
alkej-137	60	47	some	some	DET
alkej-137	60	48	cases	case	NOUN
alkej-137	60	49	,	,	PUNCT
alkej-137	60	50	poorly	poorly	ADV
alkej-137	60	51	obfuscated	obfuscate	VERB
alkej-137	60	52	code	code	NOUN
alkej-137	60	53	.	.	PUNCT
alkej-137	61	1	it	it	PRON
alkej-137	61	2	contributes	contribute	VERB
alkej-137	61	3	a	a	DET
alkej-137	61	4	definition	definition	NOUN
alkej-137	61	5	of	of	ADP
alkej-137	61	6	the	the	DET
alkej-137	61	7	polymorphic	polymorphic	ADJ
alkej-137	61	8	signature	signature	NOUN
alkej-137	61	9	generation	generation	NOUN
alkej-137	61	10	problem	problem	NOUN
alkej-137	61	11	;	;	PUNCT
alkej-137	61	12	propose	propose	VERB
alkej-137	61	13	classes	class	NOUN
alkej-137	61	14	of	of	ADP
alkej-137	61	15	signature	signature	NOUN
alkej-137	61	16	suited	suit	VERB
alkej-137	61	17	for	for	ADP
alkej-137	61	18	matching	match	VERB
alkej-137	61	19	polymorphic	polymorphic	ADJ
alkej-137	61	20	worm	worm	NOUN
alkej-137	61	21	payloads	payload	NOUN
alkej-137	61	22	;	;	PUNCT
alkej-137	61	23	and	and	CCONJ
alkej-137	61	24	present	present	ADJ
alkej-137	61	25	algorithms	algorithm	NOUN
alkej-137	61	26	for	for	ADP
alkej-137	61	27	automatic	automatic	ADJ
alkej-137	61	28	generation	generation	NOUN
alkej-137	61	29	of	of	ADP
alkej-137	61	30	signatures	signature	NOUN
alkej-137	61	31	in	in	ADP
alkej-137	61	32	these	these	DET
alkej-137	61	33	classes	class	NOUN
alkej-137	61	34	.	.	PUNCT
alkej-137	62	1	it	it	PRON
alkej-137	62	2	's	be	AUX
alkej-137	62	3	evaluation	evaluation	NOUN
alkej-137	62	4	of	of	ADP
alkej-137	62	5	these	these	DET
alkej-137	62	6	algorithms	algorithm	NOUN
alkej-137	62	7	on	on	ADP
alkej-137	62	8	a	a	DET
alkej-137	62	9	range	range	NOUN
alkej-137	62	10	of	of	ADP
alkej-137	62	11	polymorphic	polymorphic	ADJ
alkej-137	62	12	worms	worm	NOUN
alkej-137	62	13	demonstrates	demonstrate	VERB
alkej-137	62	14	that	that	SCONJ
alkej-137	62	15	polygraph	polygraph	NOUN
alkej-137	62	16	produces	produce	VERB
alkej-137	62	17	signatures	signature	NOUN
alkej-137	62	18	for	for	ADP
alkej-137	62	19	polymorphic	polymorphic	ADJ
alkej-137	62	20	worms	worm	NOUN
alkej-137	62	21	that	that	PRON
alkej-137	62	22	exhibit	exhibit	VERB
alkej-137	62	23	low	low	ADJ
alkej-137	62	24	false	false	ADJ
alkej-137	62	25	negatives	negative	NOUN
alkej-137	62	26	and	and	CCONJ
alkej-137	62	27	false	false	ADJ
alkej-137	62	28	positives	positive	NOUN
alkej-137	62	29	.	.	PUNCT
alkej-137	63	1	zero	zero	NUM
alkej-137	63	2	-	-	PUNCT
alkej-137	63	3	day	day	NOUN
alkej-137	63	4	polymorphic	polymorphic	ADJ
alkej-137	63	5	worms	worm	NOUN
alkej-137	63	6	pose	pose	VERB
alkej-137	63	7	a	a	DET
alkej-137	63	8	serious	serious	ADJ
alkej-137	63	9	threat	threat	NOUN
alkej-137	63	10	to	to	ADP
alkej-137	63	11	the	the	DET
alkej-137	63	12	security	security	NOUN
alkej-137	63	13	of	of	ADP
alkej-137	63	14	internet	internet	NOUN
alkej-137	63	15	infrastructures	infrastructure	NOUN
alkej-137	63	16	.	.	PUNCT
alkej-137	64	1	given	give	VERB
alkej-137	64	2	their	their	PRON
alkej-137	64	3	rapid	rapid	ADJ
alkej-137	64	4	propagation	propagation	NOUN
alkej-137	64	5	,	,	PUNCT
alkej-137	64	6	it	it	PRON
alkej-137	64	7	is	be	AUX
alkej-137	64	8	crucial	crucial	ADJ
alkej-137	64	9	to	to	PART
alkej-137	64	10	detect	detect	VERB
alkej-137	64	11	them	they	PRON
alkej-137	64	12	at	at	ADP
alkej-137	64	13	edge	edge	NOUN
alkej-137	64	14	networks	network	NOUN
alkej-137	64	15	and	and	CCONJ
alkej-137	64	16	automatically	automatically	ADV
alkej-137	64	17	generate	generate	VERB
alkej-137	64	18	signatures	signature	NOUN
alkej-137	64	19	in	in	ADP
alkej-137	64	20	the	the	DET
alkej-137	64	21	early	early	ADJ
alkej-137	64	22	stages	stage	NOUN
alkej-137	64	23	of	of	ADP
alkej-137	64	24	infection	infection	NOUN
alkej-137	64	25	.	.	PUNCT
alkej-137	65	1	in	in	ADP
alkej-137	65	2	hamsa[10	hamsa[10	PROPN
alkej-137	65	3	]	]	PUNCT
alkej-137	65	4	,	,	PUNCT
alkej-137	65	5	a	a	DET
alkej-137	65	6	network	network	NOUN
alkej-137	65	7	-	-	PUNCT
alkej-137	65	8	based	base	VERB
alkej-137	65	9	automated	automated	ADJ
alkej-137	65	10	signature	signature	NOUN
alkej-137	65	11	generation	generation	NOUN
alkej-137	65	12	system	system	NOUN
alkej-137	65	13	for	for	ADP
alkej-137	65	14	polymorphic	polymorphic	ADJ
alkej-137	65	15	worms	worm	NOUN
alkej-137	65	16	.	.	PUNCT
alkej-137	66	1	evaluation	evaluation	NOUN
alkej-137	66	2	based	base	VERB
alkej-137	66	3	on	on	ADP
alkej-137	66	4	a	a	DET
alkej-137	66	5	range	range	NOUN
alkej-137	66	6	of	of	ADP
alkej-137	66	7	polymorphic	polymorphic	ADJ
alkej-137	66	8	worms	worm	NOUN
alkej-137	66	9	and	and	CCONJ
alkej-137	66	10	polymorphic	polymorphic	ADJ
alkej-137	66	11	engines	engine	NOUN
alkej-137	66	12	demonstrates	demonstrate	VERB
alkej-137	66	13	that	that	DET
alkej-137	66	14	hamsa	hamsa	NOUN
alkej-137	66	15	significantly	significantly	ADV
alkej-137	66	16	outperforms	outperform	VERB
alkej-137	66	17	polygraph	polygraph	ADJ
alkej-137	66	18	[	[	X
alkej-137	66	19	9	9	NUM
alkej-137	66	20	]	]	PUNCT
alkej-137	66	21	in	in	ADP
alkej-137	66	22	terms	term	NOUN
alkej-137	66	23	of	of	ADP
alkej-137	66	24	efficiency	efficiency	NOUN
alkej-137	66	25	,	,	PUNCT
alkej-137	66	26	accuracy	accuracy	NOUN
alkej-137	66	27	,	,	PUNCT
alkej-137	66	28	and	and	CCONJ
alkej-137	66	29	attack	attack	NOUN
alkej-137	66	30	resilience	resilience	NOUN
alkej-137	66	31	.	.	PUNCT
alkej-137	67	1	in	in	ADP
alkej-137	67	2	recent	recent	ADJ
alkej-137	67	3	years	year	NOUN
alkej-137	67	4	,	,	PUNCT
alkej-137	67	5	efficient	efficient	ADJ
alkej-137	67	6	defense	defense	NOUN
alkej-137	67	7	against	against	ADP
alkej-137	67	8	distributed	distribute	VERB
alkej-137	67	9	attacks	attack	NOUN
alkej-137	67	10	has	have	AUX
alkej-137	67	11	been	be	AUX
alkej-137	67	12	a	a	DET
alkej-137	67	13	hot	hot	ADJ
alkej-137	67	14	topic	topic	NOUN
alkej-137	67	15	in	in	ADP
alkej-137	67	16	network	network	NOUN
alkej-137	67	17	security	security	NOUN
alkej-137	67	18	community	community	NOUN
alkej-137	67	19	.	.	PUNCT
alkej-137	68	1	there	there	PRON
alkej-137	68	2	are	be	VERB
alkej-137	68	3	two	two	NUM
alkej-137	68	4	popular	popular	ADJ
alkej-137	68	5	collaboration	collaboration	NOUN
alkej-137	68	6	schemes	scheme	NOUN
alkej-137	68	7	.	.	PUNCT
alkej-137	69	1	schnackenberg	schnackenberg	PROPN
alkej-137	69	2	et	et	PROPN
alkej-137	69	3	al	al	PROPN
alkej-137	69	4	.	.	PROPN
alkej-137	69	5	proposed	propose	VERB
alkej-137	69	6	a	a	DET
alkej-137	69	7	centralized	centralized	ADJ
alkej-137	69	8	coordinative	coordinative	ADJ
alkej-137	69	9	scheme	scheme	NOUN
alkej-137	69	10	called	call	VERB
alkej-137	69	11	citra	citra	PROPN
alkej-137	70	1	[	[	X
alkej-137	70	2	11	11	NUM
alkej-137	70	3	]	]	PUNCT
alkej-137	70	4	for	for	ADP
alkej-137	70	5	network	network	NOUN
alkej-137	70	6	intrusion	intrusion	NOUN
alkej-137	70	7	detection	detection	NOUN
alkej-137	70	8	in	in	ADP
alkej-137	70	9	2001	2001	NUM
alkej-137	70	10	.	.	PUNCT
alkej-137	71	1	a	a	DET
alkej-137	71	2	central	central	ADJ
alkej-137	71	3	coordinator	coordinator	NOUN
alkej-137	71	4	responds	respond	VERB
alkej-137	71	5	for	for	ADP
alkej-137	71	6	coordinating	coordinate	VERB
alkej-137	71	7	countermeasures	countermeasure	NOUN
alkej-137	71	8	based	base	VERB
alkej-137	71	9	on	on	ADP
alkej-137	71	10	a	a	DET
alkej-137	71	11	complete	complete	ADJ
alkej-137	71	12	view	view	NOUN
alkej-137	71	13	of	of	ADP
alkej-137	71	14	the	the	DET
alkej-137	71	15	network	network	NOUN
alkej-137	71	16	.	.	PUNCT
alkej-137	72	1	janakiraman	janakiraman	NOUN
alkej-137	72	2	et	et	PROPN
alkej-137	72	3	al	al	PROPN
alkej-137	72	4	.	.	PUNCT
alkej-137	73	1	[	[	X
alkej-137	73	2	12	12	NUM
alkej-137	73	3	]	]	PUNCT
alkej-137	73	4	introduced	introduce	VERB
alkej-137	73	5	a	a	DET
alkej-137	73	6	decentralized	decentralized	ADJ
alkej-137	73	7	defense	defense	NOUN
alkej-137	73	8	scheme	scheme	NOUN
alkej-137	73	9	for	for	ADP
alkej-137	73	10	network	network	NOUN
alkej-137	73	11	intrusion	intrusion	PROPN
alkej-137	73	12	prevention	prevention	NOUN
alkej-137	73	13	.	.	PUNCT
alkej-137	74	1	information	information	NOUN
alkej-137	74	2	is	be	AUX
alkej-137	74	3	shared	share	VERB
alkej-137	74	4	among	among	ADP
alkej-137	74	5	trusted	trust	VERB
alkej-137	74	6	peers	peer	NOUN
alkej-137	74	7	to	to	PART
alkej-137	74	8	guard	guard	VERB
alkej-137	74	9	the	the	DET
alkej-137	74	10	network	network	NOUN
alkej-137	74	11	against	against	ADP
alkej-137	74	12	intrusion	intrusion	NOUN
alkej-137	74	13	.	.	PUNCT
alkej-137	75	1	the	the	DET
alkej-137	75	2	subscription	subscription	NOUN
alkej-137	75	3	-	-	PUNCT
alkej-137	75	4	based	base	VERB
alkej-137	75	5	group	group	NOUN
alkej-137	75	6	communication	communication	NOUN
alkej-137	75	7	is	be	AUX
alkej-137	75	8	conducted	conduct	VERB
alkej-137	75	9	over	over	ADP
alkej-137	75	10	a	a	DET
alkej-137	75	11	p2p	p2p	NOUN
alkej-137	75	12	architecture	architecture	NOUN
alkej-137	75	13	,	,	PUNCT
alkej-137	75	14	which	which	PRON
alkej-137	75	15	brings	bring	VERB
alkej-137	75	16	excellent	excellent	ADJ
alkej-137	75	17	scalability	scalability	NOUN
alkej-137	75	18	.	.	PUNCT
alkej-137	76	1	rana	rana	PROPN
alkej-137	77	1	dhia'a	dhia'a	PRON
alkej-137	77	2	abdu	abdu	PROPN
alkej-137	77	3	-	-	PUNCT
alkej-137	77	4	aljabar	aljabar	PROPN
alkej-137	77	5	al	al	PROPN
alkej-137	77	6	-	-	PUNCT
alkej-137	77	7	khwarizmi	khwarizmi	PROPN
alkej-137	77	8	engineering	engineering	NOUN
alkej-137	77	9	journal	journal	PROPN
alkej-137	77	10	,	,	PUNCT
alkej-137	77	11	vol	vol	NOUN
alkej-137	77	12	.	.	PROPN
alkej-137	77	13	8	8	NUM
alkej-137	77	14	,	,	PUNCT
alkej-137	77	15	no.3	no.3	VERB
alkej-137	77	16	,	,	PUNCT
alkej-137	77	17	pp40	pp40	PROPN
alkej-137	77	18	-52	-52	PROPN
alkej-137	77	19	(	(	PUNCT
alkej-137	77	20	2012	2012	NUM
alkej-137	77	21	)	)	PUNCT
alkej-137	77	22	42	42	NUM
alkej-137	77	23	taking	taking	NOUN
alkej-137	77	24	advantages	advantage	NOUN
alkej-137	77	25	of	of	ADP
alkej-137	77	26	the	the	DET
alkej-137	77	27	p2p	p2p	NOUN
alkej-137	77	28	network	network	NOUN
alkej-137	78	1	,	,	PUNCT
alkej-137	78	2	researchers	researcher	NOUN
alkej-137	78	3	attempted	attempt	VERB
alkej-137	78	4	to	to	PART
alkej-137	78	5	address	address	VERB
alkej-137	78	6	the	the	DET
alkej-137	78	7	major	major	ADJ
alkej-137	78	8	challenges	challenge	NOUN
alkej-137	78	9	in	in	ADP
alkej-137	78	10	large	large	ADJ
alkej-137	78	11	scale	scale	NOUN
alkej-137	78	12	collaboration	collaboration	NOUN
alkej-137	78	13	:	:	PUNCT
alkej-137	78	14	the	the	DET
alkej-137	78	15	scalability	scalability	NOUN
alkej-137	78	16	and	and	CCONJ
alkej-137	78	17	avoidance	avoidance	NOUN
alkej-137	78	18	of	of	ADP
alkej-137	78	19	central	central	ADJ
alkej-137	78	20	point	point	NOUN
alkej-137	78	21	of	of	ADP
alkej-137	78	22	failure	failure	NOUN
alkej-137	78	23	[	[	X
alkej-137	78	24	13	13	NUM
alkej-137	78	25	]	]	PUNCT
alkej-137	78	26	.	.	PUNCT
alkej-137	79	1	they	they	PRON
alkej-137	79	2	merged	merge	VERB
alkej-137	79	3	multi	multi	ADJ
alkej-137	79	4	-	-	ADJ
alkej-137	79	5	dimensional	dimensional	ADJ
alkej-137	79	6	correlation	correlation	NOUN
alkej-137	79	7	for	for	ADP
alkej-137	79	8	collaborative	collaborative	ADJ
alkej-137	79	9	intrusion	intrusion	NOUN
alkej-137	79	10	detection	detection	NOUN
alkej-137	79	11	[	[	X
alkej-137	79	12	14	14	NUM
alkej-137	79	13	]	]	PUNCT
alkej-137	79	14	,	,	PUNCT
alkej-137	79	15	and	and	CCONJ
alkej-137	79	16	developed	develop	VERB
alkej-137	79	17	self	self	NOUN
alkej-137	79	18	-	-	PUNCT
alkej-137	79	19	protecting	protect	VERB
alkej-137	79	20	and	and	CCONJ
alkej-137	79	21	selfhealing	selfheale	VERB
alkej-137	79	22	collaborative	collaborative	ADJ
alkej-137	79	23	intrusion	intrusion	NOUN
alkej-137	79	24	detection	detection	NOUN
alkej-137	79	25	architecture	architecture	NOUN
alkej-137	79	26	for	for	ADP
alkej-137	79	27	the	the	DET
alkej-137	79	28	trace	trace	NOUN
alkej-137	79	29	-	-	PUNCT
alkej-137	79	30	back	back	NOUN
alkej-137	79	31	of	of	ADP
alkej-137	79	32	fast	fast	ADJ
alkej-137	79	33	-	-	PUNCT
alkej-137	79	34	flux	flux	NOUN
alkej-137	79	35	phishing	phishe	VERB
alkej-137	79	36	domains	domain	NOUN
alkej-137	79	37	[	[	X
alkej-137	79	38	15	15	NUM
alkej-137	79	39	]	]	PUNCT
alkej-137	79	40	.	.	PUNCT
alkej-137	80	1	3	3	X
alkej-137	80	2	.	.	X
alkej-137	80	3	the	the	DET
alkej-137	80	4	whole	whole	ADJ
alkej-137	80	5	proposed	propose	VERB
alkej-137	80	6	system	system	NOUN
alkej-137	80	7	scheme	scheme	NOUN
alkej-137	80	8	this	this	DET
alkej-137	80	9	paper	paper	NOUN
alkej-137	80	10	used	use	VERB
alkej-137	80	11	distributed	distribute	VERB
alkej-137	80	12	collaborative	collaborative	ADJ
alkej-137	80	13	scheme	scheme	NOUN
alkej-137	80	14	based	base	VERB
alkej-137	80	15	on	on	ADP
alkej-137	80	16	the	the	DET
alkej-137	80	17	small	small	ADJ
alkej-137	80	18	-	-	PUNCT
alkej-137	80	19	world	world	NOUN
alkej-137	80	20	network	network	NOUN
alkej-137	80	21	model	model	NOUN
alkej-137	80	22	.	.	PUNCT
alkej-137	81	1	the	the	DET
alkej-137	81	2	design	design	NOUN
alkej-137	81	3	of	of	ADP
alkej-137	81	4	small	small	ADJ
alkej-137	81	5	-	-	PUNCT
alkej-137	81	6	world	world	NOUN
alkej-137	81	7	network	network	NOUN
alkej-137	81	8	model	model	NOUN
alkej-137	81	9	obtained	obtain	VERB
alkej-137	81	10	a	a	DET
alkej-137	81	11	hybrid	hybrid	ADJ
alkej-137	81	12	solution	solution	NOUN
alkej-137	81	13	between	between	ADP
alkej-137	81	14	behavior	behavior	NOUN
alkej-137	81	15	base	base	NOUN
alkej-137	81	16	and	and	CCONJ
alkej-137	81	17	signature	signature	NOUN
alkej-137	81	18	base	base	NOUN
alkej-137	81	19	by	by	ADP
alkej-137	81	20	using	use	VERB
alkej-137	81	21	signature	signature	NOUN
alkej-137	81	22	generation	generation	NOUN
alkej-137	81	23	to	to	PART
alkej-137	81	24	have	have	VERB
alkej-137	81	25	a	a	DET
alkej-137	81	26	signature	signature	NOUN
alkej-137	81	27	of	of	ADP
alkej-137	81	28	the	the	DET
alkej-137	81	29	unknown	unknown	ADJ
alkej-137	81	30	worm	worm	NOUN
alkej-137	81	31	detected	detect	VERB
alkej-137	81	32	by	by	ADP
alkej-137	81	33	behavior	behavior	NOUN
alkej-137	81	34	base	base	NOUN
alkej-137	81	35	and	and	CCONJ
alkej-137	81	36	update	update	VERB
alkej-137	81	37	the	the	DET
alkej-137	81	38	database	database	NOUN
alkej-137	81	39	of	of	ADP
alkej-137	81	40	signature	signature	NOUN
alkej-137	81	41	base	base	NOUN
alkej-137	81	42	.	.	PUNCT
alkej-137	82	1	the	the	DET
alkej-137	82	2	signature	signature	NOUN
alkej-137	82	3	-	-	PUNCT
alkej-137	82	4	base	base	NOUN
alkej-137	82	5	is	be	AUX
alkej-137	82	6	distributed	distribute	VERB
alkej-137	82	7	over	over	ADP
alkej-137	82	8	a	a	DET
alkej-137	82	9	multi	multi	ADJ
alkej-137	82	10	sensor	sensor	NOUN
alkej-137	82	11	(	(	PUNCT
alkej-137	82	12	see	see	VERB
alkej-137	82	13	figure	figure	NOUN
alkej-137	82	14	1	1	NUM
alkej-137	82	15	)	)	PUNCT
alkej-137	82	16	in	in	ADP
alkej-137	82	17	the	the	DET
alkej-137	82	18	network	network	NOUN
alkej-137	82	19	to	to	PART
alkej-137	82	20	get	get	VERB
alkej-137	82	21	a	a	DET
alkej-137	82	22	good	good	ADJ
alkej-137	82	23	defense	defense	NOUN
alkej-137	82	24	for	for	ADP
alkej-137	82	25	a	a	DET
alkej-137	82	26	worm	worm	NOUN
alkej-137	82	27	attack	attack	NOUN
alkej-137	82	28	.	.	PUNCT
alkej-137	83	1	fig	fig	NOUN
alkej-137	83	2	.	.	PUNCT
alkej-137	84	1	1.the	1.the	DET
alkej-137	84	2	small	small	ADJ
alkej-137	84	3	world	world	NOUN
alkej-137	84	4	network	network	NOUN
alkej-137	84	5	model	model	NOUN
alkej-137	84	6	for	for	ADP
alkej-137	84	7	worms	worm	NOUN
alkej-137	84	8	'	'	PART
alkej-137	84	9	detection	detection	NOUN
alkej-137	84	10	.	.	PUNCT
alkej-137	85	1	one	one	NUM
alkej-137	85	2	of	of	ADP
alkej-137	85	3	the	the	DET
alkej-137	85	4	sensors	sensor	NOUN
alkej-137	85	5	has	have	AUX
alkej-137	85	6	in	in	ADP
alkej-137	85	7	addition	addition	NOUN
alkej-137	85	8	to	to	ADP
alkej-137	85	9	signature	signature	NOUN
alkej-137	85	10	base	base	NOUN
alkej-137	85	11	detection	detection	NOUN
alkej-137	85	12	thread	thread	NOUN
alkej-137	85	13	,	,	PUNCT
alkej-137	85	14	a	a	DET
alkej-137	85	15	behavior	behavior	NOUN
alkej-137	85	16	-	-	PUNCT
alkej-137	85	17	base	base	NOUN
alkej-137	85	18	detection	detection	NOUN
alkej-137	85	19	thread	thread	NOUN
alkej-137	85	20	,	,	PUNCT
alkej-137	85	21	a	a	DET
alkej-137	85	22	signature	signature	NOUN
alkej-137	85	23	generation	generation	NOUN
alkej-137	85	24	thread	thread	NOUN
alkej-137	85	25	,	,	PUNCT
alkej-137	85	26	a	a	DET
alkej-137	85	27	monitoring	monitoring	NOUN
alkej-137	85	28	traffic	traffic	NOUN
alkej-137	85	29	thread	thread	NOUN
alkej-137	85	30	and	and	CCONJ
alkej-137	85	31	a	a	DET
alkej-137	85	32	central	central	ADJ
alkej-137	85	33	alarm	alarm	NOUN
alkej-137	85	34	procedure	procedure	NOUN
alkej-137	85	35	.	.	PUNCT
alkej-137	86	1	this	this	DET
alkej-137	86	2	sensor	sensor	NOUN
alkej-137	86	3	is	be	AUX
alkej-137	86	4	named	name	VERB
alkej-137	86	5	a	a	DET
alkej-137	86	6	central	central	ADJ
alkej-137	86	7	analyzer	analyzer	NOUN
alkej-137	86	8	(	(	PUNCT
alkej-137	86	9	ca	ca	NOUN
alkej-137	86	10	)	)	PUNCT
alkej-137	86	11	.	.	PUNCT
alkej-137	87	1	this	this	DET
alkej-137	87	2	multiple	multiple	ADJ
alkej-137	87	3	small	small	ADJ
alkej-137	87	4	world	world	NOUN
alkej-137	87	5	networks	network	NOUN
alkej-137	87	6	model	model	NOUN
alkej-137	87	7	is	be	AUX
alkej-137	87	8	like	like	ADP
alkej-137	87	9	figure	figure	NOUN
alkej-137	87	10	1	1	NUM
alkej-137	87	11	connected	connect	VERB
alkej-137	87	12	with	with	ADP
alkej-137	87	13	each	each	DET
alkej-137	87	14	other	other	ADJ
alkej-137	87	15	through	through	ADP
alkej-137	87	16	(	(	PUNCT
alkej-137	87	17	ca	ca	NOUN
alkej-137	87	18	)	)	PUNCT
alkej-137	87	19	in	in	ADP
alkej-137	87	20	decentralized	decentralized	ADJ
alkej-137	87	21	scheme	scheme	NOUN
alkej-137	87	22	(	(	PUNCT
alkej-137	87	23	see	see	VERB
alkej-137	87	24	figure	figure	NOUN
alkej-137	87	25	2	2	NUM
alkej-137	87	26	)	)	PUNCT
alkej-137	87	27	to	to	PART
alkej-137	87	28	improve	improve	VERB
alkej-137	87	29	the	the	DET
alkej-137	87	30	performance	performance	NOUN
alkej-137	87	31	by	by	ADP
alkej-137	87	32	efficient	efficient	ADJ
alkej-137	87	33	defense	defense	NOUN
alkej-137	87	34	against	against	ADP
alkej-137	87	35	distributed	distribute	VERB
alkej-137	87	36	attacks	attack	NOUN
alkej-137	87	37	.	.	PUNCT
alkej-137	88	1	the	the	DET
alkej-137	88	2	decentralized	decentralize	VERB
alkej-137	88	3	scheme	scheme	NOUN
alkej-137	88	4	is	be	AUX
alkej-137	88	5	much	much	ADV
alkej-137	88	6	flexible	flexible	ADJ
alkej-137	88	7	.	.	PUNCT
alkej-137	89	1	it	it	PRON
alkej-137	89	2	behaves	behave	VERB
alkej-137	89	3	similaryl	similaryl	NOUN
alkej-137	89	4	to	to	ADP
alkej-137	89	5	the	the	DET
alkej-137	89	6	manners	manner	NOUN
alkej-137	89	7	of	of	ADP
alkej-137	89	8	peer	peer	NOUN
alkej-137	89	9	-	-	PUNCT
alkej-137	89	10	to	to	ADP
alkej-137	89	11	-	-	PUNCT
alkej-137	89	12	peer	peer	NOUN
alkej-137	89	13	(	(	PUNCT
alkej-137	89	14	p2p	p2p	NOUN
alkej-137	89	15	)	)	PUNCT
alkej-137	89	16	networks	network	NOUN
alkej-137	89	17	.	.	PUNCT
alkej-137	90	1	this	this	PRON
alkej-137	90	2	is	be	AUX
alkej-137	90	3	due	due	ADJ
alkej-137	90	4	to	to	ADP
alkej-137	90	5	the	the	DET
alkej-137	90	6	fact	fact	NOUN
alkej-137	90	7	that	that	SCONJ
alkej-137	90	8	most	most	ADJ
alkej-137	90	9	of	of	ADP
alkej-137	90	10	decentralized	decentralized	ADJ
alkej-137	90	11	schemes	scheme	NOUN
alkej-137	90	12	are	be	AUX
alkej-137	90	13	developed	develop	VERB
alkej-137	90	14	on	on	ADP
alkej-137	90	15	top	top	NOUN
alkej-137	90	16	of	of	ADP
alkej-137	90	17	p2p	p2p	NOUN
alkej-137	90	18	network	network	NOUN
alkej-137	90	19	protocols	protocol	NOUN
alkej-137	90	20	[	[	X
alkej-137	90	21	16	16	NUM
alkej-137	90	22	]	]	PUNCT
alkej-137	90	23	.	.	PUNCT
alkej-137	91	1	the	the	DET
alkej-137	91	2	p2p	p2p	NOUN
alkej-137	91	3	collaborative	collaborative	ADJ
alkej-137	91	4	architecture	architecture	NOUN
alkej-137	91	5	gives	give	VERB
alkej-137	91	6	decentralized	decentralize	VERB
alkej-137	91	7	schemes	scheme	NOUN
alkej-137	91	8	good	good	ADJ
alkej-137	91	9	scalability	scalability	NOUN
alkej-137	91	10	.	.	PUNCT
alkej-137	92	1	theoretically	theoretically	ADV
alkej-137	92	2	,	,	PUNCT
alkej-137	92	3	any	any	DET
alkej-137	92	4	network	network	NOUN
alkej-137	92	5	node	node	NOUN
alkej-137	92	6	features	feature	VERB
alkej-137	92	7	compatible	compatible	ADJ
alkej-137	92	8	collaboration	collaboration	NOUN
alkej-137	92	9	protocols	protocol	NOUN
alkej-137	92	10	could	could	AUX
alkej-137	92	11	participate	participate	VERB
alkej-137	92	12	,	,	PUNCT
alkej-137	92	13	so	so	SCONJ
alkej-137	92	14	that	that	SCONJ
alkej-137	92	15	the	the	DET
alkej-137	92	16	boundary	boundary	NOUN
alkej-137	92	17	of	of	ADP
alkej-137	92	18	covered	covered	ADJ
alkej-137	92	19	network	network	NOUN
alkej-137	92	20	could	could	AUX
alkej-137	92	21	be	be	AUX
alkej-137	92	22	loose	loose	ADJ
alkej-137	92	23	.	.	PUNCT
alkej-137	93	1	rather	rather	ADV
alkej-137	93	2	than	than	ADP
alkej-137	93	3	having	have	VERB
alkej-137	93	4	a	a	DET
alkej-137	93	5	collaborative	collaborative	ADJ
alkej-137	93	6	server	server	NOUN
alkej-137	93	7	in	in	ADP
alkej-137	93	8	centralized	centralized	ADJ
alkej-137	93	9	scheme	scheme	NOUN
alkej-137	93	10	,	,	PUNCT
alkej-137	93	11	each	each	DET
alkej-137	93	12	participating	participate	VERB
alkej-137	93	13	node	node	NOUN
alkej-137	93	14	takes	take	VERB
alkej-137	93	15	responsibilities	responsibility	NOUN
alkej-137	93	16	for	for	ADP
alkej-137	93	17	collaboration	collaboration	NOUN
alkej-137	93	18	,	,	PUNCT
alkej-137	93	19	as	as	SCONJ
alkej-137	93	20	shown	show	VERB
alkej-137	93	21	in	in	ADP
alkej-137	93	22	figure	figure	NOUN
alkej-137	93	23	2	2	NUM
alkej-137	93	24	,	,	PUNCT
alkej-137	93	25	which	which	PRON
alkej-137	93	26	brings	bring	VERB
alkej-137	93	27	more	more	ADJ
alkej-137	93	28	flexibility	flexibility	NOUN
alkej-137	93	29	for	for	ADP
alkej-137	93	30	selfmanagement	selfmanagement	NOUN
alkej-137	93	31	.	.	PUNCT
alkej-137	94	1	obviously	obviously	ADV
alkej-137	94	2	,	,	PUNCT
alkej-137	94	3	the	the	DET
alkej-137	94	4	cost	cost	NOUN
alkej-137	94	5	for	for	ADP
alkej-137	94	6	application	application	NOUN
alkej-137	94	7	is	be	AUX
alkej-137	94	8	relatively	relatively	ADV
alkej-137	94	9	low	low	ADJ
alkej-137	94	10	,	,	PUNCT
alkej-137	94	11	since	since	SCONJ
alkej-137	94	12	it	it	PRON
alkej-137	94	13	does	do	AUX
alkej-137	94	14	not	not	PART
alkej-137	94	15	require	require	VERB
alkej-137	94	16	any	any	DET
alkej-137	94	17	modification	modification	NOUN
alkej-137	94	18	in	in	ADP
alkej-137	94	19	network	network	NOUN
alkej-137	94	20	beyond	beyond	ADP
alkej-137	94	21	the	the	DET
alkej-137	94	22	installation	installation	NOUN
alkej-137	94	23	of	of	ADP
alkej-137	94	24	software	software	NOUN
alkej-137	94	25	.	.	PUNCT
alkej-137	95	1	when	when	SCONJ
alkej-137	95	2	the	the	DET
alkej-137	95	3	worm	worm	NOUN
alkej-137	95	4	detected	detect	VERB
alkej-137	95	5	by	by	ADP
alkej-137	95	6	the	the	DET
alkej-137	95	7	behavior	behavior	NOUN
alkej-137	95	8	-	-	PUNCT
alkej-137	95	9	base	base	NOUN
alkej-137	95	10	thread	thread	NOUN
alkej-137	95	11	it	it	PRON
alkej-137	95	12	will	will	AUX
alkej-137	95	13	send	send	VERB
alkej-137	95	14	the	the	DET
alkej-137	95	15	source	source	NOUN
alkej-137	95	16	address	address	NOUN
alkej-137	95	17	(	(	PUNCT
alkej-137	95	18	src.add	src.add	ADJ
alkej-137	95	19	)	)	PUNCT
alkej-137	95	20	and	and	CCONJ
alkej-137	95	21	source	source	NOUN
alkej-137	95	22	port	port	NOUN
alkej-137	95	23	(	(	PUNCT
alkej-137	95	24	src.port	src.port	NOUN
alkej-137	95	25	)	)	PUNCT
alkej-137	95	26	that	that	SCONJ
alkej-137	95	27	the	the	DET
alkej-137	95	28	worm	worm	NOUN
alkej-137	95	29	was	be	AUX
alkej-137	95	30	use	use	VERB
alkej-137	95	31	it	it	PRON
alkej-137	95	32	,	,	PUNCT
alkej-137	95	33	for	for	ADP
alkej-137	95	34	both	both	CCONJ
alkej-137	95	35	central	central	ADJ
alkej-137	95	36	alarm	alarm	NOUN
alkej-137	95	37	procedure	procedure	NOUN
alkej-137	95	38	responsible	responsible	ADJ
alkej-137	95	39	for	for	ADP
alkej-137	95	40	alarming	alarm	VERB
alkej-137	95	41	all	all	DET
alkej-137	95	42	sensors	sensor	NOUN
alkej-137	95	43	of	of	ADP
alkej-137	95	44	its	its	PRON
alkej-137	95	45	network	network	NOUN
alkej-137	95	46	and	and	CCONJ
alkej-137	95	47	other	other	ADJ
alkej-137	95	48	cas	cas	PROPN
alkej-137	95	49	(	(	PUNCT
alkej-137	95	50	section	section	NOUN
alkej-137	95	51	7	7	NUM
alkej-137	95	52	)	)	PUNCT
alkej-137	95	53	,	,	PUNCT
alkej-137	95	54	and	and	CCONJ
alkej-137	95	55	the	the	DET
alkej-137	95	56	signature	signature	NOUN
alkej-137	95	57	generation	generation	NOUN
alkej-137	95	58	thread	thread	NOUN
alkej-137	95	59	(	(	PUNCT
alkej-137	95	60	section	section	NOUN
alkej-137	95	61	6	6	NUM
alkej-137	95	62	)	)	PUNCT
alkej-137	95	63	.	.	PUNCT
alkej-137	96	1	the	the	DET
alkej-137	96	2	signature	signature	NOUN
alkej-137	96	3	generation	generation	NOUN
alkej-137	96	4	thread	thread	NOUN
alkej-137	96	5	search	search	NOUN
alkej-137	96	6	in	in	ADP
alkej-137	96	7	the	the	DET
alkej-137	96	8	suspensions	suspension	NOUN
alkej-137	96	9	list	list	NOUN
alkej-137	96	10	generated	generate	VERB
alkej-137	96	11	from	from	ADP
alkej-137	96	12	monitoring	monitor	VERB
alkej-137	96	13	traffic	traffic	NOUN
alkej-137	96	14	thread	thread	NOUN
alkej-137	96	15	(	(	PUNCT
alkej-137	96	16	section	section	NOUN
alkej-137	96	17	6.1	6.1	NUM
alkej-137	96	18	)	)	PUNCT
alkej-137	96	19	is	be	AUX
alkej-137	96	20	on	on	ADP
alkej-137	96	21	the	the	DET
alkej-137	96	22	record	record	NOUN
alkej-137	96	23	that	that	PRON
alkej-137	96	24	has	have	VERB
alkej-137	96	25	the	the	DET
alkej-137	96	26	same	same	ADJ
alkej-137	96	27	src.add	src.add	NOUN
alkej-137	96	28	and	and	CCONJ
alkej-137	96	29	src.port	src.port	NOUN
alkej-137	96	30	that	that	SCONJ
alkej-137	96	31	the	the	DET
alkej-137	96	32	behavior	behavior	NOUN
alkej-137	96	33	-	-	PUNCT
alkej-137	96	34	base	base	NOUN
alkej-137	96	35	fig	fig	NOUN
alkej-137	96	36	.	.	PUNCT
alkej-137	97	1	2	2	X
alkej-137	97	2	.	.	NUM
alkej-137	97	3	decentralized	decentralize	VERB
alkej-137	97	4	collaboration	collaboration	NOUN
alkej-137	97	5	.	.	PUNCT
alkej-137	98	1	colopration	colopration	NOUN
alkej-137	98	2	ca2	ca2	PROPN
alkej-137	98	3	can	can	AUX
alkej-137	98	4	ca1	ca1	PROPN
alkej-137	98	5	rana	rana	PROPN
alkej-137	98	6	dhia'a	dhia'a	PROPN
alkej-137	98	7	abdu	abdu	PROPN
alkej-137	98	8	-	-	PUNCT
alkej-137	98	9	aljabar	aljabar	PROPN
alkej-137	98	10	al	al	PROPN
alkej-137	98	11	-	-	PUNCT
alkej-137	98	12	khwarizmi	khwarizmi	PROPN
alkej-137	98	13	engineering	engineering	NOUN
alkej-137	98	14	journal	journal	PROPN
alkej-137	98	15	,	,	PUNCT
alkej-137	98	16	vol	vol	NOUN
alkej-137	98	17	.	.	PROPN
alkej-137	98	18	8	8	NUM
alkej-137	98	19	,	,	PUNCT
alkej-137	98	20	no.3	no.3	VERB
alkej-137	98	21	,	,	PUNCT
alkej-137	98	22	pp40	pp40	PROPN
alkej-137	98	23	-52	-52	PROPN
alkej-137	98	24	(	(	PUNCT
alkej-137	98	25	2012	2012	NUM
alkej-137	98	26	)	)	PUNCT
alkej-137	98	27	43	43	NUM
alkej-137	98	28	sends	send	VERB
alkej-137	98	29	them	they	PRON
alkej-137	98	30	to	to	ADP
alkej-137	98	31	it	it	PRON
alkej-137	98	32	.	.	PUNCT
alkej-137	99	1	from	from	ADP
alkej-137	99	2	this	this	DET
alkej-137	99	3	record	record	NOUN
alkej-137	99	4	it	it	PRON
alkej-137	99	5	will	will	AUX
alkej-137	99	6	extract	extract	VERB
alkej-137	99	7	the	the	DET
alkej-137	99	8	worms	worm	NOUN
alkej-137	99	9	samples	sample	NOUN
alkej-137	99	10	to	to	PART
alkej-137	99	11	generate	generate	VERB
alkej-137	99	12	the	the	DET
alkej-137	99	13	new	new	ADJ
alkej-137	99	14	worm	worm	NOUN
alkej-137	99	15	signature	signature	NOUN
alkej-137	99	16	(	(	PUNCT
alkej-137	99	17	section	section	NOUN
alkej-137	99	18	6.2	6.2	NUM
alkej-137	99	19	)	)	PUNCT
alkej-137	99	20	,	,	PUNCT
alkej-137	99	21	and	and	CCONJ
alkej-137	99	22	then	then	ADV
alkej-137	99	23	it	it	PRON
alkej-137	99	24	will	will	AUX
alkej-137	99	25	send	send	VERB
alkej-137	99	26	it	it	PRON
alkej-137	99	27	to	to	ADP
alkej-137	99	28	the	the	DET
alkej-137	99	29	central	central	ADJ
alkej-137	99	30	alarm	alarm	NOUN
alkej-137	99	31	procedure	procedure	NOUN
alkej-137	99	32	,	,	PUNCT
alkej-137	99	33	which	which	PRON
alkej-137	99	34	responsible	responsible	ADJ
alkej-137	99	35	for	for	ADP
alkej-137	99	36	updating	update	VERB
alkej-137	99	37	all	all	DET
alkej-137	99	38	database	database	NOUN
alkej-137	99	39	signature	signature	NOUN
alkej-137	99	40	base	base	NOUN
alkej-137	99	41	for	for	ADP
alkej-137	99	42	all	all	DET
alkej-137	99	43	sensors	sensor	NOUN
alkej-137	99	44	of	of	ADP
alkej-137	99	45	its	its	PRON
alkej-137	99	46	network	network	NOUN
alkej-137	99	47	and	and	CCONJ
alkej-137	99	48	other	other	ADJ
alkej-137	99	49	cas	cas	NOUN
alkej-137	99	50	and	and	CCONJ
alkej-137	99	51	motivates	motivate	VERB
alkej-137	99	52	the	the	DET
alkej-137	99	53	signature	signature	NOUN
alkej-137	99	54	base	base	NOUN
alkej-137	99	55	to	to	PART
alkej-137	99	56	make	make	VERB
alkej-137	99	57	immediate	immediate	ADJ
alkej-137	99	58	scan	scan	NOUN
alkej-137	99	59	to	to	ADP
alkej-137	99	60	the	the	DET
alkej-137	99	61	all	all	DET
alkej-137	99	62	nodes	node	NOUN
alkej-137	99	63	it	it	PRON
alkej-137	99	64	responsible	responsible	ADJ
alkej-137	99	65	for	for	ADP
alkej-137	99	66	.	.	PROPN
alkej-137	100	1	4	4	X
alkej-137	100	2	.	.	X
alkej-137	100	3	worm	worm	NOUN
alkej-137	100	4	scan	scan	PROPN
alkej-137	100	5	activity	activity	NOUN
alkej-137	100	6	worms	worm	NOUN
alkej-137	100	7	spread	spread	VERB
alkej-137	100	8	many	many	ADJ
alkej-137	100	9	connection	connection	NOUN
alkej-137	100	10	requests	request	NOUN
alkej-137	100	11	to	to	PART
alkej-137	100	12	propagate	propagate	VERB
alkej-137	100	13	itself	itself	PRON
alkej-137	100	14	and	and	CCONJ
alkej-137	100	15	infect	infect	VERB
alkej-137	100	16	vulnerable	vulnerable	ADJ
alkej-137	100	17	hosts	host	NOUN
alkej-137	100	18	on	on	ADP
alkej-137	100	19	the	the	DET
alkej-137	100	20	internet	internet	NOUN
alkej-137	100	21	.	.	PUNCT
alkej-137	101	1	when	when	SCONJ
alkej-137	101	2	selecting	select	VERB
alkej-137	101	3	target	target	NOUN
alkej-137	101	4	hosts	host	NOUN
alkej-137	101	5	,	,	PUNCT
alkej-137	101	6	worms	worm	NOUN
alkej-137	101	7	use	use	VERB
alkej-137	101	8	a	a	DET
alkej-137	101	9	kind	kind	NOUN
alkej-137	101	10	of	of	ADP
alkej-137	101	11	scanning	scan	VERB
alkej-137	101	12	strategies	strategy	NOUN
alkej-137	101	13	.	.	PUNCT
alkej-137	102	1	code	code	NOUN
alkej-137	102	2	red	red	ADJ
alkej-137	102	3	and	and	CCONJ
alkej-137	102	4	sql	sql	NOUN
alkej-137	102	5	slammer	slammer	NOUN
alkej-137	102	6	used	use	VERB
alkej-137	102	7	random	random	ADJ
alkej-137	102	8	scanning	scanning	NOUN
alkej-137	102	9	method	method	NOUN
alkej-137	102	10	,	,	PUNCT
alkej-137	102	11	and	and	CCONJ
alkej-137	102	12	blaster	blaster	NOUN
alkej-137	102	13	was	be	AUX
alkej-137	102	14	a	a	DET
alkej-137	102	15	sequential	sequential	ADJ
alkej-137	102	16	scan	scan	ADJ
alkej-137	102	17	worm	worm	NOUN
alkej-137	102	18	.	.	PUNCT
alkej-137	103	1	in	in	ADP
alkej-137	103	2	[	[	X
alkej-137	103	3	17	17	NUM
alkej-137	103	4	]	]	PUNCT
alkej-137	103	5	,	,	PUNCT
alkej-137	103	6	wu	wu	PROPN
alkej-137	103	7	et	et	PROPN
alkej-137	103	8	.	.	PUNCT
alkej-137	104	1	al	al	PROPN
alkej-137	104	2	.	.	PROPN
alkej-137	104	3	introduced	introduce	VERB
alkej-137	104	4	a	a	DET
alkej-137	104	5	selective	selective	ADJ
alkej-137	104	6	random	random	ADJ
alkej-137	104	7	scan	scan	NOUN
alkej-137	104	8	and	and	CCONJ
alkej-137	104	9	a	a	DET
alkej-137	104	10	routable	routable	ADJ
alkej-137	104	11	scan	scan	NOUN
alkej-137	104	12	worm	worm	NOUN
alkej-137	104	13	.	.	PUNCT
alkej-137	105	1	when	when	SCONJ
alkej-137	105	2	a	a	DET
alkej-137	105	3	host	host	NOUN
alkej-137	105	4	makes	make	VERB
alkej-137	105	5	a	a	DET
alkej-137	105	6	connection	connection	NOUN
alkej-137	105	7	request	request	NOUN
alkej-137	105	8	via	via	ADP
alkej-137	105	9	tcp	tcp	PROPN
alkej-137	105	10	,	,	PUNCT
alkej-137	105	11	it	it	PRON
alkej-137	105	12	sends	send	VERB
alkej-137	105	13	a	a	DET
alkej-137	105	14	syn	syn	NOUN
alkej-137	105	15	packet	packet	NOUN
alkej-137	105	16	to	to	ADP
alkej-137	105	17	a	a	DET
alkej-137	105	18	destination	destination	NOUN
alkej-137	105	19	address	address	NOUN
alkej-137	105	20	.	.	PUNCT
alkej-137	106	1	a	a	DET
alkej-137	106	2	connection	connection	NOUN
alkej-137	106	3	fails	fail	VERB
alkej-137	106	4	if	if	SCONJ
alkej-137	106	5	the	the	DET
alkej-137	106	6	destination	destination	NOUN
alkej-137	106	7	address	address	NOUN
alkej-137	106	8	does	do	AUX
alkej-137	106	9	not	not	PART
alkej-137	106	10	exist	exist	VERB
alkej-137	106	11	or	or	CCONJ
alkej-137	106	12	the	the	DET
alkej-137	106	13	destination	destination	NOUN
alkej-137	106	14	port	port	NOUN
alkej-137	106	15	is	be	AUX
alkej-137	106	16	not	not	PART
alkej-137	106	17	open	open	ADJ
alkej-137	106	18	.	.	PUNCT
alkej-137	107	1	specifically	specifically	ADV
alkej-137	107	2	,	,	PUNCT
alkej-137	107	3	if	if	SCONJ
alkej-137	107	4	a	a	DET
alkej-137	107	5	syn	syn	NOUN
alkej-137	107	6	packet	packet	NOUN
alkej-137	107	7	is	be	AUX
alkej-137	107	8	sent	send	VERB
alkej-137	107	9	to	to	ADP
alkej-137	107	10	an	an	DET
alkej-137	107	11	unused	unused	ADJ
alkej-137	107	12	ip	ip	ADJ
alkej-137	107	13	address	address	NOUN
alkej-137	107	14	,	,	PUNCT
alkej-137	107	15	an	an	DET
alkej-137	107	16	icmp	icmp	ADJ
alkej-137	107	17	host	host	NOUN
alkej-137	107	18	which	which	PRON
alkej-137	107	19	is	be	AUX
alkej-137	107	20	unreachable	unreachable	ADJ
alkej-137	107	21	packet	packet	NOUN
alkej-137	107	22	is	be	AUX
alkej-137	107	23	returned	return	VERB
alkej-137	107	24	(	(	PUNCT
alkej-137	107	25	see	see	VERB
alkej-137	107	26	figure	figure	NOUN
alkej-137	107	27	3	3	NUM
alkej-137	107	28	)	)	PUNCT
alkej-137	107	29	;	;	PUNCT
alkej-137	107	30	if	if	SCONJ
alkej-137	107	31	a	a	DET
alkej-137	107	32	syn	syn	NOUN
alkej-137	107	33	packet	packet	NOUN
alkej-137	107	34	is	be	AUX
alkej-137	107	35	sent	send	VERB
alkej-137	107	36	to	to	ADP
alkej-137	107	37	a	a	DET
alkej-137	107	38	used	use	VERB
alkej-137	107	39	ip	ip	NOUN
alkej-137	107	40	address	address	NOUN
alkej-137	107	41	with	with	ADP
alkej-137	107	42	destination	destination	NOUN
alkej-137	107	43	port	port	NOUN
alkej-137	107	44	closed	close	VERB
alkej-137	107	45	,	,	PUNCT
alkej-137	107	46	a	a	DET
alkej-137	107	47	tcp	tcp	ADJ
alkej-137	107	48	reset	reset	NOUN
alkej-137	107	49	packet	packet	NOUN
alkej-137	107	50	is	be	AUX
alkej-137	107	51	returned	return	VERB
alkej-137	107	52	(	(	PUNCT
alkej-137	107	53	see	see	VERB
alkej-137	107	54	figure	figure	NOUN
alkej-137	107	55	4	4	NUM
alkej-137	107	56	)	)	PUNCT
alkej-137	107	57	.	.	PUNCT
alkej-137	108	1	fig	fig	NOUN
alkej-137	108	2	.	.	PUNCT
alkej-137	109	1	3	3	X
alkej-137	109	2	.	.	X
alkej-137	109	3	destination	destination	NOUN
alkej-137	109	4	ip	ip	PRON
alkej-137	109	5	address	address	NOUN
alkej-137	109	6	does	do	AUX
alkej-137	109	7	not	not	PART
alkej-137	109	8	exist	exist	VERB
alkej-137	109	9	.	.	PUNCT
alkej-137	110	1	fig	fig	NOUN
alkej-137	110	2	.	.	PUNCT
alkej-137	111	1	4	4	X
alkej-137	111	2	.	.	X
alkej-137	111	3	destination	destination	NOUN
alkej-137	111	4	port	port	NOUN
alkej-137	111	5	closed	close	VERB
alkej-137	111	6	.	.	PUNCT
alkej-137	112	1	if	if	SCONJ
alkej-137	112	2	a	a	DET
alkej-137	112	3	worm	worm	NOUN
alkej-137	112	4	uses	use	VERB
alkej-137	112	5	random	random	ADJ
alkej-137	112	6	or	or	CCONJ
alkej-137	112	7	sequential	sequential	ADJ
alkej-137	112	8	scanning	scanning	NOUN
alkej-137	112	9	to	to	PART
alkej-137	112	10	prove	prove	VERB
alkej-137	112	11	target	target	NOUN
alkej-137	112	12	hosts	host	NOUN
alkej-137	112	13	,	,	PUNCT
alkej-137	112	14	the	the	DET
alkej-137	112	15	packets	packet	NOUN
alkej-137	112	16	generated	generate	VERB
alkej-137	112	17	by	by	ADP
alkej-137	112	18	the	the	DET
alkej-137	112	19	worm	worm	NOUN
alkej-137	112	20	can	can	AUX
alkej-137	112	21	reach	reach	VERB
alkej-137	112	22	unused	unused	ADJ
alkej-137	112	23	ip	ip	DET
alkej-137	112	24	addresses	address	NOUN
alkej-137	112	25	.	.	PUNCT
alkej-137	113	1	in	in	ADP
alkej-137	113	2	other	other	ADJ
alkej-137	113	3	words	word	NOUN
alkej-137	113	4	,	,	PUNCT
alkej-137	113	5	the	the	DET
alkej-137	113	6	number	number	NOUN
alkej-137	113	7	of	of	ADP
alkej-137	113	8	hosts	host	NOUN
alkej-137	113	9	in	in	ADP
alkej-137	113	10	local	local	ADJ
alkej-137	113	11	network	network	NOUN
alkej-137	113	12	,	,	PUNCT
alkej-137	113	13	which	which	PRON
alkej-137	113	14	are	be	AUX
alkej-137	113	15	targeted	target	VERB
alkej-137	113	16	by	by	ADP
alkej-137	113	17	the	the	DET
alkej-137	113	18	worm	worm	NOUN
alkej-137	113	19	,	,	PUNCT
alkej-137	113	20	largely	largely	ADV
alkej-137	113	21	increases	increase	NOUN
alkej-137	113	22	.	.	PUNCT
alkej-137	114	1	in	in	ADP
alkej-137	114	2	case	case	NOUN
alkej-137	114	3	of	of	ADP
alkej-137	114	4	normal	normal	ADJ
alkej-137	114	5	traffic	traffic	NOUN
alkej-137	114	6	,	,	PUNCT
alkej-137	114	7	some	some	DET
alkej-137	114	8	internal	internal	ADJ
alkej-137	114	9	hosts	host	NOUN
alkej-137	114	10	are	be	AUX
alkej-137	114	11	related	relate	VERB
alkej-137	114	12	to	to	ADP
alkej-137	114	13	a	a	DET
alkej-137	114	14	specific	specific	ADJ
alkej-137	114	15	port	port	NOUN
alkej-137	114	16	number	number	NOUN
alkej-137	114	17	.	.	PUNCT
alkej-137	115	1	by	by	ADP
alkej-137	115	2	checking	check	VERB
alkej-137	115	3	the	the	DET
alkej-137	115	4	number	number	NOUN
alkej-137	115	5	of	of	ADP
alkej-137	115	6	distinct	distinct	ADJ
alkej-137	115	7	destination	destination	NOUN
alkej-137	115	8	addresses	address	NOUN
alkej-137	115	9	of	of	ADP
alkej-137	115	10	inbound	inbound	ADJ
alkej-137	115	11	traffic	traffic	NOUN
alkej-137	115	12	with	with	ADP
alkej-137	115	13	the	the	DET
alkej-137	115	14	port	port	NOUN
alkej-137	115	15	number	number	NOUN
alkej-137	115	16	,	,	PUNCT
alkej-137	115	17	we	we	PRON
alkej-137	115	18	find	find	VERB
alkej-137	115	19	an	an	DET
alkej-137	115	20	abnormal	abnormal	ADJ
alkej-137	115	21	pattern	pattern	NOUN
alkej-137	115	22	caused	cause	VERB
alkej-137	115	23	by	by	ADP
alkej-137	115	24	a	a	DET
alkej-137	115	25	worm	worm	NOUN
alkej-137	115	26	.	.	PUNCT
alkej-137	116	1	the	the	DET
alkej-137	116	2	slammer	slammer	NOUN
alkej-137	116	3	worm	worm	NOUN
alkej-137	116	4	,	,	PUNCT
alkej-137	116	5	for	for	ADP
alkej-137	116	6	example	example	NOUN
alkej-137	116	7	,	,	PUNCT
alkej-137	116	8	caused	cause	VERB
alkej-137	116	9	some	some	DET
alkej-137	116	10	infected	infected	ADJ
alkej-137	116	11	hosts	host	NOUN
alkej-137	116	12	to	to	PART
alkej-137	116	13	send	send	VERB
alkej-137	116	14	up	up	ADP
alkej-137	116	15	to	to	PART
alkej-137	116	16	30,000	30,000	NUM
alkej-137	116	17	scans	scan	NOUN
alkej-137	116	18	at	at	ADP
alkej-137	116	19	a	a	DET
alkej-137	116	20	second	second	ADJ
alkej-137	116	21	[	[	X
alkej-137	116	22	18	18	NUM
alkej-137	116	23	]	]	PUNCT
alkej-137	116	24	.	.	PUNCT
alkej-137	117	1	the	the	DET
alkej-137	117	2	life	life	NOUN
alkej-137	117	3	of	of	ADP
alkej-137	117	4	a	a	DET
alkej-137	117	5	worm	worm	NOUN
alkej-137	117	6	,	,	PUNCT
alkej-137	117	7	after	after	SCONJ
alkej-137	117	8	it	it	PRON
alkej-137	117	9	is	be	AUX
alkej-137	117	10	released	release	VERB
alkej-137	117	11	,	,	PUNCT
alkej-137	117	12	typically	typically	ADV
alkej-137	117	13	includes	include	VERB
alkej-137	117	14	the	the	DET
alkej-137	117	15	following	follow	VERB
alkej-137	117	16	phases	phase	NOUN
alkej-137	117	17	:	:	PUNCT
alkej-137	117	18	target	target	NOUN
alkej-137	117	19	finding	finding	NOUN
alkej-137	117	20	,	,	PUNCT
alkej-137	117	21	worm	worm	NOUN
alkej-137	117	22	transferring	transferring	NOUN
alkej-137	117	23	,	,	PUNCT
alkej-137	117	24	worm	worm	NOUN
alkej-137	117	25	activation	activation	NOUN
alkej-137	117	26	,	,	PUNCT
alkej-137	117	27	and	and	CCONJ
alkej-137	117	28	infection	infection	NOUN
alkej-137	117	29	.	.	PUNCT
alkej-137	118	1	during	during	ADP
alkej-137	118	2	the	the	DET
alkej-137	118	3	phase	phase	NOUN
alkej-137	118	4	of	of	ADP
alkej-137	118	5	target	target	NOUN
alkej-137	118	6	finding	finding	NOUN
alkej-137	118	7	and	and	CCONJ
alkej-137	118	8	worm	worm	NOUN
alkej-137	118	9	transferring	transferring	NOUN
alkej-137	118	10	,	,	PUNCT
alkej-137	118	11	the	the	DET
alkej-137	118	12	worm	worm	NOUN
alkej-137	118	13	is	be	AUX
alkej-137	118	14	active	active	ADJ
alkej-137	118	15	over	over	ADP
alkej-137	118	16	the	the	DET
alkej-137	118	17	internet	internet	NOUN
alkej-137	118	18	,	,	PUNCT
alkej-137	118	19	making	make	VERB
alkej-137	118	20	it	it	PRON
alkej-137	118	21	possible	possible	ADJ
alkej-137	118	22	for	for	SCONJ
alkej-137	118	23	network	network	NOUN
alkej-137	118	24	-	-	PUNCT
alkej-137	118	25	based	base	VERB
alkej-137	118	26	intrusion	intrusion	NOUN
alkej-137	118	27	detection	detection	NOUN
alkej-137	118	28	systems	system	NOUN
alkej-137	118	29	to	to	PART
alkej-137	118	30	catch	catch	VERB
alkej-137	118	31	the	the	DET
alkej-137	118	32	worm	worm	NOUN
alkej-137	118	33	.	.	PUNCT
alkej-137	119	1	the	the	DET
alkej-137	119	2	activities	activity	NOUN
alkej-137	119	3	in	in	ADP
alkej-137	119	4	the	the	DET
alkej-137	119	5	two	two	NUM
alkej-137	119	6	latter	latter	ADJ
alkej-137	119	7	phases	phase	NOUN
alkej-137	119	8	are	be	AUX
alkej-137	119	9	limited	limit	VERB
alkej-137	119	10	to	to	ADP
alkej-137	119	11	local	local	ADJ
alkej-137	119	12	machines	machine	NOUN
alkej-137	119	13	and	and	CCONJ
alkej-137	119	14	are	be	AUX
alkej-137	119	15	harder	hard	ADJ
alkej-137	119	16	to	to	PART
alkej-137	119	17	detect	detect	VERB
alkej-137	119	18	by	by	ADP
alkej-137	119	19	network	network	NOUN
alkej-137	119	20	-	-	PUNCT
alkej-137	119	21	based	base	VERB
alkej-137	119	22	intrusion	intrusion	NOUN
alkej-137	119	23	detection	detection	NOUN
alkej-137	119	24	systems	system	NOUN
alkej-137	119	25	[	[	X
alkej-137	119	26	19	19	NUM
alkej-137	119	27	]	]	PUNCT
alkej-137	119	28	.	.	PUNCT
alkej-137	120	1	5	5	X
alkej-137	120	2	.	.	X
alkej-137	120	3	detection	detection	NOUN
alkej-137	120	4	based	base	VERB
alkej-137	120	5	behavior	behavior	NOUN
alkej-137	120	6	algorithm	algorithm	NOUN
alkej-137	120	7	this	this	DET
alkej-137	120	8	paper	paper	NOUN
alkej-137	120	9	adopted	adopt	VERB
alkej-137	120	10	the	the	DET
alkej-137	120	11	intelligent	intelligent	ADJ
alkej-137	120	12	failure	failure	NOUN
alkej-137	120	13	connection	connection	NOUN
alkej-137	120	14	algorithm	algorithm	NOUN
alkej-137	120	15	(	(	PUNCT
alkej-137	120	16	ifca	ifca	NOUN
alkej-137	120	17	)	)	PUNCT
alkej-137	120	18	design	design	NOUN
alkej-137	121	1	[	[	X
alkej-137	121	2	7	7	NUM
alkej-137	121	3	]	]	PUNCT
alkej-137	121	4	;	;	PUNCT
alkej-137	121	5	it	it	PRON
alkej-137	121	6	is	be	AUX
alkej-137	121	7	an	an	DET
alkej-137	121	8	improvement	improvement	NOUN
alkej-137	121	9	of	of	ADP
alkej-137	121	10	improved	improved	ADJ
alkej-137	121	11	two	two	NUM
alkej-137	121	12	rotations	rotation	NOUN
alkej-137	121	13	(	(	PUNCT
alkej-137	121	14	itr	itr	NOUN
alkej-137	121	15	)	)	PUNCT
alkej-137	121	16	algorithm	algorithm	NOUN
alkej-137	122	1	[	[	X
alkej-137	122	2	6	6	NUM
alkej-137	122	3	]	]	PUNCT
alkej-137	122	4	to	to	PART
alkej-137	122	5	detect	detect	VERB
alkej-137	122	6	the	the	DET
alkej-137	122	7	worms	worm	NOUN
alkej-137	122	8	.	.	PUNCT
alkej-137	123	1	it	it	PRON
alkej-137	123	2	works	work	VERB
alkej-137	123	3	in	in	ADP
alkej-137	123	4	first	first	ADJ
alkej-137	123	5	phase	phase	NOUN
alkej-137	123	6	of	of	ADP
alkej-137	123	7	worm	worm	NOUN
alkej-137	123	8	's	's	PART
alkej-137	123	9	life	life	NOUN
alkej-137	123	10	which	which	PRON
alkej-137	123	11	is	be	AUX
alkej-137	123	12	target	target	NOUN
alkej-137	123	13	finding	finding	NOUN
alkej-137	123	14	.	.	PUNCT
alkej-137	124	1	in	in	ADP
alkej-137	124	2	this	this	DET
alkej-137	124	3	phase	phase	NOUN
alkej-137	124	4	the	the	DET
alkej-137	124	5	behavior	behavior	NOUN
alkej-137	124	6	of	of	ADP
alkej-137	124	7	worm	worm	NOUN
alkej-137	124	8	different	different	ADJ
alkej-137	124	9	from	from	ADP
alkej-137	124	10	normal	normal	ADJ
alkej-137	124	11	user	user	NOUN
alkej-137	124	12	.	.	PUNCT
alkej-137	125	1	comparing	compare	VERB
alkej-137	125	2	with	with	ADP
alkej-137	125	3	worm	worm	NOUN
alkej-137	125	4	activities	activity	NOUN
alkej-137	125	5	that	that	PRON
alkej-137	125	6	scan	scan	VERB
alkej-137	125	7	hundreds	hundred	NOUN
alkej-137	125	8	of	of	ADP
alkej-137	125	9	different	different	ADJ
alkej-137	125	10	ip	ip	ADJ
alkej-137	125	11	address	address	NOUN
alkej-137	125	12	per	per	ADP
alkej-137	125	13	second	second	ADJ
alkej-137	125	14	,	,	PUNCT
alkej-137	125	15	normal	normal	ADJ
alkej-137	125	16	users	user	NOUN
alkej-137	125	17	usually	usually	ADV
alkej-137	125	18	connect	connect	VERB
alkej-137	125	19	to	to	ADP
alkej-137	125	20	different	different	ADJ
alkej-137	125	21	ip	ip	PRON
alkej-137	125	22	address	address	NOUN
alkej-137	125	23	and	and	CCONJ
alkej-137	125	24	web	web	NOUN
alkej-137	125	25	sites	site	NOUN
alkej-137	125	26	at	at	ADP
alkej-137	125	27	a	a	DET
alkej-137	125	28	slower	slow	ADJ
alkej-137	125	29	rate	rate	NOUN
alkej-137	125	30	.	.	PUNCT
alkej-137	126	1	particularly	particularly	ADV
alkej-137	126	2	,	,	PUNCT
alkej-137	126	3	normal	normal	ADJ
alkej-137	126	4	users	user	NOUN
alkej-137	126	5	may	may	AUX
alkej-137	126	6	have	have	VERB
alkej-137	126	7	the	the	DET
alkej-137	126	8	favorite	favorite	ADJ
alkej-137	126	9	web	web	NOUN
alkej-137	126	10	sites	site	NOUN
alkej-137	126	11	list	list	NOUN
alkej-137	126	12	,	,	PUNCT
alkej-137	126	13	and	and	CCONJ
alkej-137	126	14	do	do	AUX
alkej-137	126	15	n’t	not	PART
alkej-137	126	16	produce	produce	VERB
alkej-137	126	17	so	so	ADV
alkej-137	126	18	many	many	ADJ
alkej-137	126	19	attempts	attempt	NOUN
alkej-137	126	20	to	to	PART
alkej-137	126	21	connect	connect	VERB
alkej-137	126	22	to	to	ADP
alkej-137	126	23	random	random	ADJ
alkej-137	126	24	addresses	address	NOUN
alkej-137	126	25	.	.	PUNCT
alkej-137	127	1	based	base	VERB
alkej-137	127	2	on	on	ADP
alkej-137	127	3	the	the	DET
alkej-137	127	4	fact	fact	NOUN
alkej-137	127	5	that	that	SCONJ
alkej-137	127	6	tcp	tcp	ADV
alkej-137	127	7	-	-	PUNCT
alkej-137	127	8	based	base	VERB
alkej-137	127	9	worm	worm	NOUN
alkej-137	127	10	will	will	AUX
alkej-137	127	11	attempt	attempt	VERB
alkej-137	127	12	tcp	tcp	NOUN
alkej-137	127	13	connections	connection	NOUN
alkej-137	127	14	to	to	ADP
alkej-137	127	15	different	different	ADJ
alkej-137	127	16	random	random	ADJ
alkej-137	127	17	addresses	address	NOUN
alkej-137	127	18	and	and	CCONJ
alkej-137	127	19	result	result	VERB
alkej-137	127	20	in	in	ADP
alkej-137	127	21	a	a	DET
alkej-137	127	22	large	large	ADJ
alkej-137	127	23	number	number	NOUN
alkej-137	127	24	of	of	ADP
alkej-137	127	25	connection	connection	NOUN
alkej-137	127	26	failures	failure	NOUN
alkej-137	127	27	,	,	PUNCT
alkej-137	127	28	the	the	DET
alkej-137	127	29	traditional	traditional	ADJ
alkej-137	127	30	worm	worm	NOUN
alkej-137	127	31	detection	detection	NOUN
alkej-137	127	32	approach	approach	NOUN
alkej-137	127	33	mainly	mainly	ADV
alkej-137	127	34	focuses	focus	VERB
alkej-137	127	35	on	on	ADP
alkej-137	127	36	the	the	DET
alkej-137	127	37	tcp	tcp	ADJ
alkej-137	127	38	syn	syn	NOUN
alkej-137	127	39	or	or	CCONJ
alkej-137	127	40	icmp	icmp	ADJ
alkej-137	127	41	host	host	NOUN
alkej-137	127	42	unreachable	unreachable	ADJ
alkej-137	127	43	packets	packet	NOUN
alkej-137	127	44	.	.	PUNCT
alkej-137	128	1	in	in	ADP
alkej-137	128	2	order	order	NOUN
alkej-137	128	3	to	to	PART
alkej-137	128	4	make	make	VERB
alkej-137	128	5	the	the	DET
alkej-137	128	6	algorithm	algorithm	NOUN
alkej-137	128	7	more	more	ADV
alkej-137	128	8	accurately	accurately	ADV
alkej-137	128	9	,	,	PUNCT
alkej-137	128	10	a	a	DET
alkej-137	128	11	better	well	ADJ
alkej-137	128	12	alternative	alternative	ADJ
alkej-137	128	13	method	method	NOUN
alkej-137	128	14	is	be	AUX
alkej-137	128	15	to	to	PART
alkej-137	128	16	monitor	monitor	VERB
alkej-137	128	17	inbound	inbound	ADJ
alkej-137	128	18	icmp	icmp	ADJ
alkej-137	128	19	host	host	NOUN
alkej-137	128	20	unreachable	unreachable	ADJ
alkej-137	128	21	and	and	CCONJ
alkej-137	128	22	tcp	tcp	VERB
alkej-137	128	23	reset	reset	ADJ
alkej-137	128	24	packets	packet	NOUN
alkej-137	128	25	.	.	PUNCT
alkej-137	129	1	the	the	DET
alkej-137	129	2	ifca	ifca	NOUN
alkej-137	129	3	only	only	ADV
alkej-137	129	4	records	record	VERB
alkej-137	129	5	the	the	DET
alkej-137	129	6	number	number	NOUN
alkej-137	129	7	of	of	ADP
alkej-137	129	8	inbound	inbound	ADJ
alkej-137	129	9	first	first	ADJ
alkej-137	129	10	failed	fail	VERB
alkej-137	129	11	connection	connection	NOUN
alkej-137	129	12	packets	packet	NOUN
alkej-137	129	13	such	such	ADJ
alkej-137	129	14	as	as	ADP
alkej-137	129	15	icmp	icmp	ADJ
alkej-137	129	16	and	and	CCONJ
alkej-137	129	17	tcp	tcp	VERB
alkej-137	129	18	reset	reset	NOUN
alkej-137	129	19	packets	packet	NOUN
alkej-137	129	20	returned	return	VERB
alkej-137	129	21	from	from	ADP
alkej-137	129	22	the	the	DET
alkej-137	129	23	external	external	ADJ
alkej-137	129	24	destination	destination	NOUN
alkej-137	129	25	address	address	NOUN
alkej-137	129	26	to	to	ADP
alkej-137	129	27	the	the	DET
alkej-137	129	28	internal	internal	ADJ
alkej-137	129	29	forged	forge	VERB
alkej-137	129	30	and	and	CCONJ
alkej-137	129	31	monitored	monitor	VERB
alkej-137	129	32	source	source	NOUN
alkej-137	129	33	ip	ip	PRON
alkej-137	129	34	address	address	NOUN
alkej-137	129	35	.	.	PUNCT
alkej-137	130	1	if	if	SCONJ
alkej-137	130	2	normal	normal	ADJ
alkej-137	130	3	connection	connection	NOUN
alkej-137	130	4	is	be	AUX
alkej-137	130	5	received	receive	VERB
alkej-137	130	6	;	;	PUNCT
alkej-137	130	7	i.e.	i.e.	X
alkej-137	130	8	,	,	PUNCT
alkej-137	130	9	tcp	tcp	AUX
alkej-137	130	10	syn	syn	PROPN
alkej-137	130	11	/	/	SYM
alkej-137	130	12	ack	ack	PROPN
alkej-137	130	13	,	,	PUNCT
alkej-137	130	14	“	"	PUNCT
alkej-137	130	15	counter	counter	NOUN
alkej-137	130	16	”	"	PUNCT
alkej-137	130	17	will	will	AUX
alkej-137	130	18	be	be	AUX
alkej-137	130	19	decreased	decrease	VERB
alkej-137	130	20	.	.	PUNCT
alkej-137	131	1	only	only	ADV
alkej-137	131	2	the	the	DET
alkej-137	131	3	first	first	ADJ
alkej-137	131	4	failed	fail	VERB
alkej-137	131	5	connection	connection	NOUN
alkej-137	131	6	sent	send	VERB
alkej-137	131	7	from	from	ADP
alkej-137	131	8	the	the	DET
alkej-137	131	9	forged	forge	VERB
alkej-137	131	10	source	source	NOUN
alkej-137	131	11	rana	rana	PROPN
alkej-137	131	12	dhia'a	dhia'a	PROPN
alkej-137	131	13	abdu	abdu	PROPN
alkej-137	131	14	-	-	PUNCT
alkej-137	131	15	aljabar	aljabar	PROPN
alkej-137	131	16	al	al	PROPN
alkej-137	131	17	-	-	PUNCT
alkej-137	131	18	khwarizmi	khwarizmi	PROPN
alkej-137	131	19	engineering	engineering	NOUN
alkej-137	131	20	journal	journal	PROPN
alkej-137	131	21	,	,	PUNCT
alkej-137	131	22	vol	vol	NOUN
alkej-137	131	23	.	.	PROPN
alkej-137	131	24	8	8	NUM
alkej-137	131	25	,	,	PUNCT
alkej-137	131	26	no.3	no.3	VERB
alkej-137	131	27	,	,	PUNCT
alkej-137	131	28	pp40	pp40	PROPN
alkej-137	131	29	-52	-52	PROPN
alkej-137	131	30	(	(	PUNCT
alkej-137	131	31	2012	2012	NUM
alkej-137	131	32	)	)	PUNCT
alkej-137	131	33	44	44	NUM
alkej-137	131	34	ip	ip	NOUN
alkej-137	131	35	address	address	NOUN
alkej-137	131	36	to	to	ADP
alkej-137	131	37	different	different	ADJ
alkej-137	131	38	destination	destination	NOUN
alkej-137	131	39	ip	ip	PRON
alkej-137	131	40	address	address	NOUN
alkej-137	131	41	is	be	AUX
alkej-137	131	42	recorded	record	VERB
alkej-137	131	43	.	.	PUNCT
alkej-137	132	1	normal	normal	ADJ
alkej-137	132	2	network	network	NOUN
alkej-137	132	3	activities	activity	NOUN
alkej-137	132	4	are	be	AUX
alkej-137	132	5	considered	consider	VERB
alkej-137	132	6	to	to	PART
alkej-137	132	7	decrease	decrease	VERB
alkej-137	132	8	the	the	DET
alkej-137	132	9	counter	counter	NOUN
alkej-137	132	10	’s	’s	PART
alkej-137	132	11	value	value	NOUN
alkej-137	132	12	.	.	PUNCT
alkej-137	133	1	ifca	ifca	PROPN
alkej-137	133	2	will	will	AUX
alkej-137	133	3	remove	remove	VERB
alkej-137	133	4	the	the	DET
alkej-137	133	5	“	"	PUNCT
alkej-137	133	6	counter	counter	NOUN
alkej-137	133	7	”	"	PUNCT
alkej-137	133	8	every	every	DET
alkej-137	133	9	three	three	NUM
alkej-137	133	10	days	day	NOUN
alkej-137	133	11	.	.	PUNCT
alkej-137	134	1	the	the	DET
alkej-137	134	2	packet	packet	NOUN
alkej-137	134	3	should	should	AUX
alkej-137	134	4	be	be	AUX
alkej-137	134	5	ignored	ignore	VERB
alkej-137	134	6	when	when	SCONJ
alkej-137	134	7	the	the	DET
alkej-137	134	8	destination	destination	NOUN
alkej-137	134	9	ip	ip	NOUN
alkej-137	134	10	is	be	AUX
alkej-137	134	11	recorded	record	VERB
alkej-137	134	12	into	into	ADP
alkej-137	134	13	the	the	DET
alkej-137	134	14	counter	counter	NOUN
alkej-137	134	15	table	table	NOUN
alkej-137	134	16	.	.	PUNCT
alkej-137	135	1	this	this	DET
alkej-137	135	2	mechanism	mechanism	NOUN
alkej-137	135	3	records	record	VERB
alkej-137	135	4	the	the	DET
alkej-137	135	5	number	number	NOUN
alkej-137	135	6	of	of	ADP
alkej-137	135	7	failed	fail	VERB
alkej-137	135	8	connection	connection	NOUN
alkej-137	135	9	packets	packet	NOUN
alkej-137	135	10	such	such	ADJ
alkej-137	135	11	as	as	ADP
alkej-137	135	12	icmp	icmp	ADJ
alkej-137	135	13	and	and	CCONJ
alkej-137	135	14	tcp	tcp	VERB
alkej-137	135	15	reset	reset	ADJ
alkej-137	135	16	packets	packet	NOUN
alkej-137	135	17	that	that	PRON
alkej-137	135	18	are	be	AUX
alkej-137	135	19	returned	return	VERB
alkej-137	135	20	from	from	ADP
alkej-137	135	21	the	the	DET
alkej-137	135	22	external	external	ADJ
alkej-137	135	23	destination	destination	NOUN
alkej-137	135	24	address	address	NOUN
alkej-137	135	25	to	to	ADP
alkej-137	135	26	the	the	DET
alkej-137	135	27	internal	internal	ADJ
alkej-137	135	28	forged	forge	VERB
alkej-137	135	29	.	.	PUNCT
alkej-137	136	1	it	it	PRON
alkej-137	136	2	monitored	monitor	VERB
alkej-137	136	3	source	source	NOUN
alkej-137	136	4	ip	ip	PRON
alkej-137	136	5	address	address	NOUN
alkej-137	136	6	based	base	VERB
alkej-137	136	7	in	in	ADP
alkej-137	136	8	the	the	DET
alkej-137	136	9	router	router	NOUN
alkej-137	136	10	.	.	PUNCT
alkej-137	137	1	once	once	ADV
alkej-137	137	2	detecting	detect	VERB
alkej-137	137	3	the	the	DET
alkej-137	137	4	first	first	ADJ
alkej-137	137	5	failed	fail	VERB
alkej-137	137	6	connection	connection	NOUN
alkej-137	137	7	packets	packet	NOUN
alkej-137	137	8	,	,	PUNCT
alkej-137	137	9	the	the	DET
alkej-137	137	10	algorithm	algorithm	NOUN
alkej-137	137	11	then	then	ADV
alkej-137	137	12	extracts	extract	VERB
alkej-137	137	13	(	(	PUNCT
alkej-137	137	14	the	the	DET
alkej-137	137	15	source	source	NOUN
alkej-137	137	16	address	address	NOUN
alkej-137	137	17	,	,	PUNCT
alkej-137	137	18	source	source	NOUN
alkej-137	137	19	port	port	NOUN
alkej-137	137	20	,	,	PUNCT
alkej-137	137	21	destination	destination	NOUN
alkej-137	137	22	address	address	NOUN
alkej-137	137	23	,	,	PUNCT
alkej-137	137	24	destination	destination	NOUN
alkej-137	137	25	port	port	NOUN
alkej-137	137	26	)	)	PUNCT
alkej-137	137	27	from	from	ADP
alkej-137	137	28	the	the	DET
alkej-137	137	29	packet	packet	NOUN
alkej-137	137	30	and	and	CCONJ
alkej-137	137	31	creates	create	VERB
alkej-137	137	32	the	the	DET
alkej-137	137	33	record	record	NOUN
alkej-137	137	34	.	.	PUNCT
alkej-137	138	1	in	in	ADP
alkej-137	138	2	this	this	DET
alkej-137	138	3	algorithm	algorithm	NOUN
alkej-137	138	4	,	,	PUNCT
alkej-137	138	5	several	several	ADJ
alkej-137	138	6	new	new	ADJ
alkej-137	138	7	equations	equation	NOUN
alkej-137	138	8	are	be	AUX
alkej-137	138	9	applied	apply	VERB
alkej-137	138	10	to	to	PART
alkej-137	138	11	detect	detect	VERB
alkej-137	138	12	the	the	DET
alkej-137	138	13	worm	worm	NOUN
alkej-137	138	14	.	.	PUNCT
alkej-137	139	1	it	it	PRON
alkej-137	139	2	is	be	AUX
alkej-137	139	3	supposed	suppose	VERB
alkej-137	139	4	β	β	X
alkej-137	139	5	=	=	NOUN
alkej-137	139	6	100	100	NUM
alkej-137	140	1	and	and	CCONJ
alkej-137	140	2	then	then	ADV
alkej-137	140	3	x=	x=	PUNCT
alkej-137	141	1	(	(	PUNCT
alkej-137	141	2	1	1	NUM
alkej-137	141	3	to	to	ADP
alkej-137	141	4	n	n	CCONJ
alkej-137	141	5	)	)	PUNCT
alkej-137	141	6	average	average	NOUN
alkej-137	141	7	of	of	ADP
alkej-137	141	8	failure	failure	NOUN
alkej-137	141	9	connection	connection	NOUN
alkej-137	141	10	in	in	ADP
alkej-137	141	11	one	one	NUM
alkej-137	141	12	minute	minute	NOUN
alkej-137	141	13	.	.	PUNCT
alkej-137	142	1	threshold	threshold	NOUN
alkej-137	142	2	can	can	AUX
alkej-137	142	3	be	be	AUX
alkej-137	142	4	processed	process	VERB
alkej-137	142	5	by	by	ADP
alkej-137	142	6	the	the	DET
alkej-137	142	7	following	follow	VERB
alkej-137	142	8	equation	equation	NOUN
alkej-137	142	9	:	:	PUNCT
alkej-137	142	10	sum	sum	NOUN
alkej-137	142	11	.	.	PUNCT
alkej-137	143	1	of	of	ADP
alkej-137	143	2	threshold=2	threshold=2	PROPN
alkej-137	143	3	(	(	PUNCT
alkej-137	143	4	̂6.65	̂6.65	PROPN
alkej-137	143	5	+	+	NOUN
alkej-137	143	6	0.050054(β	0.050054(β	NOUN
alkej-137	143	7	-	-	ADJ
alkej-137	143	8	x	x	NOUN
alkej-137	143	9	)	)	PUNCT
alkej-137	143	10	)	)	PUNCT
alkej-137	144	1	the	the	DET
alkej-137	144	2	equation	equation	NOUN
alkej-137	144	3	depends	depend	VERB
alkej-137	144	4	on	on	ADP
alkej-137	144	5	the	the	DET
alkej-137	144	6	average	average	NOUN
alkej-137	144	7	of	of	ADP
alkej-137	144	8	failure	failure	NOUN
alkej-137	144	9	connection	connection	NOUN
alkej-137	144	10	to	to	PART
alkej-137	144	11	compute	compute	VERB
alkej-137	144	12	the	the	DET
alkej-137	144	13	threshold	threshold	NOUN
alkej-137	144	14	.	.	PUNCT
alkej-137	145	1	ifca	ifca	PROPN
alkej-137	145	2	can	can	AUX
alkej-137	145	3	detect	detect	VERB
alkej-137	145	4	the	the	DET
alkej-137	145	5	worm	worm	NOUN
alkej-137	145	6	early	early	ADV
alkej-137	145	7	in	in	ADP
alkej-137	145	8	usual	usual	ADJ
alkej-137	145	9	time	time	NOUN
alkej-137	145	10	.	.	PUNCT
alkej-137	146	1	but	but	CCONJ
alkej-137	146	2	if	if	SCONJ
alkej-137	146	3	the	the	DET
alkej-137	146	4	worm	worm	NOUN
alkej-137	146	5	can	can	AUX
alkej-137	146	6	not	not	PART
alkej-137	146	7	be	be	AUX
alkej-137	146	8	detected	detect	VERB
alkej-137	146	9	in	in	ADP
alkej-137	146	10	early	early	ADJ
alkej-137	146	11	stage	stage	NOUN
alkej-137	146	12	,	,	PUNCT
alkej-137	146	13	the	the	DET
alkej-137	146	14	algorithm	algorithm	NOUN
alkej-137	146	15	provides	provide	VERB
alkej-137	146	16	more	more	ADJ
alkej-137	146	17	time	time	NOUN
alkej-137	146	18	and	and	CCONJ
alkej-137	146	19	new	new	ADJ
alkej-137	146	20	threshold	threshold	NOUN
alkej-137	146	21	to	to	PART
alkej-137	146	22	detect	detect	VERB
alkej-137	146	23	the	the	DET
alkej-137	146	24	worm	worm	NOUN
alkej-137	146	25	.	.	PUNCT
alkej-137	147	1	t1=(sum	t1=(sum	NOUN
alkej-137	147	2	.	.	PUNCT
alkej-137	148	1	of	of	ADP
alkej-137	148	2	threshold	threshold	NOUN
alkej-137	148	3	/	/	SYM
alkej-137	148	4	average	average	NOUN
alkej-137	148	5	of	of	ADP
alkej-137	148	6	failure	failure	NOUN
alkej-137	148	7	connection	connection	NOUN
alkej-137	148	8	)	)	PUNCT
alkej-137	148	9	t2=	t2=	PROPN
alkej-137	148	10	(	(	PUNCT
alkej-137	148	11	time	time	NOUN
alkej-137	148	12	now	now	ADV
alkej-137	148	13	–	–	PUNCT
alkej-137	148	14	time	time	NOUN
alkej-137	148	15	start	start	NOUN
alkej-137	148	16	of	of	ADP
alkej-137	148	17	the	the	DET
alkej-137	148	18	algorithm	algorithm	NOUN
alkej-137	148	19	)	)	PUNCT
alkej-137	148	20	ifca	ifca	NOUN
alkej-137	148	21	is	be	AUX
alkej-137	148	22	dynamic	dynamic	ADJ
alkej-137	148	23	in	in	ADP
alkej-137	148	24	detecting	detect	VERB
alkej-137	148	25	the	the	DET
alkej-137	148	26	worm	worm	NOUN
alkej-137	148	27	because	because	SCONJ
alkej-137	148	28	it	it	PRON
alkej-137	148	29	calculates	calculate	VERB
alkej-137	148	30	the	the	DET
alkej-137	148	31	threshold	threshold	NOUN
alkej-137	148	32	every	every	DET
alkej-137	148	33	time	time	NOUN
alkej-137	148	34	.	.	PUNCT
alkej-137	149	1	ifca	ifca	PROPN
alkej-137	149	2	detects	detect	VERB
alkej-137	149	3	the	the	DET
alkej-137	149	4	worm	worm	NOUN
alkej-137	149	5	by	by	ADP
alkej-137	149	6	comparing	compare	VERB
alkej-137	149	7	t1	t1	NOUN
alkej-137	149	8	to	to	ADP
alkej-137	149	9	t2	t2	PROPN
alkej-137	149	10	as	as	SCONJ
alkej-137	149	11	follows	follow	VERB
alkej-137	149	12	:	:	PUNCT
alkej-137	149	13	if	if	SCONJ
alkej-137	149	14	(	(	PUNCT
alkej-137	149	15	t2	t2	NOUN
alkej-137	149	16	is	be	AUX
alkej-137	149	17	small	small	ADJ
alkej-137	149	18	or	or	CCONJ
alkej-137	149	19	equal	equal	ADJ
alkej-137	149	20	to	to	PART
alkej-137	149	21	t1	t1	VERB
alkej-137	149	22	)	)	PUNCT
alkej-137	149	23	and	and	CCONJ
alkej-137	149	24	(	(	PUNCT
alkej-137	149	25	the	the	DET
alkej-137	149	26	counter	counter	NOUN
alkej-137	149	27	is	be	AUX
alkej-137	149	28	greater	great	ADJ
alkej-137	149	29	than	than	ADP
alkej-137	149	30	or	or	CCONJ
alkej-137	149	31	equal	equal	ADJ
alkej-137	149	32	to	to	ADP
alkej-137	149	33	the	the	DET
alkej-137	149	34	summation	summation	NOUN
alkej-137	149	35	of	of	ADP
alkej-137	149	36	threshold	threshold	NOUN
alkej-137	149	37	)	)	PUNCT
alkej-137	150	1	the	the	DET
alkej-137	150	2	worm	worm	NOUN
alkej-137	150	3	is	be	AUX
alkej-137	150	4	detected	detect	VERB
alkej-137	150	5	.	.	PUNCT
alkej-137	151	1	check	check	VERB
alkej-137	151	2	t1	t1	NOUN
alkej-137	151	3	,	,	PUNCT
alkej-137	151	4	t2	t2	NOUN
alkej-137	151	5	.	.	PUNCT
alkej-137	152	1	if	if	SCONJ
alkej-137	152	2	(	(	PUNCT
alkej-137	152	3	t2	t2	NOUN
alkej-137	152	4	is	be	AUX
alkej-137	152	5	greater	great	ADJ
alkej-137	152	6	than	than	ADP
alkej-137	152	7	t1	t1	PROPN
alkej-137	152	8	)	)	PUNCT
alkej-137	152	9	,	,	PUNCT
alkej-137	152	10	then	then	ADV
alkej-137	152	11	go	go	VERB
alkej-137	152	12	to	to	PART
alkej-137	152	13	feed	feed	VERB
alkej-137	152	14	back	back	ADV
alkej-137	152	15	and	and	CCONJ
alkej-137	152	16	decrease	decrease	VERB
alkej-137	152	17	the	the	DET
alkej-137	152	18	average	average	NOUN
alkej-137	152	19	with	with	ADP
alkej-137	152	20	new	new	ADJ
alkej-137	152	21	calculate	calculate	NOUN
alkej-137	152	22	to	to	PART
alkej-137	152	23	give	give	VERB
alkej-137	152	24	other	other	ADJ
alkej-137	152	25	chance	chance	NOUN
alkej-137	152	26	to	to	PART
alkej-137	152	27	detect	detect	VERB
alkej-137	152	28	the	the	DET
alkej-137	152	29	worm	worm	NOUN
alkej-137	152	30	.	.	PUNCT
alkej-137	153	1	if	if	SCONJ
alkej-137	153	2	t1	t1	NOUN
alkej-137	153	3	is	be	AUX
alkej-137	153	4	smaller	small	ADJ
alkej-137	153	5	than	than	ADP
alkej-137	153	6	t2	t2	NOUN
alkej-137	153	7	,	,	PUNCT
alkej-137	153	8	then	then	ADV
alkej-137	153	9	forward	forward	ADV
alkej-137	153	10	the	the	DET
alkej-137	153	11	traffic	traffic	NOUN
alkej-137	153	12	because	because	SCONJ
alkej-137	153	13	it	it	PRON
alkej-137	153	14	is	be	AUX
alkej-137	153	15	a	a	DET
alkej-137	153	16	normal	normal	ADJ
alkej-137	153	17	connection	connection	NOUN
alkej-137	153	18	.	.	PUNCT
alkej-137	154	1	whenever	whenever	SCONJ
alkej-137	154	2	the	the	DET
alkej-137	154	3	counter	counter	NOUN
alkej-137	154	4	value	value	NOUN
alkej-137	154	5	does	do	AUX
alkej-137	154	6	not	not	PART
alkej-137	154	7	exceed	exceed	VERB
alkej-137	154	8	the	the	DET
alkej-137	154	9	threshold	threshold	NOUN
alkej-137	154	10	during	during	ADP
alkej-137	154	11	time	time	NOUN
alkej-137	154	12	cumulative	cumulative	ADJ
alkej-137	154	13	computation	computation	NOUN
alkej-137	154	14	phrase	phrase	NOUN
alkej-137	154	15	,	,	PUNCT
alkej-137	154	16	the	the	DET
alkej-137	154	17	traffic	traffic	NOUN
alkej-137	154	18	sent	send	VERB
alkej-137	154	19	from	from	ADP
alkej-137	154	20	the	the	DET
alkej-137	154	21	corresponding	corresponding	ADJ
alkej-137	154	22	ip	ip	ADJ
alkej-137	154	23	address	address	NOUN
alkej-137	154	24	would	would	AUX
alkej-137	154	25	be	be	AUX
alkej-137	154	26	forwarded	forward	VERB
alkej-137	154	27	as	as	ADP
alkej-137	154	28	normal	normal	ADJ
alkej-137	154	29	activity	activity	NOUN
alkej-137	154	30	(	(	PUNCT
alkej-137	154	31	see	see	VERB
alkej-137	154	32	figure	figure	NOUN
alkej-137	154	33	5	5	NUM
alkej-137	154	34	)	)	PUNCT
alkej-137	154	35	.	.	PUNCT
alkej-137	155	1	when	when	SCONJ
alkej-137	155	2	the	the	DET
alkej-137	155	3	worm	worm	NOUN
alkej-137	155	4	is	be	AUX
alkej-137	155	5	detected	detect	VERB
alkej-137	155	6	the	the	DET
alkej-137	155	7	signature	signature	NOUN
alkej-137	155	8	generation	generation	NOUN
alkej-137	155	9	will	will	AUX
alkej-137	155	10	run	run	VERB
alkej-137	155	11	to	to	PART
alkej-137	155	12	find	find	VERB
alkej-137	155	13	the	the	DET
alkej-137	155	14	signature	signature	NOUN
alkej-137	155	15	of	of	ADP
alkej-137	155	16	this	this	DET
alkej-137	155	17	worm	worm	NOUN
alkej-137	155	18	.	.	PUNCT
alkej-137	156	1	as	as	SCONJ
alkej-137	156	2	it	it	PRON
alkej-137	156	3	explained	explain	VERB
alkej-137	156	4	in	in	ADP
alkej-137	156	5	the	the	DET
alkej-137	156	6	next	next	ADJ
alkej-137	156	7	section	section	NOUN
alkej-137	156	8	.	.	PUNCT
alkej-137	157	1	fig	fig	NOUN
alkej-137	157	2	.	.	PUNCT
alkej-137	158	1	5	5	X
alkej-137	158	2	.	.	PUNCT
alkej-137	158	3	the	the	DET
alkej-137	158	4	flow	flow	NOUN
alkej-137	158	5	chart	chart	NOUN
alkej-137	158	6	of	of	ADP
alkej-137	158	7	the	the	DET
alkej-137	158	8	ifca	ifca	NOUN
alkej-137	158	9	.	.	PUNCT
alkej-137	159	1	rana	rana	PROPN
alkej-137	160	1	dhia'a	dhia'a	PROPN
alkej-137	160	2	abdu	abdu	PROPN
alkej-137	160	3	-	-	PUNCT
alkej-137	160	4	aljabar	aljabar	PROPN
alkej-137	160	5	al	al	PROPN
alkej-137	160	6	-	-	PUNCT
alkej-137	160	7	khwarizmi	khwarizmi	PROPN
alkej-137	160	8	engineering	engineering	NOUN
alkej-137	160	9	journal	journal	PROPN
alkej-137	160	10	,	,	PUNCT
alkej-137	160	11	vol	vol	NOUN
alkej-137	160	12	.	.	PROPN
alkej-137	160	13	8	8	NUM
alkej-137	160	14	,	,	PUNCT
alkej-137	160	15	no.3	no.3	VERB
alkej-137	160	16	,	,	PUNCT
alkej-137	160	17	pp40	pp40	PROPN
alkej-137	160	18	-52	-52	PROPN
alkej-137	160	19	(	(	PUNCT
alkej-137	160	20	2012	2012	NUM
alkej-137	160	21	)	)	PUNCT
alkej-137	160	22	45	45	NUM
alkej-137	160	23	6	6	NUM
alkej-137	160	24	.	.	PUNCT
alkej-137	160	25	signature	signature	NOUN
alkej-137	160	26	generation	generation	NOUN
alkej-137	160	27	in	in	ADP
alkej-137	160	28	previous	previous	ADJ
alkej-137	160	29	section	section	NOUN
alkej-137	160	30	unknown	unknown	ADJ
alkej-137	160	31	worm	worm	NOUN
alkej-137	160	32	is	be	AUX
alkej-137	160	33	detected	detect	VERB
alkej-137	160	34	by	by	ADP
alkej-137	160	35	its	its	PRON
alkej-137	160	36	behavior	behavior	NOUN
alkej-137	160	37	.	.	PUNCT
alkej-137	161	1	it	it	PRON
alkej-137	161	2	is	be	AUX
alkej-137	161	3	a	a	DET
alkej-137	161	4	very	very	ADV
alkej-137	161	5	useful	useful	ADJ
alkej-137	161	6	way	way	NOUN
alkej-137	161	7	,	,	PUNCT
alkej-137	161	8	but	but	CCONJ
alkej-137	161	9	it	it	PRON
alkej-137	161	10	still	still	ADV
alkej-137	161	11	has	have	VERB
alkej-137	161	12	an	an	DET
alkej-137	161	13	overload	overload	NOUN
alkej-137	161	14	because	because	SCONJ
alkej-137	161	15	it	it	PRON
alkej-137	161	16	still	still	ADV
alkej-137	161	17	needs	need	VERB
alkej-137	161	18	to	to	PART
alkej-137	161	19	repeat	repeat	VERB
alkej-137	161	20	this	this	DET
alkej-137	161	21	algorithm	algorithm	NOUN
alkej-137	161	22	each	each	DET
alkej-137	161	23	time	time	NOUN
alkej-137	161	24	to	to	ADP
alkej-137	161	25	the	the	DET
alkej-137	161	26	same	same	ADJ
alkej-137	161	27	worm	worm	NOUN
alkej-137	161	28	.	.	PUNCT
alkej-137	162	1	so	so	ADV
alkej-137	162	2	this	this	DET
alkej-137	162	3	paper	paper	NOUN
alkej-137	162	4	it	it	PRON
alkej-137	162	5	suggests	suggest	VERB
alkej-137	162	6	to	to	PART
alkej-137	162	7	have	have	VERB
alkej-137	162	8	full	full	ADJ
alkej-137	162	9	benefit	benefit	NOUN
alkej-137	162	10	of	of	ADP
alkej-137	162	11	this	this	DET
alkej-137	162	12	algorithm	algorithm	NOUN
alkej-137	162	13	by	by	ADP
alkej-137	162	14	generating	generate	VERB
alkej-137	162	15	the	the	DET
alkej-137	162	16	signature	signature	NOUN
alkej-137	162	17	of	of	ADP
alkej-137	162	18	the	the	DET
alkej-137	162	19	worm	worm	NOUN
alkej-137	162	20	that	that	PRON
alkej-137	162	21	has	have	AUX
alkej-137	162	22	been	be	AUX
alkej-137	162	23	detected	detect	VERB
alkej-137	162	24	.	.	PUNCT
alkej-137	163	1	6.1	6.1	NUM
alkej-137	163	2	.	.	PUNCT
alkej-137	164	1	traffic	traffic	NOUN
alkej-137	164	2	monitor	monitor	VERB
alkej-137	164	3	the	the	DET
alkej-137	164	4	traffic	traffic	NOUN
alkej-137	164	5	-	-	PUNCT
alkej-137	164	6	monitor	monitor	NOUN
alkej-137	164	7	thread	thread	NOUN
alkej-137	164	8	catches	catch	VERB
alkej-137	164	9	all	all	DET
alkej-137	164	10	inbound	inbound	ADJ
alkej-137	164	11	and	and	CCONJ
alkej-137	164	12	outbound	outbound	NOUN
alkej-137	164	13	data	datum	NOUN
alkej-137	164	14	packets	packet	NOUN
alkej-137	164	15	only	only	ADV
alkej-137	164	16	and	and	CCONJ
alkej-137	164	17	stores	store	VERB
alkej-137	164	18	them	they	PRON
alkej-137	164	19	in	in	ADP
alkej-137	164	20	a	a	DET
alkej-137	164	21	list	list	NOUN
alkej-137	164	22	called	call	VERB
alkej-137	164	23	suspicions	suspicion	NOUN
alkej-137	164	24	list	list	NOUN
alkej-137	164	25	.	.	PUNCT
alkej-137	165	1	from	from	ADP
alkej-137	165	2	each	each	DET
alkej-137	165	3	packet	packet	NOUN
alkej-137	165	4	it	it	PRON
alkej-137	165	5	takes	take	VERB
alkej-137	165	6	the	the	DET
alkej-137	165	7	source	source	NOUN
alkej-137	165	8	address	address	NOUN
alkej-137	165	9	,	,	PUNCT
alkej-137	165	10	source	source	NOUN
alkej-137	165	11	port	port	NOUN
alkej-137	165	12	,	,	PUNCT
alkej-137	165	13	destination	destination	NOUN
alkej-137	165	14	address	address	NOUN
alkej-137	165	15	,	,	PUNCT
alkej-137	165	16	and	and	CCONJ
alkej-137	165	17	data	datum	NOUN
alkej-137	165	18	and	and	CCONJ
alkej-137	165	19	stores	store	VERB
alkej-137	165	20	them	they	PRON
alkej-137	165	21	in	in	ADP
alkej-137	165	22	the	the	DET
alkej-137	165	23	suspicions	suspicion	NOUN
alkej-137	165	24	list	list	NOUN
alkej-137	165	25	as	as	ADP
alkej-137	165	26	record	record	NOUN
alkej-137	165	27	fields	field	NOUN
alkej-137	165	28	(	(	PUNCT
alkej-137	165	29	figure	figure	NOUN
alkej-137	165	30	6	6	NUM
alkej-137	165	31	)	)	PUNCT
alkej-137	165	32	.	.	PUNCT
alkej-137	166	1	fig	fig	NOUN
alkej-137	166	2	.	.	PUNCT
alkej-137	167	1	6	6	NUM
alkej-137	167	2	.	.	PUNCT
alkej-137	168	1	suspicions	suspicion	NOUN
alkej-137	168	2	list	list	VERB
alkej-137	168	3	record	record	NOUN
alkej-137	168	4	fields	field	NOUN
alkej-137	168	5	.	.	PUNCT
alkej-137	169	1	fig	fig	NOUN
alkej-137	169	2	.	.	PUNCT
alkej-137	170	1	7	7	X
alkej-137	170	2	.	.	X
alkej-137	170	3	creating	create	VERB
alkej-137	170	4	the	the	DET
alkej-137	170	5	suspicions	suspicion	NOUN
alkej-137	170	6	list	list	NOUN
alkej-137	170	7	.	.	PUNCT
alkej-137	171	1	after	after	ADP
alkej-137	171	2	the	the	DET
alkej-137	171	3	tcp	tcp	PROPN
alkej-137	171	4	connection	connection	NOUN
alkej-137	171	5	success	success	NOUN
alkej-137	171	6	;	;	PUNCT
alkej-137	171	7	data	datum	NOUN
alkej-137	171	8	packets	packet	NOUN
alkej-137	171	9	will	will	AUX
alkej-137	171	10	be	be	AUX
alkej-137	171	11	send	send	VERB
alkej-137	171	12	;	;	PUNCT
alkej-137	171	13	these	these	DET
alkej-137	171	14	packets	packet	NOUN
alkej-137	171	15	may	may	AUX
alkej-137	171	16	be	be	AUX
alkej-137	171	17	a	a	DET
alkej-137	171	18	worm	worm	NOUN
alkej-137	171	19	packet	packet	NOUN
alkej-137	171	20	.	.	PUNCT
alkej-137	172	1	this	this	DET
alkej-137	172	2	thread	thread	NOUN
alkej-137	172	3	will	will	AUX
alkej-137	172	4	save	save	VERB
alkej-137	172	5	all	all	DET
alkej-137	172	6	packets	packet	NOUN
alkej-137	172	7	in	in	ADP
alkej-137	172	8	a	a	DET
alkej-137	172	9	suspicions	suspicion	NOUN
alkej-137	172	10	list	list	NOUN
alkej-137	172	11	till	till	SCONJ
alkej-137	172	12	the	the	DET
alkej-137	172	13	threshold	threshold	NOUN
alkej-137	172	14	exceed	exceed	VERB
alkej-137	172	15	or	or	CCONJ
alkej-137	172	16	time	time	NOUN
alkej-137	172	17	over	over	ADP
alkej-137	172	18	in	in	ADP
alkej-137	172	19	behavior	behavior	NOUN
alkej-137	172	20	base	base	NOUN
alkej-137	172	21	threat	threat	NOUN
alkej-137	172	22	then	then	ADV
alkej-137	172	23	the	the	DET
alkej-137	172	24	suspicions	suspicion	NOUN
alkej-137	172	25	list	list	NOUN
alkej-137	172	26	will	will	AUX
alkej-137	172	27	be	be	AUX
alkej-137	172	28	cleared	clear	VERB
alkej-137	172	29	and	and	CCONJ
alkej-137	172	30	tried	try	VERB
alkej-137	172	31	again	again	ADV
alkej-137	172	32	.	.	PUNCT
alkej-137	173	1	if	if	SCONJ
alkej-137	173	2	the	the	DET
alkej-137	173	3	threshold	threshold	NOUN
alkej-137	173	4	exceeds	exceed	VERB
alkej-137	173	5	,	,	PUNCT
alkej-137	173	6	it	it	PRON
alkej-137	173	7	means	mean	VERB
alkej-137	173	8	that	that	SCONJ
alkej-137	173	9	there	there	PRON
alkej-137	173	10	is	be	VERB
alkej-137	173	11	a	a	DET
alkej-137	173	12	worm	worm	NOUN
alkej-137	173	13	found	find	VERB
alkej-137	173	14	by	by	ADP
alkej-137	173	15	behavior	behavior	NOUN
alkej-137	173	16	base	base	NOUN
alkej-137	173	17	thread	thread	NOUN
alkej-137	173	18	.	.	PUNCT
alkej-137	174	1	so	so	ADV
alkej-137	174	2	the	the	DET
alkej-137	174	3	suspicions	suspicion	NOUN
alkej-137	174	4	list	list	NOUN
alkej-137	174	5	must	must	AUX
alkej-137	174	6	be	be	AUX
alkej-137	174	7	copied	copy	VERB
alkej-137	174	8	to	to	ADP
alkej-137	174	9	signature	signature	NOUN
alkej-137	174	10	generation	generation	NOUN
alkej-137	174	11	thread	thread	NOUN
alkej-137	174	12	and	and	CCONJ
alkej-137	174	13	then	then	ADV
alkej-137	174	14	will	will	AUX
alkej-137	174	15	be	be	AUX
alkej-137	174	16	cleared	clear	VERB
alkej-137	174	17	.	.	PUNCT
alkej-137	175	1	this	this	DET
alkej-137	175	2	process	process	NOUN
alkej-137	175	3	is	be	AUX
alkej-137	175	4	illustrated	illustrate	VERB
alkej-137	175	5	in	in	ADP
alkej-137	175	6	figure	figure	NOUN
alkej-137	175	7	7	7	NUM
alkej-137	175	8	.	.	NOUN
alkej-137	175	9	6.2	6.2	NUM
alkej-137	175	10	.	.	PUNCT
alkej-137	176	1	signature	signature	NOUN
alkej-137	176	2	generation	generation	NOUN
alkej-137	176	3	algorithm	algorithm	NOUN
alkej-137	176	4	a	a	DET
alkej-137	176	5	signature	signature	NOUN
alkej-137	176	6	algorithm	algorithm	NOUN
alkej-137	176	7	is	be	AUX
alkej-137	176	8	a	a	DET
alkej-137	176	9	method	method	NOUN
alkej-137	176	10	for	for	ADP
alkej-137	176	11	signing	sign	VERB
alkej-137	176	12	a	a	DET
alkej-137	176	13	message	message	NOUN
alkej-137	176	14	stored	store	VERB
alkej-137	176	15	in	in	ADP
alkej-137	176	16	electronic	electronic	ADJ
alkej-137	176	17	form	form	NOUN
alkej-137	176	18	.	.	PUNCT
alkej-137	177	1	as	as	ADP
alkej-137	177	2	such	such	ADJ
alkej-137	177	3	,	,	PUNCT
alkej-137	177	4	a	a	DET
alkej-137	177	5	signed	sign	VERB
alkej-137	177	6	message	message	NOUN
alkej-137	177	7	can	can	AUX
alkej-137	177	8	be	be	AUX
alkej-137	177	9	transmitted	transmit	VERB
alkej-137	177	10	over	over	ADP
alkej-137	177	11	a	a	DET
alkej-137	177	12	computer	computer	NOUN
alkej-137	177	13	network	network	NOUN
alkej-137	177	14	.	.	PUNCT
alkej-137	178	1	it	it	PRON
alkej-137	178	2	represents	represent	VERB
alkej-137	178	3	hand	hand	NOUN
alkej-137	178	4	-	-	PUNCT
alkej-137	178	5	written	write	VERB
alkej-137	178	6	signature	signature	NOUN
alkej-137	178	7	on	on	ADP
alkej-137	178	8	the	the	DET
alkej-137	178	9	paper	paper	NOUN
alkej-137	178	10	.	.	PUNCT
alkej-137	179	1	its	its	PRON
alkej-137	179	2	main	main	ADJ
alkej-137	179	3	method	method	NOUN
alkej-137	179	4	is	be	AUX
alkej-137	179	5	to	to	PART
alkej-137	179	6	specify	specify	VERB
alkej-137	179	7	the	the	DET
alkej-137	179	8	person	person	NOUN
alkej-137	179	9	who	who	PRON
alkej-137	179	10	is	be	AUX
alkej-137	179	11	responsible	responsible	ADJ
alkej-137	179	12	for	for	ADP
alkej-137	179	13	the	the	DET
alkej-137	179	14	documents	document	NOUN
alkej-137	179	15	.	.	PUNCT
alkej-137	180	1	but	but	CCONJ
alkej-137	180	2	digital	digital	ADJ
alkej-137	180	3	signature	signature	NOUN
alkej-137	180	4	scheme	scheme	NOUN
alkej-137	180	5	is	be	AUX
alkej-137	180	6	superior	superior	ADJ
alkej-137	180	7	to	to	PART
alkej-137	180	8	hand	hand	NOUN
alkej-137	180	9	–	–	PUNCT
alkej-137	180	10	written	write	VERB
alkej-137	180	11	signature	signature	NOUN
alkej-137	180	12	in	in	ADP
alkej-137	180	13	that	that	SCONJ
alkej-137	180	14	it	it	PRON
alkej-137	180	15	is	be	AUX
alkej-137	180	16	none	none	NOUN
alkej-137	180	17	-	-	PUNCT
alkej-137	180	18	forge	forge	NOUN
alkej-137	180	19	but	but	CCONJ
alkej-137	180	20	easier	easy	ADJ
alkej-137	180	21	identification	identification	NOUN
alkej-137	180	22	[	[	X
alkej-137	180	23	20	20	NUM
alkej-137	180	24	]	]	PUNCT
alkej-137	180	25	.	.	PUNCT
alkej-137	181	1	the	the	DET
alkej-137	181	2	generated	generate	VERB
alkej-137	181	3	signatures	signature	NOUN
alkej-137	181	4	used	use	VERB
alkej-137	181	5	are	be	AUX
alkej-137	181	6	in	in	ADP
alkej-137	181	7	the	the	DET
alkej-137	181	8	form	form	NOUN
alkej-137	181	9	of	of	ADP
alkej-137	181	10	simplified	simplified	ADJ
alkej-137	181	11	regular	regular	ADJ
alkej-137	181	12	expression	expression	NOUN
alkej-137	181	13	(	(	PUNCT
alkej-137	181	14	sre	sre	NOUN
alkej-137	181	15	)	)	PUNCT
alkej-137	181	16	.	.	PUNCT
alkej-137	182	1	it	it	PRON
alkej-137	182	2	will	will	AUX
alkej-137	182	3	also	also	ADV
alkej-137	182	4	define	define	VERB
alkej-137	182	5	a	a	DET
alkej-137	182	6	“	"	PUNCT
alkej-137	182	7	more	more	ADV
alkej-137	182	8	specific	specific	ADJ
alkej-137	182	9	than	than	ADP
alkej-137	182	10	”	"	PUNCT
alkej-137	182	11	relation	relation	NOUN
alkej-137	182	12	on	on	ADP
alkej-137	182	13	this	this	DET
alkej-137	182	14	signature	signature	NOUN
alkej-137	182	15	model	model	NOUN
alkej-137	182	16	that	that	PRON
alkej-137	182	17	allows	allow	VERB
alkej-137	182	18	two	two	NUM
alkej-137	182	19	signatures	signature	NOUN
alkej-137	182	20	to	to	PART
alkej-137	182	21	be	be	AUX
alkej-137	182	22	compared	compare	VERB
alkej-137	182	23	to	to	PART
alkej-137	182	24	determine	determine	VERB
alkej-137	182	25	if	if	SCONJ
alkej-137	182	26	one	one	PRON
alkej-137	182	27	is	be	AUX
alkej-137	182	28	a	a	DET
alkej-137	182	29	more	more	ADV
alkej-137	182	30	specific	specific	ADJ
alkej-137	182	31	form	form	NOUN
alkej-137	182	32	of	of	ADP
alkej-137	182	33	the	the	DET
alkej-137	182	34	other	other	ADJ
alkej-137	182	35	[	[	X
alkej-137	182	36	21	21	NUM
alkej-137	182	37	]	]	PUNCT
alkej-137	182	38	.	.	PUNCT
alkej-137	183	1	it	it	PRON
alkej-137	183	2	use	use	VERB
alkej-137	183	3	this	this	DET
alkej-137	183	4	relation	relation	NOUN
alkej-137	183	5	to	to	PART
alkej-137	183	6	analytically	analytically	ADV
alkej-137	183	7	define	define	VERB
alkej-137	183	8	“	"	PUNCT
alkej-137	183	9	the	the	DET
alkej-137	183	10	most	most	ADV
alkej-137	183	11	specific	specific	ADJ
alkej-137	183	12	”	"	PUNCT
alkej-137	183	13	signature	signature	NOUN
alkej-137	183	14	for	for	ADP
alkej-137	183	15	a	a	DET
alkej-137	183	16	polymorphic	polymorphic	ADJ
alkej-137	183	17	worm	worm	NOUN
alkej-137	183	18	,	,	PUNCT
alkej-137	183	19	and	and	CCONJ
alkej-137	183	20	hence	hence	ADV
alkej-137	183	21	,	,	PUNCT
alkej-137	183	22	formalize	formalize	VERB
alkej-137	183	23	the	the	DET
alkej-137	183	24	problem	problem	NOUN
alkej-137	183	25	of	of	ADP
alkej-137	183	26	signature	signature	NOUN
alkej-137	183	27	generation	generation	NOUN
alkej-137	183	28	for	for	ADP
alkej-137	183	29	polymorphic	polymorphic	ADJ
alkej-137	183	30	worms	worm	NOUN
alkej-137	183	31	.	.	PUNCT
alkej-137	184	1	based	base	VERB
alkej-137	184	2	on	on	ADP
alkej-137	184	3	the	the	DET
alkej-137	184	4	concept	concept	NOUN
alkej-137	184	5	of	of	ADP
alkej-137	184	6	the	the	DET
alkej-137	184	7	most	most	ADV
alkej-137	184	8	specific	specific	ADJ
alkej-137	184	9	signature	signature	NOUN
alkej-137	184	10	,	,	PUNCT
alkej-137	184	11	it	it	PRON
alkej-137	184	12	proposed	propose	VERB
alkej-137	184	13	a	a	DET
alkej-137	184	14	signature	signature	NOUN
alkej-137	184	15	generation	generation	NOUN
alkej-137	184	16	algorithm	algorithm	NOUN
alkej-137	184	17	using	use	VERB
alkej-137	184	18	multiple	multiple	ADJ
alkej-137	184	19	sequence	sequence	NOUN
alkej-137	184	20	alignment	alignment	NOUN
alkej-137	184	21	.	.	PUNCT
alkej-137	185	1	the	the	DET
alkej-137	185	2	generated	generate	VERB
alkej-137	185	3	signature	signature	NOUN
alkej-137	185	4	is	be	AUX
alkej-137	185	5	represented	represent	VERB
alkej-137	185	6	in	in	ADP
alkej-137	185	7	sre	sre	NOUN
alkej-137	185	8	,	,	PUNCT
alkej-137	185	9	which	which	PRON
alkej-137	185	10	is	be	AUX
alkej-137	185	11	effective	effective	ADJ
alkej-137	185	12	and	and	CCONJ
alkej-137	185	13	precise	precise	ADJ
alkej-137	185	14	because	because	SCONJ
alkej-137	185	15	of	of	ADP
alkej-137	185	16	its	its	PRON
alkej-137	185	17	successful	successful	ADJ
alkej-137	185	18	one	one	NUM
alkej-137	185	19	-	-	PUNCT
alkej-137	185	20	byte	byte	NOUN
alkej-137	185	21	invariant	invariant	ADJ
alkej-137	185	22	extraction	extraction	NOUN
alkej-137	185	23	and	and	CCONJ
alkej-137	185	24	emphasis	emphasis	NOUN
alkej-137	185	25	on	on	ADP
alkej-137	185	26	the	the	DET
alkej-137	185	27	order	order	NOUN
alkej-137	185	28	and	and	CCONJ
alkej-137	185	29	distance	distance	NOUN
alkej-137	185	30	of	of	ADP
alkej-137	185	31	extracted	extract	VERB
alkej-137	185	32	invariant	invariant	ADJ
alkej-137	185	33	parts	part	NOUN
alkej-137	185	34	.	.	PUNCT
alkej-137	186	1	in	in	ADP
alkej-137	186	2	this	this	DET
alkej-137	186	3	section	section	NOUN
alkej-137	186	4	,	,	PUNCT
alkej-137	186	5	it	it	PRON
alkej-137	186	6	focuses	focus	VERB
alkej-137	186	7	on	on	ADP
alkej-137	186	8	generating	generate	VERB
alkej-137	186	9	accurate	accurate	ADJ
alkej-137	186	10	signatures	signature	NOUN
alkej-137	186	11	for	for	ADP
alkej-137	186	12	a	a	DET
alkej-137	186	13	polymorphic	polymorphic	ADJ
alkej-137	186	14	worm	worm	NOUN
alkej-137	186	15	.	.	PUNCT
alkej-137	187	1	it	it	PRON
alkej-137	187	2	will	will	AUX
alkej-137	187	3	propose	propose	VERB
alkej-137	187	4	a	a	DET
alkej-137	187	5	more	more	ADV
alkej-137	187	6	precise	precise	ADJ
alkej-137	187	7	signature	signature	NOUN
alkej-137	187	8	type	type	NOUN
alkej-137	187	9	,	,	PUNCT
alkej-137	187	10	the	the	DET
alkej-137	187	11	sre	sre	NOUN
alkej-137	187	12	signature	signature	NOUN
alkej-137	187	13	,	,	PUNCT
alkej-137	187	14	and	and	CCONJ
alkej-137	187	15	it	it	PRON
alkej-137	187	16	will	will	AUX
alkej-137	187	17	briefly	briefly	ADV
alkej-137	187	18	introduce	introduce	VERB
alkej-137	187	19	a	a	DET
alkej-137	187	20	signature	signature	NOUN
alkej-137	187	21	generation	generation	NOUN
alkej-137	187	22	method	method	NOUN
alkej-137	187	23	based	base	VERB
alkej-137	187	24	on	on	ADP
alkej-137	187	25	multiple	multiple	ADJ
alkej-137	187	26	signature	signature	NOUN
alkej-137	187	27	alignment	alignment	NOUN
alkej-137	187	28	(	(	PUNCT
alkej-137	187	29	msa	msa	PROPN
alkej-137	187	30	)	)	PUNCT
alkej-137	187	31	.	.	PUNCT
alkej-137	188	1	finally	finally	ADV
alkej-137	188	2	it	it	PRON
alkej-137	188	3	will	will	AUX
alkej-137	188	4	compare	compare	VERB
alkej-137	188	5	the	the	DET
alkej-137	188	6	sre	sre	NOUN
alkej-137	188	7	with	with	ADP
alkej-137	188	8	other	other	ADJ
alkej-137	188	9	signature	signature	NOUN
alkej-137	188	10	types	type	NOUN
alkej-137	188	11	.	.	PUNCT
alkej-137	189	1	6.2.1	6.2.1	NOUN
alkej-137	189	2	.	.	PUNCT
alkej-137	190	1	sre	sre	NOUN
alkej-137	190	2	signature	signature	NOUN
alkej-137	190	3	type	type	NOUN
alkej-137	190	4	motivated	motivate	VERB
alkej-137	190	5	by	by	ADP
alkej-137	190	6	the	the	DET
alkej-137	190	7	insufficiency	insufficiency	NOUN
alkej-137	190	8	of	of	ADP
alkej-137	190	9	current	current	ADJ
alkej-137	190	10	signature	signature	NOUN
alkej-137	190	11	types	type	NOUN
alkej-137	190	12	for	for	ADP
alkej-137	190	13	expressing	express	VERB
alkej-137	190	14	distance	distance	NOUN
alkej-137	190	15	restriction	restriction	NOUN
alkej-137	190	16	,	,	PUNCT
alkej-137	190	17	the	the	DET
alkej-137	190	18	sre	sre	NOUN
alkej-137	190	19	signature	signature	NOUN
alkej-137	190	20	type	type	NOUN
alkej-137	190	21	designed	design	VERB
alkej-137	190	22	from	from	ADP
alkej-137	190	23	regular	regular	ADJ
alkej-137	190	24	expression	expression	NOUN
alkej-137	190	25	.	.	PUNCT
alkej-137	191	1	it	it	PRON
alkej-137	191	2	is	be	AUX
alkej-137	191	3	believed	believe	VERB
alkej-137	191	4	that	that	SCONJ
alkej-137	191	5	regular	regular	ADJ
alkej-137	191	6	expression	expression	NOUN
alkej-137	191	7	has	have	VERB
alkej-137	191	8	significant	significant	ADJ
alkej-137	191	9	advantages	advantage	NOUN
alkej-137	191	10	for	for	ADP
alkej-137	191	11	intrusion	intrusion	NOUN
alkej-137	191	12	detection	detection	NOUN
alkej-137	191	13	in	in	ADP
alkej-137	191	14	terms	term	NOUN
alkej-137	191	15	of	of	ADP
alkej-137	191	16	flexibility	flexibility	NOUN
alkej-137	191	17	,	,	PUNCT
alkej-137	191	18	accuracy	accuracy	NOUN
alkej-137	191	19	,	,	PUNCT
alkej-137	191	20	and	and	CCONJ
alkej-137	191	21	efficiency	efficiency	NOUN
alkej-137	191	22	rana	rana	PROPN
alkej-137	192	1	dhia'a	dhia'a	INTJ
alkej-137	192	2	abdu	abdu	PROPN
alkej-137	192	3	-	-	PUNCT
alkej-137	192	4	aljabar	aljabar	PROPN
alkej-137	192	5	al	al	PROPN
alkej-137	192	6	-	-	PUNCT
alkej-137	192	7	khwarizmi	khwarizmi	PROPN
alkej-137	192	8	engineering	engineering	NOUN
alkej-137	192	9	journal	journal	PROPN
alkej-137	192	10	,	,	PUNCT
alkej-137	192	11	vol	vol	NOUN
alkej-137	192	12	.	.	PROPN
alkej-137	192	13	8	8	NUM
alkej-137	192	14	,	,	PUNCT
alkej-137	192	15	no.3	no.3	VERB
alkej-137	192	16	,	,	PUNCT
alkej-137	192	17	pp40	pp40	PROPN
alkej-137	192	18	-52	-52	PROPN
alkej-137	192	19	(	(	PUNCT
alkej-137	192	20	2012	2012	NUM
alkej-137	192	21	)	)	PUNCT
alkej-137	192	22	46	46	NUM
alkej-137	193	1	[	[	X
alkej-137	193	2	22	22	NUM
alkej-137	193	3	]	]	PUNCT
alkej-137	193	4	.	.	PUNCT
alkej-137	194	1	regular	regular	ADJ
alkej-137	194	2	expressions	expression	NOUN
alkej-137	194	3	have	have	AUX
alkej-137	194	4	been	be	AUX
alkej-137	194	5	widely	widely	ADV
alkej-137	194	6	used	use	VERB
alkej-137	194	7	in	in	ADP
alkej-137	194	8	intrusion	intrusion	NOUN
alkej-137	194	9	detection	detection	NOUN
alkej-137	194	10	systems	system	NOUN
alkej-137	194	11	,	,	PUNCT
alkej-137	194	12	for	for	ADP
alkej-137	194	13	example	example	NOUN
alkej-137	194	14	,	,	PUNCT
alkej-137	194	15	in	in	ADP
alkej-137	194	16	snort	snort	NOUN
alkej-137	194	17	and	and	CCONJ
alkej-137	194	18	bro	bro	NOUN
alkej-137	194	19	.	.	PUNCT
alkej-137	195	1	however	however	ADV
alkej-137	195	2	,	,	PUNCT
alkej-137	195	3	the	the	DET
alkej-137	195	4	full	full	ADJ
alkej-137	195	5	regular	regular	ADJ
alkej-137	195	6	expression	expression	NOUN
alkej-137	195	7	is	be	AUX
alkej-137	195	8	too	too	ADV
alkej-137	195	9	complex	complex	ADJ
alkej-137	195	10	and	and	CCONJ
alkej-137	195	11	its	its	PRON
alkej-137	195	12	numerous	numerous	ADJ
alkej-137	195	13	syntax	syntax	NOUN
alkej-137	195	14	rules	rule	NOUN
alkej-137	195	15	are	be	AUX
alkej-137	195	16	not	not	PART
alkej-137	195	17	needed	need	VERB
alkej-137	195	18	for	for	ADP
alkej-137	195	19	worm	worm	NOUN
alkej-137	195	20	detection	detection	NOUN
alkej-137	195	21	.	.	PUNCT
alkej-137	196	1	hence	hence	ADV
alkej-137	196	2	,	,	PUNCT
alkej-137	196	3	it	it	PRON
alkej-137	196	4	introduces	introduce	VERB
alkej-137	196	5	the	the	DET
alkej-137	196	6	simplified	simplified	ADJ
alkej-137	196	7	regular	regular	ADJ
alkej-137	196	8	expression	expression	NOUN
alkej-137	196	9	as	as	ADP
alkej-137	196	10	a	a	DET
alkej-137	196	11	way	way	NOUN
alkej-137	196	12	of	of	ADP
alkej-137	196	13	representing	represent	VERB
alkej-137	196	14	worm	worm	NOUN
alkej-137	196	15	signatures	signature	NOUN
alkej-137	196	16	.	.	PUNCT
alkej-137	197	1	an	an	DET
alkej-137	197	2	sre	sre	NOUN
alkej-137	197	3	signature	signature	NOUN
alkej-137	197	4	is	be	AUX
alkej-137	197	5	a	a	DET
alkej-137	197	6	simplified	simplified	ADJ
alkej-137	197	7	form	form	NOUN
alkej-137	197	8	of	of	ADP
alkej-137	197	9	a	a	DET
alkej-137	197	10	regular	regular	ADJ
alkej-137	197	11	expression	expression	NOUN
alkej-137	197	12	that	that	PRON
alkej-137	197	13	contains	contain	VERB
alkej-137	197	14	only	only	ADV
alkej-137	197	15	two	two	NUM
alkej-137	197	16	qualifiers	qualifier	NOUN
alkej-137	197	17	,	,	PUNCT
alkej-137	197	18	“	"	PUNCT
alkej-137	197	19	.	.	PUNCT
alkej-137	197	20	*	*	PUNCT
alkej-137	197	21	”	"	PUNCT
alkej-137	197	22	and	and	CCONJ
alkej-137	197	23	“	"	PUNCT
alkej-137	197	24	.{k	.{k	PROPN
alkej-137	197	25	}	}	PUNCT
alkej-137	197	26	.	.	PUNCT
alkej-137	197	27	”	"	PUNCT
alkej-137	198	1	these	these	PRON
alkej-137	198	2	can	can	AUX
alkej-137	198	3	each	each	PRON
alkej-137	198	4	be	be	AUX
alkej-137	198	5	further	far	ADV
alkej-137	198	6	abbreviated	abbreviate	VERB
alkej-137	198	7	by	by	ADP
alkej-137	198	8	replacing	replace	VERB
alkej-137	198	9	“	"	PUNCT
alkej-137	198	10	.	.	PUNCT
alkej-137	199	1	*	*	PUNCT
alkej-137	199	2	”	"	PUNCT
alkej-137	199	3	with	with	ADP
alkej-137	199	4	“	"	PUNCT
alkej-137	199	5	*	*	NOUN
alkej-137	199	6	”	"	PUNCT
alkej-137	199	7	,	,	PUNCT
alkej-137	199	8	which	which	PRON
alkej-137	199	9	represents	represent	VERB
alkej-137	199	10	an	an	DET
alkej-137	199	11	arbitrary	arbitrary	ADJ
alkej-137	199	12	string	string	NOUN
alkej-137	199	13	(	(	PUNCT
alkej-137	199	14	including	include	VERB
alkej-137	199	15	a	a	DET
alkej-137	199	16	zero	zero	NUM
alkej-137	199	17	length	length	NOUN
alkej-137	199	18	string	string	NOUN
alkej-137	199	19	)	)	PUNCT
alkej-137	199	20	,	,	PUNCT
alkej-137	199	21	and	and	CCONJ
alkej-137	199	22	by	by	ADP
alkej-137	199	23	replacing	replace	VERB
alkej-137	199	24	“	"	PUNCT
alkej-137	199	25	.{k	.{k	PROPN
alkej-137	199	26	}	}	PUNCT
alkej-137	199	27	”	"	PUNCT
alkej-137	199	28	with	with	ADP
alkej-137	199	29	“	"	PUNCT
alkej-137	199	30	[	[	X
alkej-137	199	31	k	k	X
alkej-137	199	32	]	]	X
alkej-137	199	33	,	,	PUNCT
alkej-137	199	34	”	"	PUNCT
alkej-137	199	35	which	which	PRON
alkej-137	199	36	represents	represent	VERB
alkej-137	199	37	a	a	DET
alkej-137	199	38	string	string	NOUN
alkej-137	199	39	consisting	consist	VERB
alkej-137	199	40	of	of	ADP
alkej-137	199	41	k	k	PROPN
alkej-137	199	42	arbitrary	arbitrary	ADJ
alkej-137	199	43	characters	character	NOUN
alkej-137	199	44	.	.	PUNCT
alkej-137	200	1	for	for	ADP
alkej-137	200	2	example	example	NOUN
alkej-137	200	3	,	,	PUNCT
alkej-137	200	4	“	"	PUNCT
alkej-137	200	5	‘	'	PUNCT
alkej-137	200	6	one’[2]‘two	one’[2]‘two	ADJ
alkej-137	200	7	’	'	PUNCT
alkej-137	200	8	*	*	NUM
alkej-137	200	9	”	"	PUNCT
alkej-137	200	10	is	be	AUX
alkej-137	200	11	an	an	DET
alkej-137	200	12	sre	sre	ADJ
alkej-137	200	13	signature	signature	NOUN
alkej-137	200	14	that	that	PRON
alkej-137	200	15	is	be	AUX
alkej-137	200	16	equivalent	equivalent	ADJ
alkej-137	200	17	to	to	ADP
alkej-137	200	18	the	the	DET
alkej-137	200	19	regular	regular	ADJ
alkej-137	200	20	expression	expression	NOUN
alkej-137	200	21	“	"	PUNCT
alkej-137	200	22	one.{2}two	one.{2}two	NUM
alkej-137	200	23	.	.	PUNCT
alkej-137	201	1	*	*	PUNCT
alkej-137	201	2	”	"	PUNCT
alkej-137	201	3	.	.	PUNCT
alkej-137	201	4	suppose	suppose	VERB
alkej-137	201	5	that	that	SCONJ
alkej-137	201	6	ф={*,[k	ф={*,[k	NOUN
alkej-137	201	7	]	]	PUNCT
alkej-137	201	8	}	}	PUNCT
alkej-137	201	9	is	be	AUX
alkej-137	201	10	the	the	DET
alkej-137	201	11	set	set	NOUN
alkej-137	201	12	of	of	ADP
alkej-137	201	13	the	the	DET
alkej-137	201	14	two	two	NUM
alkej-137	201	15	qualifiers	qualifier	NOUN
alkej-137	201	16	and	and	CCONJ
alkej-137	201	17	∑+	∑+	PROPN
alkej-137	201	18	is	be	AUX
alkej-137	201	19	the	the	DET
alkej-137	201	20	set	set	NOUN
alkej-137	201	21	of	of	ADP
alkej-137	201	22	nonempty	nonempty	ADJ
alkej-137	201	23	strings	string	NOUN
alkej-137	201	24	over	over	ADP
alkej-137	201	25	a	a	DET
alkej-137	201	26	finite	finite	ADJ
alkej-137	201	27	alphabet	alphabet	PROPN
alkej-137	201	28	∑.	∑.	PROPN
alkej-137	201	29	an	an	DET
alkej-137	201	30	sre	sre	NOUN
alkej-137	201	31	signature	signature	NOUN
alkej-137	201	32	is	be	AUX
alkej-137	201	33	defined	define	VERB
alkej-137	201	34	as	as	SCONJ
alkej-137	201	35	follows	follow	VERB
alkej-137	201	36	:	:	PUNCT
alkej-137	201	37	definition	definition	NOUN
alkej-137	201	38	1	1	NUM
alkej-137	201	39	(	(	PUNCT
alkej-137	201	40	sre	sre	NOUN
alkej-137	201	41	signature	signature	NOUN
alkej-137	201	42	)	)	PUNCT
alkej-137	201	43	.	.	PUNCT
alkej-137	202	1	an	an	DET
alkej-137	202	2	sre	sre	NOUN
alkej-137	202	3	signature	signature	NOUN
alkej-137	202	4	is	be	AUX
alkej-137	202	5	a	a	DET
alkej-137	202	6	signature	signature	NOUN
alkej-137	202	7	in	in	ADP
alkej-137	202	8	the	the	DET
alkej-137	202	9	form	form	NOUN
alkej-137	202	10	of	of	ADP
alkej-137	202	11	(	(	PUNCT
alkej-137	202	12	q0)s1q1s2	q0)s1q1s2	NOUN
alkej-137	202	13	.	.	PUNCT
alkej-137	202	14	.	.	PUNCT
alkej-137	202	15	.	.	PUNCT
alkej-137	203	1	qk-1sk(qk	qk-1sk(qk	X
alkej-137	203	2	)	)	PUNCT
alkej-137	203	3	,	,	PUNCT
alkej-137	203	4	where	where	SCONJ
alkej-137	203	5	qi	qi	PROPN
alkej-137	203	6	ф	ф	PROPN
alkej-137	203	7	is	be	AUX
alkej-137	203	8	a	a	DET
alkej-137	203	9	qualifier	qualifier	NOUN
alkej-137	203	10	,	,	PUNCT
alkej-137	203	11	si	si	PROPN
alkej-137	203	12	∑+	∑+	PROPN
alkej-137	203	13	is	be	AUX
alkej-137	203	14	a	a	DET
alkej-137	203	15	substring	substring	NOUN
alkej-137	203	16	(	(	PUNCT
alkej-137	203	17	i	i	PRON
alkej-137	204	1	[	[	X
alkej-137	204	2	0	0	NUM
alkej-137	204	3	;	;	PUNCT
alkej-137	204	4	k	k	X
alkej-137	204	5	]	]	X
alkej-137	204	6	)	)	PUNCT
alkej-137	204	7	,	,	PUNCT
alkej-137	204	8	and(q0	and(q0	PROPN
alkej-137	204	9	)	)	PUNCT
alkej-137	204	10	and	and	CCONJ
alkej-137	204	11	(	(	PUNCT
alkej-137	204	12	qk	qk	INTJ
alkej-137	204	13	)	)	PUNCT
alkej-137	204	14	mean	mean	NOUN
alkej-137	204	15	q0	q0	PROPN
alkej-137	204	16	and	and	CCONJ
alkej-137	204	17	qk	qk	NOUN
alkej-137	204	18	are	be	AUX
alkej-137	204	19	optional	optional	ADJ
alkej-137	204	20	.	.	PUNCT
alkej-137	205	1	the	the	DET
alkej-137	205	2	length	length	NOUN
alkej-137	205	3	of	of	ADP
alkej-137	205	4	an	an	DET
alkej-137	205	5	sre	sre	NOUN
alkej-137	205	6	signature	signature	NOUN
alkej-137	205	7	define	define	NOUN
alkej-137	205	8	as	as	ADP
alkej-137	205	9	the	the	DET
alkej-137	205	10	total	total	ADJ
alkej-137	205	11	number	number	NOUN
alkej-137	205	12	of	of	ADP
alkej-137	205	13	characters	character	NOUN
alkej-137	205	14	in	in	ADP
alkej-137	205	15	substrings	substring	NOUN
alkej-137	205	16	plus	plus	CCONJ
alkej-137	205	17	the	the	DET
alkej-137	205	18	number	number	NOUN
alkej-137	205	19	of	of	ADP
alkej-137	205	20	qualifiers	qualifier	NOUN
alkej-137	205	21	,	,	PUNCT
alkej-137	205	22	and	and	CCONJ
alkej-137	205	23	use	use	VERB
alkej-137	205	24	|x|	|x|	PROPN
alkej-137	205	25	to	to	PART
alkej-137	205	26	denote	denote	VERB
alkej-137	205	27	the	the	DET
alkej-137	205	28	length	length	NOUN
alkej-137	205	29	of	of	ADP
alkej-137	205	30	an	an	DET
alkej-137	205	31	sre	sre	NOUN
alkej-137	205	32	signature	signature	NOUN
alkej-137	205	33	x.	x.	NOUN
alkej-137	205	34	for	for	ADP
alkej-137	205	35	example	example	NOUN
alkej-137	205	36	,	,	PUNCT
alkej-137	205	37	given	give	VERB
alkej-137	205	38	an	an	DET
alkej-137	205	39	sre	sre	ADJ
alkej-137	205	40	signature	signature	NOUN
alkej-137	205	41	x	x	X
alkej-137	205	42	=	=	PUNCT
alkej-137	205	43	“	"	PUNCT
alkej-137	205	44	*	*	ADJ
alkej-137	205	45	‘	'	PUNCT
alkej-137	205	46	a’[2]‘bbb’[1]‘cccc	a’[2]‘bbb’[1]‘cccc	X
alkej-137	205	47	’	'	PUNCT
alkej-137	205	48	*	*	NUM
alkej-137	205	49	”	"	PUNCT
alkej-137	205	50	,	,	PUNCT
alkej-137	205	51	|x|=	|x|=	NOUN
alkej-137	205	52	11	11	NUM
alkej-137	205	53	(	(	PUNCT
alkej-137	205	54	1	1	NUM
alkej-137	205	55	2	2	NUM
alkej-137	205	56	3	3	NUM
alkej-137	205	57	1	1	NUM
alkej-137	205	58	4	4	NUM
alkej-137	205	59	)	)	PUNCT
alkej-137	205	60	.	.	PUNCT
alkej-137	206	1	compared	compare	VERB
alkej-137	206	2	with	with	ADP
alkej-137	206	3	the	the	DET
alkej-137	206	4	previous	previous	ADJ
alkej-137	206	5	signature	signature	NOUN
alkej-137	206	6	types	type	NOUN
alkej-137	206	7	to	to	PART
alkej-137	206	8	be	be	AUX
alkej-137	206	9	used	use	VERB
alkej-137	206	10	for	for	ADP
alkej-137	206	11	worm	worm	NOUN
alkej-137	206	12	detection	detection	NOUN
alkej-137	206	13	,	,	PUNCT
alkej-137	206	14	the	the	DET
alkej-137	206	15	sre	sre	NOUN
alkej-137	206	16	signature	signature	NOUN
alkej-137	206	17	type	type	NOUN
alkej-137	206	18	is	be	AUX
alkej-137	206	19	a	a	DET
alkej-137	206	20	more	more	ADV
alkej-137	206	21	precise	precise	ADJ
alkej-137	206	22	signature	signature	NOUN
alkej-137	206	23	presentation	presentation	NOUN
alkej-137	206	24	because	because	SCONJ
alkej-137	206	25	it	it	PRON
alkej-137	206	26	can	can	AUX
alkej-137	206	27	express	express	VERB
alkej-137	206	28	distance	distance	NOUN
alkej-137	206	29	restrictions	restriction	NOUN
alkej-137	206	30	of	of	ADP
alkej-137	206	31	adjacent	adjacent	ADJ
alkej-137	206	32	invariant	invariant	ADJ
alkej-137	206	33	parts	part	NOUN
alkej-137	206	34	using	use	VERB
alkej-137	206	35	qualifiers	qualifier	NOUN
alkej-137	206	36	(	(	PUNCT
alkej-137	206	37	e.g.	e.g.	ADV
alkej-137	206	38	,	,	PUNCT
alkej-137	206	39	[	[	X
alkej-137	206	40	k	k	X
alkej-137	206	41	]	]	X
alkej-137	206	42	shows	show	VERB
alkej-137	206	43	the	the	DET
alkej-137	206	44	distance	distance	NOUN
alkej-137	206	45	of	of	ADP
alkej-137	206	46	k	k	PROPN
alkej-137	206	47	bytes	byte	NOUN
alkej-137	206	48	)	)	PUNCT
alkej-137	206	49	.	.	PUNCT
alkej-137	207	1	in	in	ADP
alkej-137	207	2	addition	addition	NOUN
alkej-137	207	3	,	,	PUNCT
alkej-137	207	4	sre	sre	NOUN
alkej-137	207	5	signatures	signature	NOUN
alkej-137	207	6	,	,	PUNCT
alkej-137	207	7	in	in	ADP
alkej-137	207	8	the	the	DET
alkej-137	207	9	form	form	NOUN
alkej-137	207	10	of	of	ADP
alkej-137	207	11	regular	regular	ADJ
alkej-137	207	12	expressions	expression	NOUN
alkej-137	207	13	,	,	PUNCT
alkej-137	207	14	can	can	AUX
alkej-137	207	15	be	be	AUX
alkej-137	207	16	easily	easily	ADV
alkej-137	207	17	converted	convert	VERB
alkej-137	207	18	into	into	ADP
alkej-137	207	19	existing	exist	VERB
alkej-137	207	20	intrusion	intrusion	NOUN
alkej-137	207	21	detection	detection	NOUN
alkej-137	207	22	system	system	NOUN
alkej-137	207	23	(	(	PUNCT
alkej-137	207	24	ids	id	NOUN
alkej-137	207	25	)	)	PUNCT
alkej-137	207	26	rules	rule	NOUN
alkej-137	207	27	,	,	PUNCT
alkej-137	207	28	and	and	CCONJ
alkej-137	207	29	vice	vice	ADV
alkej-137	207	30	versa	versa	ADV
alkej-137	207	31	.	.	PUNCT
alkej-137	208	1	this	this	PRON
alkej-137	208	2	is	be	AUX
alkej-137	208	3	illustrated	illustrate	VERB
alkej-137	208	4	in	in	ADP
alkej-137	208	5	section	section	NOUN
alkej-137	208	6	6.2.3	6.2.3	NUM
alkej-137	208	7	.	.	PUNCT
alkej-137	209	1	6.2.2	6.2.2	X
alkej-137	209	2	.	.	PUNCT
alkej-137	209	3	sre	sre	NOUN
alkej-137	209	4	signature	signature	NOUN
alkej-137	209	5	generation	generation	NOUN
alkej-137	209	6	the	the	DET
alkej-137	209	7	approach	approach	NOUN
alkej-137	209	8	comprises	comprise	VERB
alkej-137	209	9	three	three	NUM
alkej-137	209	10	main	main	ADJ
alkej-137	209	11	steps	step	NOUN
alkej-137	209	12	:	:	PUNCT
alkej-137	209	13	multiple	multiple	ADJ
alkej-137	209	14	sequence	sequence	NOUN
alkej-137	209	15	alignment	alignment	NOUN
alkej-137	209	16	,	,	PUNCT
alkej-137	209	17	noise	noise	NOUN
alkej-137	209	18	elimination	elimination	NOUN
alkej-137	209	19	and	and	CCONJ
alkej-137	209	20	signature	signature	NOUN
alkej-137	209	21	transformation	transformation	NOUN
alkej-137	209	22	.	.	PUNCT
alkej-137	210	1	it	it	PRON
alkej-137	210	2	first	first	ADV
alkej-137	210	3	transforms	transform	VERB
alkej-137	210	4	a	a	DET
alkej-137	210	5	set	set	NOUN
alkej-137	210	6	of	of	ADP
alkej-137	210	7	samples	sample	NOUN
alkej-137	210	8	(	(	PUNCT
alkej-137	210	9	network	network	NOUN
alkej-137	210	10	flows	flow	VERB
alkej-137	210	11	)	)	PUNCT
alkej-137	210	12	of	of	ADP
alkej-137	210	13	a	a	DET
alkej-137	210	14	polymorphic	polymorphic	ADJ
alkej-137	210	15	worm	worm	NOUN
alkej-137	210	16	into	into	ADP
alkej-137	210	17	a	a	DET
alkej-137	210	18	set	set	NOUN
alkej-137	210	19	of	of	ADP
alkej-137	210	20	character	character	NOUN
alkej-137	210	21	sequences	sequence	NOUN
alkej-137	210	22	,	,	PUNCT
alkej-137	210	23	and	and	CCONJ
alkej-137	210	24	then	then	ADV
alkej-137	210	25	generate	generate	VERB
alkej-137	210	26	an	an	DET
alkej-137	210	27	sre	sre	ADJ
alkej-137	210	28	signature	signature	NOUN
alkej-137	210	29	for	for	ADP
alkej-137	210	30	this	this	DET
alkej-137	210	31	worm	worm	NOUN
alkej-137	210	32	.	.	PUNCT
alkej-137	211	1	figure	figure	NOUN
alkej-137	211	2	8	8	NUM
alkej-137	211	3	illustrates	illustrate	VERB
alkej-137	211	4	the	the	DET
alkej-137	211	5	procedure	procedure	NOUN
alkej-137	211	6	.	.	PUNCT
alkej-137	212	1	‘	'	PUNCT
alkej-137	212	2	wormsample1	wormsample1	NOUN
alkej-137	212	3	’	'	PUNCT
alkej-137	212	4	(	(	PUNCT
alkej-137	212	5	‘	'	PUNCT
alkej-137	212	6	‘	'	PUNCT
alkej-137	212	7	onewertwotyjfthreecxbfd	onewertwotyjfthreecxbfd	ADJ
alkej-137	212	8	’’	’'	PUNCT
alkej-137	212	9	)	)	PUNCT
alkej-137	212	10	to	to	ADP
alkej-137	212	11	‘	'	PUNCT
alkej-137	212	12	wormsample6	wormsample6	NOUN
alkej-137	212	13	’	'	PUNCT
alkej-137	212	14	(	(	PUNCT
alkej-137	212	15	‘	'	PUNCT
alkej-137	212	16	‘	'	PUNCT
alkej-137	212	17	yuiddonensddtwoweredsthreenfg	yuiddonensddtwoweredsthreenfg	ADJ
alkej-137	212	18	’’	’'	PUNCT
alkej-137	212	19	)	)	PUNCT
alkej-137	212	20	are	be	AUX
alkej-137	212	21	six	six	NUM
alkej-137	212	22	worm	worm	NOUN
alkej-137	212	23	samples	sample	NOUN
alkej-137	212	24	and	and	CCONJ
alkej-137	212	25	‘	'	PUNCT
alkej-137	212	26	noise1	noise1	NOUN
alkej-137	212	27	’	'	PUNCT
alkej-137	212	28	and	and	CCONJ
alkej-137	212	29	‘	'	PUNCT
alkej-137	212	30	noise2	noise2	X
alkej-137	212	31	’	'	PUNCT
alkej-137	212	32	are	be	AUX
alkej-137	212	33	two	two	NUM
alkej-137	212	34	noise	noise	NOUN
alkej-137	212	35	samples	sample	NOUN
alkej-137	212	36	.	.	PUNCT
alkej-137	213	1	the	the	DET
alkej-137	213	2	first	first	ADJ
alkej-137	213	3	step	step	NOUN
alkej-137	213	4	analyzes	analyze	VERB
alkej-137	213	5	and	and	CCONJ
alkej-137	213	6	aligns	align	VERB
alkej-137	213	7	these	these	DET
alkej-137	213	8	worm	worm	NOUN
alkej-137	213	9	samples	sample	NOUN
alkej-137	213	10	and	and	CCONJ
alkej-137	213	11	noise	noise	NOUN
alkej-137	213	12	flows	flow	NOUN
alkej-137	213	13	.	.	PUNCT
alkej-137	214	1	the	the	DET
alkej-137	214	2	alignment	alignment	NOUN
alkej-137	214	3	is	be	AUX
alkej-137	214	4	represented	represent	VERB
alkej-137	214	5	as	as	ADP
alkej-137	214	6	a	a	DET
alkej-137	214	7	colored	colored	ADJ
alkej-137	214	8	matrix	matrix	NOUN
alkej-137	214	9	,	,	PUNCT
alkej-137	214	10	where	where	SCONJ
alkej-137	214	11	the	the	PRON
alkej-137	214	12	greater	great	ADJ
alkej-137	214	13	the	the	DET
alkej-137	214	14	number	number	NOUN
alkej-137	214	15	of	of	ADP
alkej-137	214	16	identical	identical	ADJ
alkej-137	214	17	characters	character	NOUN
alkej-137	214	18	in	in	ADP
alkej-137	214	19	a	a	DET
alkej-137	214	20	column	column	NOUN
alkej-137	214	21	,	,	PUNCT
alkej-137	214	22	the	the	DET
alkej-137	214	23	darker	dark	ADJ
alkej-137	214	24	its	its	PRON
alkej-137	214	25	color	color	NOUN
alkej-137	214	26	.	.	PUNCT
alkej-137	215	1	the	the	DET
alkej-137	215	2	next	next	ADJ
alkej-137	215	3	step	step	NOUN
alkej-137	215	4	is	be	AUX
alkej-137	215	5	to	to	PART
alkej-137	215	6	identify	identify	VERB
alkej-137	215	7	noise	noise	NOUN
alkej-137	215	8	samples	sample	NOUN
alkej-137	215	9	using	use	VERB
alkej-137	215	10	a	a	DET
alkej-137	215	11	noise	noise	NOUN
alkej-137	215	12	elimination	elimination	NOUN
alkej-137	215	13	algorithm	algorithm	NOUN
alkej-137	215	14	.	.	PUNCT
alkej-137	216	1	figure	figure	NOUN
alkej-137	216	2	8	8	NUM
alkej-137	216	3	shows	show	VERB
alkej-137	216	4	sequences	sequence	NOUN
alkej-137	216	5	‘	'	PUNCT
alkej-137	216	6	noise1	noise1	NOUN
alkej-137	216	7	’	'	PUNCT
alkej-137	216	8	and	and	CCONJ
alkej-137	216	9	‘	'	PUNCT
alkej-137	216	10	noise2	noise2	X
alkej-137	216	11	’	'	PUNCT
alkej-137	216	12	correctly	correctly	ADV
alkej-137	216	13	identified	identify	VERB
alkej-137	216	14	as	as	ADP
alkej-137	216	15	noise	noise	NOUN
alkej-137	216	16	flows	flow	NOUN
alkej-137	216	17	.	.	PUNCT
alkej-137	217	1	the	the	DET
alkej-137	217	2	remaining	remain	VERB
alkej-137	217	3	sequences	sequence	NOUN
alkej-137	217	4	are	be	AUX
alkej-137	217	5	recognized	recognize	VERB
alkej-137	217	6	as	as	ADP
alkej-137	217	7	worm	worm	NOUN
alkej-137	217	8	samples	sample	NOUN
alkej-137	217	9	.	.	PUNCT
alkej-137	218	1	from	from	ADP
alkej-137	218	2	them	they	PRON
alkej-137	218	3	,	,	PUNCT
alkej-137	218	4	identical	identical	ADJ
alkej-137	218	5	characters	character	NOUN
alkej-137	218	6	in	in	ADP
alkej-137	218	7	the	the	DET
alkej-137	218	8	same	same	ADJ
alkej-137	218	9	columns	column	NOUN
alkej-137	218	10	are	be	AUX
alkej-137	218	11	extracted	extract	VERB
alkej-137	218	12	as	as	ADP
alkej-137	218	13	invariant	invariant	ADJ
alkej-137	218	14	bytes	byte	NOUN
alkej-137	218	15	of	of	ADP
alkej-137	218	16	the	the	DET
alkej-137	218	17	polymorphic	polymorphic	ADJ
alkej-137	218	18	worm	worm	NOUN
alkej-137	218	19	.	.	PUNCT
alkej-137	219	1	step	step	NOUN
alkej-137	219	2	3	3	NUM
alkej-137	219	3	produces	produce	VERB
alkej-137	219	4	an	an	DET
alkej-137	219	5	sre	sre	ADJ
alkej-137	219	6	signature	signature	NOUN
alkej-137	219	7	‘	'	PUNCT
alkej-137	219	8	‘	'	PUNCT
alkej-137	219	9	*	*	ADJ
alkej-137	219	10	‘	'	PUNCT
alkej-137	219	11	one’[4]‘two’*‘three	one’[4]‘two’*‘three	ADJ
alkej-137	219	12	’	'	PUNCT
alkej-137	219	13	*	*	PUNCT
alkej-137	219	14	’’	’'	PUNCT
alkej-137	219	15	by	by	ADP
alkej-137	219	16	putting	put	VERB
alkej-137	219	17	distance	distance	NOUN
alkej-137	219	18	restrictions	restriction	NOUN
alkej-137	219	19	between	between	ADP
alkej-137	219	20	adjacent	adjacent	ADJ
alkej-137	219	21	invariant	invariant	ADJ
alkej-137	219	22	bytes	byte	NOUN
alkej-137	219	23	.	.	PUNCT
alkej-137	220	1	this	this	PRON
alkej-137	220	2	is	be	AUX
alkej-137	220	3	the	the	DET
alkej-137	220	4	most	most	ADV
alkej-137	220	5	specific	specific	ADJ
alkej-137	220	6	signature	signature	NOUN
alkej-137	220	7	of	of	ADP
alkej-137	220	8	the	the	DET
alkej-137	220	9	worm	worm	NOUN
alkej-137	220	10	.	.	PUNCT
alkej-137	221	1	this	this	DET
alkej-137	221	2	approach	approach	NOUN
alkej-137	221	3	steps	step	NOUN
alkej-137	221	4	will	will	AUX
alkej-137	221	5	explained	explain	VERB
alkej-137	221	6	briefly	briefly	ADV
alkej-137	221	7	bellow	bellow	ADV
alkej-137	221	8	:	:	PUNCT
alkej-137	221	9	step	step	NOUN
alkej-137	221	10	1	1	NUM
alkej-137	221	11	:	:	PUNCT
alkej-137	221	12	multiple	multiple	ADJ
alkej-137	221	13	sequence	sequence	NOUN
alkej-137	221	14	alignment	alignment	NOUN
alkej-137	221	15	(	(	PUNCT
alkej-137	221	16	msa	msa	PROPN
alkej-137	221	17	)	)	PUNCT
alkej-137	221	18	sequence	sequence	NOUN
alkej-137	221	19	alignment	alignment	NOUN
alkej-137	221	20	compares	compare	VERB
alkej-137	221	21	pair	pair	NOUN
alkej-137	221	22	or	or	CCONJ
alkej-137	221	23	multiple	multiple	ADJ
alkej-137	221	24	sequences	sequence	NOUN
alkej-137	221	25	by	by	ADP
alkej-137	221	26	searching	search	VERB
alkej-137	221	27	for	for	ADP
alkej-137	221	28	a	a	DET
alkej-137	221	29	series	series	NOUN
alkej-137	221	30	of	of	ADP
alkej-137	221	31	individual	individual	ADJ
alkej-137	221	32	characters	character	NOUN
alkej-137	221	33	or	or	CCONJ
alkej-137	221	34	character	character	NOUN
alkej-137	221	35	patterns	pattern	NOUN
alkej-137	221	36	that	that	PRON
alkej-137	221	37	are	be	AUX
alkej-137	221	38	in	in	ADP
alkej-137	221	39	the	the	DET
alkej-137	221	40	same	same	ADJ
alkej-137	221	41	order	order	NOUN
alkej-137	221	42	in	in	ADP
alkej-137	221	43	the	the	DET
alkej-137	221	44	sequences	sequence	NOUN
alkej-137	221	45	.	.	PUNCT
alkej-137	222	1	the	the	DET
alkej-137	222	2	definition	definition	NOUN
alkej-137	222	3	of	of	ADP
alkej-137	222	4	multiple	multiple	ADJ
alkej-137	222	5	sequence	sequence	NOUN
alkej-137	222	6	alignment	alignment	NOUN
alkej-137	222	7	is	be	AUX
alkej-137	222	8	given	give	VERB
alkej-137	222	9	in	in	ADP
alkej-137	222	10	definition	definition	NOUN
alkej-137	222	11	2	2	NUM
alkej-137	222	12	.	.	PUNCT
alkej-137	223	1	an	an	DET
alkej-137	223	2	alignment	alignment	NOUN
alkej-137	223	3	(	(	PUNCT
alkej-137	223	4	result	result	NOUN
alkej-137	223	5	)	)	PUNCT
alkej-137	223	6	is	be	AUX
alkej-137	223	7	represented	represent	VERB
alkej-137	223	8	as	as	ADP
alkej-137	223	9	a	a	DET
alkej-137	223	10	matrix	matrix	NOUN
alkej-137	223	11	a	a	PRON
alkej-137	223	12	and	and	CCONJ
alkej-137	223	13	the	the	DET
alkej-137	223	14	row	row	NOUN
alkej-137	223	15	ap	ap	PROPN
alkej-137	223	16	within	within	ADP
alkej-137	223	17	the	the	DET
alkej-137	223	18	matrix	matrix	NOUN
alkej-137	223	19	represents	represent	VERB
alkej-137	223	20	the	the	DET
alkej-137	223	21	aligned	aligned	ADJ
alkej-137	223	22	sequence	sequence	NOUN
alkej-137	223	23	of	of	ADP
alkej-137	223	24	sp	sp	PROPN
alkej-137	223	25	.	.	PUNCT
alkej-137	223	26	gaps	gap	NOUN
alkej-137	223	27	(	(	PUNCT
alkej-137	223	28	‘	'	PUNCT
alkej-137	223	29	–	–	PUNCT
alkej-137	223	30	’	'	PUNCT
alkej-137	223	31	)	)	PUNCT
alkej-137	223	32	are	be	AUX
alkej-137	223	33	inserted	insert	VERB
alkej-137	223	34	between	between	ADP
alkej-137	223	35	elements	element	NOUN
alkej-137	223	36	so	so	SCONJ
alkej-137	223	37	that	that	SCONJ
alkej-137	223	38	elements	element	NOUN
alkej-137	223	39	with	with	ADP
alkej-137	223	40	identical	identical	ADJ
alkej-137	223	41	characters	character	NOUN
alkej-137	223	42	from	from	ADP
alkej-137	223	43	different	different	ADJ
alkej-137	223	44	sequences	sequence	NOUN
alkej-137	223	45	can	can	AUX
alkej-137	223	46	be	be	AUX
alkej-137	223	47	aligned	align	VERB
alkej-137	223	48	in	in	ADP
alkej-137	223	49	the	the	DET
alkej-137	223	50	same	same	ADJ
alkej-137	223	51	columns	column	NOUN
alkej-137	223	52	.	.	PUNCT
alkej-137	224	1	as	as	SCONJ
alkej-137	224	2	can	can	AUX
alkej-137	224	3	be	be	AUX
alkej-137	224	4	seen	see	VERB
alkej-137	224	5	in	in	ADP
alkej-137	224	6	figure	figure	NOUN
alkej-137	224	7	8	8	NUM
alkej-137	224	8	,	,	PUNCT
alkej-137	224	9	it	it	PRON
alkej-137	224	10	use	use	VERB
alkej-137	224	11	colors	color	NOUN
alkej-137	224	12	to	to	PART
alkej-137	224	13	indicate	indicate	VERB
alkej-137	224	14	how	how	SCONJ
alkej-137	224	15	many	many	ADJ
alkej-137	224	16	rows	row	NOUN
alkej-137	224	17	containing	contain	VERB
alkej-137	224	18	an	an	DET
alkej-137	224	19	identical	identical	ADJ
alkej-137	224	20	character	character	NOUN
alkej-137	224	21	for	for	ADP
alkej-137	224	22	each	each	DET
alkej-137	224	23	column	column	NOUN
alkej-137	224	24	of	of	ADP
alkej-137	224	25	a.	a.	NOUN
alkej-137	224	26	columns	column	NOUN
alkej-137	224	27	with	with	ADP
alkej-137	224	28	more	more	ADJ
alkej-137	224	29	rows	row	NOUN
alkej-137	224	30	are	be	AUX
alkej-137	224	31	filled	fill	VERB
alkej-137	224	32	with	with	ADP
alkej-137	224	33	a	a	DET
alkej-137	224	34	darker	dark	ADJ
alkej-137	224	35	color	color	NOUN
alkej-137	224	36	.	.	PUNCT
alkej-137	225	1	definition	definition	NOUN
alkej-137	225	2	2	2	NUM
alkej-137	225	3	.	.	PUNCT
alkej-137	226	1	(	(	PUNCT
alkej-137	226	2	multiple	multiple	ADJ
alkej-137	226	3	sequence	sequence	NOUN
alkej-137	226	4	alignment	alignment	NOUN
alkej-137	226	5	.	.	PUNCT
alkej-137	226	6	)	)	PUNCT
alkej-137	227	1	given	give	VERB
alkej-137	227	2	a	a	DET
alkej-137	227	3	family	family	NOUN
alkej-137	227	4	of	of	ADP
alkej-137	227	5	sequences	sequence	NOUN
alkej-137	227	6	s	s	PART
alkej-137	227	7	=	=	NOUN
alkej-137	227	8	{	{	PUNCT
alkej-137	227	9	s1	s1	NOUN
alkej-137	227	10	;	;	PUNCT
alkej-137	227	11	.	.	PUNCT
alkej-137	227	12	;	;	PUNCT
alkej-137	227	13	sk	sk	VERB
alkej-137	227	14	}	}	PUNCT
alkej-137	227	15	over	over	ADP
alkej-137	227	16	an	an	DET
alkej-137	227	17	alphabet	alphabet	NOUN
alkej-137	227	18	∑	∑	PROPN
alkej-137	227	19	,	,	PUNCT
alkej-137	227	20	|sp|	|sp|	PROPN
alkej-137	227	21	is	be	AUX
alkej-137	227	22	the	the	DET
alkej-137	227	23	length	length	NOUN
alkej-137	227	24	of	of	ADP
alkej-137	227	25	the	the	DET
alkej-137	227	26	sequence	sequence	NOUN
alkej-137	227	27	sp	sp	NOUN
alkej-137	227	28	,	,	PUNCT
alkej-137	227	29	and	and	CCONJ
alkej-137	227	30	an	an	DET
alkej-137	227	31	alignment	alignment	NOUN
alkej-137	227	32	of	of	ADP
alkej-137	227	33	sequences	sequence	NOUN
alkej-137	227	34	in	in	ADP
alkej-137	227	35	s	s	PROPN
alkej-137	227	36	is	be	AUX
alkej-137	227	37	a	a	DET
alkej-137	227	38	(	(	PUNCT
alkej-137	227	39	k×	k×	PROPN
alkej-137	227	40	n	n	CCONJ
alkej-137	227	41	)	)	PUNCT
alkej-137	227	42	matrix	matrix	NOUN
alkej-137	227	43	a	a	DET
alkej-137	227	44	=	=	X
alkej-137	227	45	(	(	PUNCT
alkej-137	227	46	ap;i)1≤p≤k;1≤i≤n	ap;i)1≤p≤k;1≤i≤n	PROPN
alkej-137	227	47	with	with	ADP
alkej-137	227	48	max1≤p≤k	max1≤p≤k	ADV
alkej-137	227	49	|sp|	|sp|	NOUN
alkej-137	227	50	≤	≤	NOUN
alkej-137	227	51	n	n	PRON
alkej-137	227	52	≤	≤	NOUN
alkej-137	227	53	∑1≤p≤k	∑1≤p≤k	CCONJ
alkej-137	227	54	|sp|	|sp|	PROPN
alkej-137	227	55	,	,	PUNCT
alkej-137	227	56	if	if	SCONJ
alkej-137	227	57	and	and	CCONJ
alkej-137	227	58	only	only	ADV
alkej-137	227	59	if	if	SCONJ
alkej-137	227	60	:	:	PUNCT
alkej-137	227	61	1	1	X
alkej-137	227	62	.	.	X
alkej-137	227	63	ap	ap	PROPN
alkej-137	227	64	,	,	PUNCT
alkej-137	227	65	i	i	PRON
alkej-137	227	66	∑	∑	ADV
alkej-137	227	67	{	{	PUNCT
alkej-137	227	68	‘	'	PUNCT
alkej-137	227	69	–	–	PUNCT
alkej-137	227	70	’	'	PUNCT
alkej-137	227	71	}	}	PUNCT
alkej-137	227	72	(	(	PUNCT
alkej-137	227	73	where	where	SCONJ
alkej-137	227	74	‘	'	PUNCT
alkej-137	227	75	–	–	PUNCT
alkej-137	227	76	’	'	PUNCT
alkej-137	227	77	∑	∑	ADV
alkej-137	227	78	is	be	AUX
alkej-137	227	79	called	call	VERB
alkej-137	227	80	a	a	DET
alkej-137	227	81	gap	gap	NOUN
alkej-137	227	82	)	)	PUNCT
alkej-137	227	83	;	;	PUNCT
alkej-137	228	1	2	2	X
alkej-137	228	2	.	.	X
alkej-137	228	3	upon	upon	SCONJ
alkej-137	228	4	removal	removal	NOUN
alkej-137	228	5	of	of	ADP
alkej-137	228	6	all	all	DET
alkej-137	228	7	blanks	blank	NOUN
alkej-137	228	8	,	,	PUNCT
alkej-137	228	9	row	row	NOUN
alkej-137	228	10	ap	ap	PROPN
alkej-137	229	1	=	=	PUNCT
alkej-137	229	2	(	(	PUNCT
alkej-137	229	3	ap	ap	PROPN
alkej-137	229	4	,	,	PUNCT
alkej-137	229	5	i	i	PROPN
alkej-137	229	6	)	)	PUNCT
alkej-137	229	7	1≤i≤n	1≤i≤n	NUM
alkej-137	229	8	reduces	reduce	VERB
alkej-137	229	9	to	to	PART
alkej-137	229	10	sp	sp	VERB
alkej-137	229	11	;	;	PUNCT
alkej-137	229	12	and	and	CCONJ
alkej-137	229	13	3	3	X
alkej-137	229	14	.	.	X
alkej-137	230	1	no	no	DET
alkej-137	230	2	column	column	NOUN
alkej-137	230	3	consists	consist	VERB
alkej-137	230	4	only	only	ADV
alkej-137	230	5	of	of	ADP
alkej-137	230	6	blanks	blank	NOUN
alkej-137	230	7	.	.	PUNCT
alkej-137	231	1	step	step	NOUN
alkej-137	231	2	2	2	NUM
alkej-137	231	3	:	:	PUNCT
alkej-137	231	4	noise	noise	NOUN
alkej-137	231	5	elimination	elimination	NOUN
alkej-137	231	6	owing	owe	VERB
alkej-137	231	7	to	to	ADP
alkej-137	231	8	imperfect	imperfect	ADJ
alkej-137	231	9	suspicious	suspicious	ADJ
alkej-137	231	10	flow	flow	NOUN
alkej-137	231	11	classification	classification	NOUN
alkej-137	231	12	or	or	CCONJ
alkej-137	231	13	worm	worm	NOUN
alkej-137	231	14	sample	sample	NOUN
alkej-137	231	15	clustering	clustering	NOUN
alkej-137	231	16	,	,	PUNCT
alkej-137	231	17	there	there	PRON
alkej-137	231	18	may	may	AUX
alkej-137	231	19	be	be	AUX
alkej-137	231	20	noise	noise	NOUN
alkej-137	231	21	in	in	ADP
alkej-137	231	22	worm	worm	NOUN
alkej-137	231	23	samples	sample	NOUN
alkej-137	231	24	.	.	PUNCT
alkej-137	232	1	this	this	DET
alkej-137	232	2	step	step	NOUN
alkej-137	232	3	finds	find	VERB
alkej-137	232	4	the	the	DET
alkej-137	232	5	noise	noise	NOUN
alkej-137	232	6	and	and	CCONJ
alkej-137	232	7	removes	remove	VERB
alkej-137	232	8	it	it	PRON
alkej-137	232	9	.	.	PUNCT
alkej-137	233	1	as	as	SCONJ
alkej-137	233	2	can	can	AUX
alkej-137	233	3	be	be	AUX
alkej-137	233	4	seen	see	VERB
alkej-137	233	5	in	in	ADP
alkej-137	233	6	figure	figure	NOUN
alkej-137	233	7	8	8	NUM
alkej-137	233	8	(	(	PUNCT
alkej-137	233	9	step	step	NOUN
alkej-137	233	10	2	2	NUM
alkej-137	233	11	)	)	PUNCT
alkej-137	233	12	,	,	PUNCT
alkej-137	233	13	sequences	sequence	NOUN
alkej-137	233	14	(	(	PUNCT
alkej-137	233	15	rows	row	NOUN
alkej-137	233	16	in	in	ADP
alkej-137	233	17	matrix	matrix	NOUN
alkej-137	233	18	)	)	PUNCT
alkej-137	233	19	identified	identify	VERB
alkej-137	233	20	as	as	ADP
alkej-137	233	21	noise	noise	NOUN
alkej-137	233	22	do	do	AUX
alkej-137	233	23	not	not	PART
alkej-137	233	24	have	have	VERB
alkej-137	233	25	‘	'	PUNCT
alkej-137	233	26	*	*	NOUN
alkej-137	233	27	’	'	PUNCT
alkej-137	233	28	at	at	ADP
alkej-137	233	29	the	the	DET
alkej-137	233	30	end	end	NOUN
alkej-137	233	31	of	of	ADP
alkej-137	233	32	the	the	DET
alkej-137	233	33	sequence	sequence	NOUN
alkej-137	233	34	name	name	NOUN
alkej-137	233	35	,	,	PUNCT
alkej-137	233	36	but	but	CCONJ
alkej-137	233	37	the	the	DET
alkej-137	233	38	sequences	sequence	NOUN
alkej-137	233	39	identified	identify	VERB
alkej-137	233	40	as	as	ADP
alkej-137	233	41	worm	worm	NOUN
alkej-137	233	42	samples	sample	NOUN
alkej-137	233	43	do	do	AUX
alkej-137	233	44	.	.	PUNCT
alkej-137	234	1	rana	rana	PROPN
alkej-137	235	1	dhia'a	dhia'a	PRON
alkej-137	235	2	abdu	abdu	PROPN
alkej-137	235	3	-	-	PUNCT
alkej-137	235	4	aljabar	aljabar	PROPN
alkej-137	235	5	al	al	PROPN
alkej-137	235	6	-	-	PUNCT
alkej-137	235	7	khwarizmi	khwarizmi	PROPN
alkej-137	235	8	engineering	engineering	NOUN
alkej-137	235	9	journal	journal	PROPN
alkej-137	235	10	,	,	PUNCT
alkej-137	235	11	vol	vol	NOUN
alkej-137	235	12	.	.	PROPN
alkej-137	235	13	8	8	NUM
alkej-137	235	14	,	,	PUNCT
alkej-137	235	15	no.3	no.3	VERB
alkej-137	235	16	,	,	PUNCT
alkej-137	235	17	pp40	pp40	PROPN
alkej-137	235	18	-52	-52	PROPN
alkej-137	235	19	(	(	PUNCT
alkej-137	235	20	2012	2012	NUM
alkej-137	235	21	)	)	PUNCT
alkej-137	235	22	47	47	NUM
alkej-137	235	23	imperfect	imperfect	ADJ
alkej-137	235	24	suspicious	suspicious	ADJ
alkej-137	235	25	flow	flow	NOUN
alkej-137	235	26	classification	classification	NOUN
alkej-137	235	27	or	or	CCONJ
alkej-137	235	28	worm	worm	NOUN
alkej-137	235	29	sample	sample	NOUN
alkej-137	235	30	clustering	clustering	NOUN
alkej-137	235	31	can	can	AUX
alkej-137	235	32	produce	produce	VERB
alkej-137	235	33	noise	noise	NOUN
alkej-137	235	34	in	in	ADP
alkej-137	235	35	worm	worm	NOUN
alkej-137	235	36	samples	sample	NOUN
alkej-137	235	37	which	which	PRON
alkej-137	235	38	must	must	AUX
alkej-137	235	39	be	be	AUX
alkej-137	235	40	eliminated	eliminate	VERB
alkej-137	235	41	to	to	PART
alkej-137	235	42	derive	derive	VERB
alkej-137	235	43	accurate	accurate	ADJ
alkej-137	235	44	worm	worm	NOUN
alkej-137	235	45	signatures	signature	NOUN
alkej-137	235	46	.	.	PUNCT
alkej-137	236	1	since	since	SCONJ
alkej-137	236	2	msa	msa	PROPN
alkej-137	236	3	in	in	ADP
alkej-137	236	4	step	step	NOUN
alkej-137	236	5	1	1	NUM
alkej-137	236	6	generates	generate	VERB
alkej-137	236	7	maximum	maximum	ADJ
alkej-137	236	8	element	element	NOUN
alkej-137	236	9	matches	match	NOUN
alkej-137	236	10	from	from	ADP
alkej-137	236	11	each	each	DET
alkej-137	236	12	pair	pair	NOUN
alkej-137	236	13	wise	wise	ADJ
alkej-137	236	14	alignment	alignment	NOUN
alkej-137	236	15	,	,	PUNCT
alkej-137	236	16	a	a	DET
alkej-137	236	17	limited	limited	ADJ
alkej-137	236	18	number	number	NOUN
alkej-137	236	19	of	of	ADP
alkej-137	236	20	noise	noise	NOUN
alkej-137	236	21	flows	flow	NOUN
alkej-137	236	22	will	will	AUX
alkej-137	236	23	not	not	PART
alkej-137	236	24	influence	influence	VERB
alkej-137	236	25	the	the	DET
alkej-137	236	26	extraction	extraction	NOUN
alkej-137	236	27	of	of	ADP
alkej-137	236	28	most	most	ADJ
alkej-137	236	29	common	common	ADJ
alkej-137	236	30	characters	character	NOUN
alkej-137	236	31	.	.	PUNCT
alkej-137	237	1	that	that	PRON
alkej-137	237	2	is	be	AUX
alkej-137	237	3	,	,	PUNCT
alkej-137	237	4	most	most	ADJ
alkej-137	237	5	worm	worm	NOUN
alkej-137	237	6	samples	sample	NOUN
alkej-137	237	7	can	can	AUX
alkej-137	237	8	be	be	AUX
alkej-137	237	9	aligned	align	VERB
alkej-137	237	10	to	to	PART
alkej-137	237	11	get	get	VERB
alkej-137	237	12	valuable	valuable	ADJ
alkej-137	237	13	matches	match	NOUN
alkej-137	237	14	even	even	ADV
alkej-137	237	15	if	if	SCONJ
alkej-137	237	16	there	there	PRON
alkej-137	237	17	are	be	VERB
alkej-137	237	18	a	a	DET
alkej-137	237	19	few	few	ADJ
alkej-137	237	20	noise	noise	NOUN
alkej-137	237	21	flows	flow	NOUN
alkej-137	237	22	.	.	PUNCT
alkej-137	238	1	there	there	PRON
alkej-137	238	2	are	be	VERB
alkej-137	238	3	two	two	NUM
alkej-137	238	4	noise	noise	NOUN
alkej-137	238	5	samples	sample	NOUN
alkej-137	238	6	at	at	ADP
alkej-137	238	7	step	step	NOUN
alkej-137	238	8	1	1	NUM
alkej-137	238	9	in	in	ADP
alkej-137	238	10	figure	figure	NOUN
alkej-137	238	11	8	8	NUM
alkej-137	238	12	,	,	PUNCT
alkej-137	238	13	yet	yet	CCONJ
alkej-137	238	14	the	the	DET
alkej-137	238	15	six	six	NUM
alkej-137	238	16	worm	worm	NOUN
alkej-137	238	17	samples	sample	NOUN
alkej-137	238	18	are	be	AUX
alkej-137	238	19	properly	properly	ADV
alkej-137	238	20	aligned	align	VERB
alkej-137	238	21	to	to	PART
alkej-137	238	22	show	show	VERB
alkej-137	238	23	extractable	extractable	ADJ
alkej-137	238	24	common	common	ADJ
alkej-137	238	25	invariant	invariant	ADJ
alkej-137	238	26	parts	part	NOUN
alkej-137	238	27	.	.	PUNCT
alkej-137	239	1	the	the	DET
alkej-137	239	2	proposed	propose	VERB
alkej-137	239	3	noise	noise	NOUN
alkej-137	239	4	elimination	elimination	NOUN
alkej-137	239	5	algorithm	algorithm	NOUN
alkej-137	239	6	is	be	AUX
alkej-137	239	7	designed	design	VERB
alkej-137	239	8	to	to	PART
alkej-137	239	9	improve	improve	VERB
alkej-137	239	10	the	the	DET
alkej-137	239	11	accuracy	accuracy	NOUN
alkej-137	239	12	of	of	ADP
alkej-137	239	13	signature	signature	NOUN
alkej-137	239	14	generation	generation	NOUN
alkej-137	239	15	in	in	ADP
alkej-137	239	16	a	a	DET
alkej-137	239	17	noise	noise	NOUN
alkej-137	239	18	-	-	PUNCT
alkej-137	239	19	tolerant	tolerant	ADJ
alkej-137	239	20	way	way	NOUN
alkej-137	239	21	.	.	PUNCT
alkej-137	240	1	given	give	VERB
alkej-137	240	2	the	the	DET
alkej-137	240	3	alignment	alignment	NOUN
alkej-137	240	4	of	of	ADP
alkej-137	240	5	k	k	PROPN
alkej-137	240	6	sequences	sequence	NOUN
alkej-137	240	7	,	,	PUNCT
alkej-137	240	8	it	it	PRON
alkej-137	240	9	defines	define	VERB
alkej-137	240	10	a	a	DET
alkej-137	240	11	noise	noise	NOUN
alkej-137	240	12	tolerance	tolerance	NOUN
alkej-137	240	13	rate	rate	NOUN
alkej-137	240	14	(	(	PUNCT
alkej-137	240	15	0≤	0≤	ADJ
alkej-137	240	16	≤1	≤1	PROPN
alkej-137	240	17	)	)	PUNCT
alkej-137	240	18	;	;	PUNCT
alkej-137	240	19	and	and	CCONJ
alkej-137	240	20	selects	select	VERB
alkej-137	240	21	[	[	X
alkej-137	240	22	k	k	X
alkej-137	240	23	]	]	PUNCT
alkej-137	240	24	sequences	sequence	NOUN
alkej-137	240	25	as	as	ADP
alkej-137	240	26	noise	noise	NOUN
alkej-137	240	27	within	within	ADP
alkej-137	240	28	k	k	PROPN
alkej-137	240	29	sequences	sequence	NOUN
alkej-137	240	30	.	.	PUNCT
alkej-137	241	1	the	the	DET
alkej-137	241	2	remaining	remain	VERB
alkej-137	241	3	k	k	NOUN
alkej-137	241	4	–	–	PUNCT
alkej-137	241	5	[	[	X
alkej-137	241	6	k	k	X
alkej-137	241	7	]	]	PUNCT
alkej-137	241	8	sequences	sequence	NOUN
alkej-137	241	9	will	will	AUX
alkej-137	241	10	be	be	AUX
alkej-137	241	11	regarded	regard	VERB
alkej-137	241	12	as	as	ADP
alkej-137	241	13	worm	worm	NOUN
alkej-137	241	14	samples	sample	NOUN
alkej-137	241	15	and	and	CCONJ
alkej-137	241	16	it	it	PRON
alkej-137	241	17	will	will	AUX
alkej-137	241	18	use	use	VERB
alkej-137	241	19	them	they	PRON
alkej-137	241	20	to	to	PART
alkej-137	241	21	output	output	VERB
alkej-137	241	22	the	the	DET
alkej-137	241	23	final	final	ADJ
alkej-137	241	24	sre	sre	NOUN
alkej-137	241	25	signature	signature	NOUN
alkej-137	241	26	.	.	PUNCT
alkej-137	242	1	the	the	DET
alkej-137	242	2	noise	noise	NOUN
alkej-137	242	3	elimination	elimination	NOUN
alkej-137	242	4	algorithm	algorithm	NOUN
alkej-137	242	5	first	first	ADV
alkej-137	242	6	determines	determine	VERB
alkej-137	242	7	the	the	DET
alkej-137	242	8	invariant	invariant	ADJ
alkej-137	242	9	bytes	byte	NOUN
alkej-137	242	10	of	of	ADP
alkej-137	242	11	a	a	DET
alkej-137	242	12	polymorphic	polymorphic	ADJ
alkej-137	242	13	worm	worm	NOUN
alkej-137	242	14	.	.	PUNCT
alkej-137	243	1	the	the	DET
alkej-137	243	2	invariant	invariant	ADJ
alkej-137	243	3	bytes	byte	NOUN
alkej-137	243	4	will	will	AUX
alkej-137	243	5	be	be	AUX
alkej-137	243	6	characters	character	NOUN
alkej-137	243	7	that	that	PRON
alkej-137	243	8	appear	appear	VERB
alkej-137	243	9	more	more	ADJ
alkej-137	243	10	than	than	ADP
alkej-137	243	11	[	[	X
alkej-137	243	12	k.	k.	X
alkej-137	243	13	]	]	PUNCT
alkej-137	243	14	times	time	NOUN
alkej-137	243	15	in	in	ADP
alkej-137	243	16	one	one	NUM
alkej-137	243	17	column	column	NOUN
alkej-137	243	18	.	.	PUNCT
alkej-137	244	1	then	then	ADV
alkej-137	244	2	we	we	PRON
alkej-137	244	3	determine	determine	VERB
alkej-137	244	4	[	[	X
alkej-137	244	5	k.	k.	X
alkej-137	244	6	]	]	PUNCT
alkej-137	244	7	noise	noise	NOUN
alkej-137	244	8	samples	sample	NOUN
alkej-137	244	9	as	as	ADP
alkej-137	244	10	those	those	PRON
alkej-137	244	11	containing	contain	VERB
alkej-137	244	12	fewer	few	ADJ
alkej-137	244	13	invariant	invariant	ADJ
alkej-137	244	14	bytes	byte	NOUN
alkej-137	244	15	.	.	PUNCT
alkej-137	245	1	the	the	DET
alkej-137	245	2	noise	noise	NOUN
alkej-137	245	3	elimination	elimination	NOUN
alkej-137	245	4	algorithm	algorithm	NOUN
alkej-137	245	5	is	be	AUX
alkej-137	245	6	shown	show	VERB
alkej-137	245	7	briefly	briefly	ADV
alkej-137	245	8	in	in	ADP
alkej-137	245	9	[	[	X
alkej-137	245	10	23	23	NUM
alkej-137	245	11	]	]	PUNCT
alkej-137	245	12	.	.	PUNCT
alkej-137	246	1	the	the	DET
alkej-137	246	2	selection	selection	NOUN
alkej-137	246	3	of	of	ADP
alkej-137	246	4	the	the	DET
alkej-137	246	5	noise	noise	NOUN
alkej-137	246	6	tolerance	tolerance	NOUN
alkej-137	246	7	rate	rate	NOUN
alkej-137	246	8	is	be	AUX
alkej-137	246	9	a	a	DET
alkej-137	246	10	key	key	ADJ
alkej-137	246	11	point	point	NOUN
alkej-137	246	12	in	in	ADP
alkej-137	246	13	the	the	DET
alkej-137	246	14	noise	noise	NOUN
alkej-137	246	15	elimination	elimination	NOUN
alkej-137	246	16	algorithm	algorithm	NOUN
alkej-137	246	17	.	.	PUNCT
alkej-137	247	1	a	a	DET
alkej-137	247	2	fixed	fix	VERB
alkej-137	247	3	value	value	NOUN
alkej-137	247	4	of	of	ADP
alkej-137	247	5	could	could	AUX
alkej-137	247	6	be	be	AUX
alkej-137	247	7	impractical	impractical	ADJ
alkej-137	247	8	.	.	PUNCT
alkej-137	248	1	if	if	SCONJ
alkej-137	248	2	is	be	AUX
alkej-137	248	3	too	too	ADV
alkej-137	248	4	small	small	ADJ
alkej-137	248	5	,	,	PUNCT
alkej-137	248	6	some	some	DET
alkej-137	248	7	noise	noise	NOUN
alkej-137	248	8	may	may	AUX
alkej-137	248	9	not	not	PART
alkej-137	248	10	be	be	AUX
alkej-137	248	11	filtered	filter	VERB
alkej-137	248	12	out	out	ADP
alkej-137	248	13	.	.	PUNCT
alkej-137	249	1	in	in	ADP
alkej-137	249	2	contrast	contrast	NOUN
alkej-137	249	3	,	,	PUNCT
alkej-137	249	4	if	if	SCONJ
alkej-137	249	5	is	be	AUX
alkej-137	249	6	too	too	ADV
alkej-137	249	7	large	large	ADJ
alkej-137	249	8	,	,	PUNCT
alkej-137	249	9	some	some	DET
alkej-137	249	10	worm	worm	NOUN
alkej-137	249	11	samples	sample	NOUN
alkej-137	249	12	may	may	AUX
alkej-137	249	13	be	be	AUX
alkej-137	249	14	wrongly	wrongly	ADV
alkej-137	249	15	eliminated	eliminate	VERB
alkej-137	249	16	as	as	ADP
alkej-137	249	17	noise	noise	NOUN
alkej-137	249	18	and	and	CCONJ
alkej-137	249	19	there	there	PRON
alkej-137	249	20	will	will	AUX
alkej-137	249	21	be	be	AUX
alkej-137	249	22	not	not	PART
alkej-137	249	23	enough	enough	ADJ
alkej-137	249	24	worm	worm	NOUN
alkej-137	249	25	samples	sample	NOUN
alkej-137	249	26	left	leave	VERB
alkej-137	249	27	.	.	PUNCT
alkej-137	250	1	in	in	ADP
alkej-137	250	2	both	both	DET
alkej-137	250	3	cases	case	NOUN
alkej-137	250	4	,	,	PUNCT
alkej-137	250	5	the	the	DET
alkej-137	250	6	approach	approach	NOUN
alkej-137	250	7	may	may	AUX
alkej-137	250	8	fail	fail	VERB
alkej-137	250	9	to	to	PART
alkej-137	250	10	generate	generate	VERB
alkej-137	250	11	accurate	accurate	ADJ
alkej-137	250	12	signatures	signature	NOUN
alkej-137	250	13	.	.	PUNCT
alkej-137	251	1	it	it	PRON
alkej-137	251	2	use	use	VERB
alkej-137	251	3	an	an	DET
alkej-137	251	4	adaptive	adaptive	ADJ
alkej-137	251	5	scheme	scheme	NOUN
alkej-137	251	6	that	that	PRON
alkej-137	251	7	changes	change	VERB
alkej-137	251	8	its	its	PRON
alkej-137	251	9	value	value	NOUN
alkej-137	251	10	according	accord	VERB
alkej-137	251	11	to	to	ADP
alkej-137	251	12	the	the	DET
alkej-137	251	13	total	total	ADJ
alkej-137	251	14	number	number	NOUN
alkej-137	251	15	of	of	ADP
alkej-137	251	16	available	available	ADJ
alkej-137	251	17	sequences	sequence	NOUN
alkej-137	251	18	(	(	PUNCT
alkej-137	251	19	k	k	NOUN
alkej-137	251	20	,	,	PUNCT
alkej-137	251	21	and	and	CCONJ
alkej-137	251	22	k	k	PROPN
alkej-137	251	23	is	be	AUX
alkej-137	251	24	required	require	VERB
alkej-137	251	25	to	to	PART
alkej-137	251	26	be	be	AUX
alkej-137	251	27	over	over	ADP
alkej-137	251	28	4	4	NUM
alkej-137	251	29	)	)	PUNCT
alkej-137	251	30	,	,	PUNCT
alkej-137	251	31	as	as	SCONJ
alkej-137	251	32	shown	show	VERB
alkej-137	251	33	in	in	ADP
alkej-137	251	34	formula	formula	NOUN
alkej-137	251	35	(	(	PUNCT
alkej-137	251	36	1	1	NUM
alkej-137	251	37	)	)	PUNCT
alkej-137	251	38	.	.	PUNCT
alkej-137	252	1	the	the	DET
alkej-137	252	2	objective	objective	NOUN
alkej-137	252	3	of	of	ADP
alkej-137	252	4	this	this	DET
alkej-137	252	5	scheme	scheme	NOUN
alkej-137	252	6	is	be	AUX
alkej-137	252	7	to	to	PART
alkej-137	252	8	ensure	ensure	VERB
alkej-137	252	9	that	that	SCONJ
alkej-137	252	10	for	for	ADP
alkej-137	252	11	any	any	DET
alkej-137	252	12	k	k	PROPN
alkej-137	252	13	(	(	PUNCT
alkej-137	252	14	k	k	X
alkej-137	252	15	>	>	X
alkej-137	252	16	4	4	NUM
alkej-137	252	17	)	)	PUNCT
alkej-137	252	18	,	,	PUNCT
alkej-137	252	19	k	k	PROPN
alkej-137	253	1	[	[	X
alkej-137	253	2	0.8k	0.8k	X
alkej-137	253	3	–	–	PUNCT
alkej-137	253	4	3.2	3.2	NUM
alkej-137	253	5	]	]	PUNCT
alkej-137	253	6	sequences	sequence	NOUN
alkej-137	253	7	will	will	AUX
alkej-137	253	8	be	be	AUX
alkej-137	253	9	chosen	choose	VERB
alkej-137	253	10	as	as	ADP
alkej-137	253	11	noise	noise	NOUN
alkej-137	253	12	,	,	PUNCT
alkej-137	253	13	k	k	PROPN
alkej-137	253	14	k	k	PROPN
alkej-137	253	15	=	=	SYM
alkej-137	253	16	k(1	k(1	PROPN
alkej-137	253	17	)	)	PUNCT
alkej-137	253	18	4	4	NUM
alkej-137	254	1	+	+	CCONJ
alkej-137	254	2	[	[	X
alkej-137	254	3	20%(k	20%(k	NUM
alkej-137	254	4	–	–	PUNCT
alkej-137	254	5	4	4	NUM
alkej-137	254	6	)	)	PUNCT
alkej-137	254	7	]	]	PUNCT
alkej-137	254	8	sequences	sequence	NOUN
alkej-137	254	9	will	will	AUX
alkej-137	254	10	be	be	AUX
alkej-137	254	11	chosen	choose	VERB
alkej-137	254	12	as	as	ADP
alkej-137	254	13	worm	worm	NOUN
alkej-137	254	14	samples	sample	NOUN
alkej-137	254	15	.	.	PUNCT
alkej-137	255	1	in	in	ADP
alkej-137	255	2	other	other	ADJ
alkej-137	255	3	words	word	NOUN
alkej-137	255	4	,	,	PUNCT
alkej-137	255	5	at	at	ADV
alkej-137	255	6	least	least	ADV
alkej-137	255	7	4	4	NUM
alkej-137	255	8	sequences	sequence	NOUN
alkej-137	255	9	will	will	AUX
alkej-137	255	10	be	be	AUX
alkej-137	255	11	chosen	choose	VERB
alkej-137	255	12	as	as	ADP
alkej-137	255	13	samples	sample	NOUN
alkej-137	255	14	.	.	PUNCT
alkej-137	256	1	for	for	ADP
alkej-137	256	2	the	the	DET
alkej-137	256	3	remaining	remain	VERB
alkej-137	256	4	k	k	PROPN
alkej-137	256	5	-4	-4	PUNCT
alkej-137	256	6	sequences	sequence	NOUN
alkej-137	256	7	,	,	PUNCT
alkej-137	256	8	it	it	PRON
alkej-137	256	9	chooses	choose	VERB
alkej-137	256	10	20	20	NUM
alkej-137	256	11	%	%	NOUN
alkej-137	256	12	as	as	ADP
alkej-137	256	13	samples	sample	NOUN
alkej-137	256	14	(	(	PUNCT
alkej-137	256	15	80	80	NUM
alkej-137	256	16	%	%	NOUN
alkej-137	256	17	as	as	ADP
alkej-137	256	18	noise	noise	NOUN
alkej-137	256	19	)	)	PUNCT
alkej-137	256	20	,	,	PUNCT
alkej-137	256	21	a	a	DET
alkej-137	256	22	conservative	conservative	ADJ
alkej-137	256	23	policy	policy	NOUN
alkej-137	256	24	.	.	PUNCT
alkej-137	257	1	=	=	NOUN
alkej-137	257	2	0.8	0.8	NUM
alkej-137	257	3	–	–	PUNCT
alkej-137	257	4	3.2	3.2	NUM
alkej-137	257	5	/	/	SYM
alkej-137	257	6	k	k	PROPN
alkej-137	257	7	(	(	PUNCT
alkej-137	257	8	k	k	X
alkej-137	257	9	>	>	X
alkej-137	257	10	4	4	NUM
alkej-137	257	11	)	)	PUNCT
alkej-137	257	12	...	...	PUNCT
alkej-137	257	13	(	(	PUNCT
alkej-137	257	14	1	1	X
alkej-137	257	15	)	)	PUNCT
alkej-137	257	16	fig	fig	NOUN
alkej-137	257	17	.	.	PUNCT
alkej-137	258	1	8	8	NUM
alkej-137	258	2	.	.	PUNCT
alkej-137	258	3	sre	sre	NOUN
alkej-137	258	4	signature	signature	NOUN
alkej-137	258	5	generation	generation	NOUN
alkej-137	258	6	steps	step	NOUN
alkej-137	258	7	.	.	PUNCT
alkej-137	259	1	rana	rana	PROPN
alkej-137	260	1	dhia'a	dhia'a	PRON
alkej-137	260	2	abdu	abdu	PROPN
alkej-137	260	3	-	-	PUNCT
alkej-137	260	4	aljabar	aljabar	PROPN
alkej-137	260	5	al	al	PROPN
alkej-137	260	6	-	-	PUNCT
alkej-137	260	7	khwarizmi	khwarizmi	PROPN
alkej-137	260	8	engineering	engineering	NOUN
alkej-137	260	9	journal	journal	PROPN
alkej-137	260	10	,	,	PUNCT
alkej-137	260	11	vol	vol	NOUN
alkej-137	260	12	.	.	PROPN
alkej-137	260	13	8	8	NUM
alkej-137	260	14	,	,	PUNCT
alkej-137	260	15	no.3	no.3	VERB
alkej-137	260	16	,	,	PUNCT
alkej-137	260	17	pp40	pp40	PROPN
alkej-137	260	18	-52	-52	PROPN
alkej-137	260	19	(	(	PUNCT
alkej-137	260	20	2012	2012	NUM
alkej-137	260	21	)	)	PUNCT
alkej-137	260	22	48	48	NUM
alkej-137	260	23	step	step	NOUN
alkej-137	260	24	3	3	NUM
alkej-137	260	25	:	:	PUNCT
alkej-137	260	26	sre	sre	NOUN
alkej-137	260	27	signature	signature	NOUN
alkej-137	260	28	transformation	transformation	NOUN
alkej-137	260	29	from	from	ADP
alkej-137	260	30	alignment	alignment	NOUN
alkej-137	260	31	result	result	NOUN
alkej-137	260	32	an	an	DET
alkej-137	260	33	alignment	alignment	NOUN
alkej-137	260	34	result	result	NOUN
alkej-137	260	35	can	can	AUX
alkej-137	260	36	be	be	AUX
alkej-137	260	37	easily	easily	ADV
alkej-137	260	38	transformed	transform	VERB
alkej-137	260	39	into	into	ADP
alkej-137	260	40	an	an	DET
alkej-137	260	41	sre	sre	NOUN
alkej-137	260	42	signature	signature	NOUN
alkej-137	260	43	.	.	PUNCT
alkej-137	261	1	given	give	VERB
alkej-137	261	2	an	an	DET
alkej-137	261	3	alignment	alignment	NOUN
alkej-137	261	4	of	of	ADP
alkej-137	261	5	multiple	multiple	ADJ
alkej-137	261	6	worm	worm	NOUN
alkej-137	261	7	samples	sample	NOUN
alkej-137	261	8	,	,	PUNCT
alkej-137	261	9	after	after	ADP
alkej-137	261	10	the	the	DET
alkej-137	261	11	noise	noise	NOUN
alkej-137	261	12	elimination	elimination	NOUN
alkej-137	261	13	and	and	CCONJ
alkej-137	261	14	invariant	invariant	ADJ
alkej-137	261	15	byte	byte	NOUN
alkej-137	261	16	extraction	extraction	NOUN
alkej-137	261	17	,	,	PUNCT
alkej-137	261	18	it	it	PRON
alkej-137	261	19	can	can	AUX
alkej-137	261	20	get	get	VERB
alkej-137	261	21	the	the	DET
alkej-137	261	22	distance	distance	NOUN
alkej-137	261	23	restriction	restriction	NOUN
alkej-137	261	24	for	for	ADP
alkej-137	261	25	adjacent	adjacent	ADJ
alkej-137	261	26	invariant	invariant	ADJ
alkej-137	261	27	bytes	byte	NOUN
alkej-137	261	28	by	by	ADP
alkej-137	261	29	counting	count	VERB
alkej-137	261	30	the	the	DET
alkej-137	261	31	number	number	NOUN
alkej-137	261	32	of	of	ADP
alkej-137	261	33	in	in	ADP
alkej-137	261	34	-	-	PUNCT
alkej-137	261	35	between	between	NOUN
alkej-137	261	36	noneblank	noneblank	NOUN
alkej-137	261	37	positions	position	NOUN
alkej-137	261	38	.	.	PUNCT
alkej-137	262	1	taking	take	VERB
alkej-137	262	2	figure	figure	NOUN
alkej-137	262	3	8	8	NUM
alkej-137	262	4	as	as	ADP
alkej-137	262	5	an	an	DET
alkej-137	262	6	example	example	NOUN
alkej-137	262	7	,	,	PUNCT
alkej-137	262	8	the	the	DET
alkej-137	262	9	corresponding	corresponding	ADJ
alkej-137	262	10	sre	sre	NOUN
alkej-137	262	11	signature	signature	NOUN
alkej-137	262	12	is	be	AUX
alkej-137	262	13	‘	'	PUNCT
alkej-137	262	14	‘	'	PUNCT
alkej-137	262	15	[	[	X
alkej-137	262	16	0,6]‘one’[4]‘two’[1,6	0,6]‘one’[4]‘two’[1,6	NOUN
alkej-137	262	17	]	]	X
alkej-137	262	18	‘	'	PUNCT
alkej-137	262	19	three’[1,5	three’[1,5	PROPN
alkej-137	262	20	]	]	PUNCT
alkej-137	262	21	’’	’'	PUNCT
alkej-137	262	22	,	,	PUNCT
alkej-137	262	23	where	where	SCONJ
alkej-137	262	24	‘	'	PUNCT
alkej-137	262	25	[	[	X
alkej-137	262	26	1,6	1,6	NUM
alkej-137	262	27	]	]	PUNCT
alkej-137	262	28	’	'	PUNCT
alkej-137	262	29	is	be	AUX
alkej-137	262	30	a	a	DET
alkej-137	262	31	distance	distance	NOUN
alkej-137	262	32	bound	bind	VERB
alkej-137	262	33	restriction	restriction	NOUN
alkej-137	262	34	meaning	mean	VERB
alkej-137	262	35	that	that	SCONJ
alkej-137	262	36	there	there	PRON
alkej-137	262	37	are	be	VERB
alkej-137	262	38	at	at	ADV
alkej-137	262	39	least	least	ADJ
alkej-137	262	40	one	one	NUM
alkej-137	262	41	and	and	CCONJ
alkej-137	262	42	at	at	ADP
alkej-137	262	43	most	most	ADJ
alkej-137	262	44	six	six	NUM
alkej-137	262	45	elements	element	NOUN
alkej-137	262	46	between	between	ADP
alkej-137	262	47	‘	'	PUNCT
alkej-137	262	48	two	two	NUM
alkej-137	262	49	’	'	PUNCT
alkej-137	262	50	and	and	CCONJ
alkej-137	262	51	‘	'	PUNCT
alkej-137	262	52	three	three	NUM
alkej-137	262	53	’	'	PUNCT
alkej-137	262	54	in	in	ADP
alkej-137	262	55	worm	worm	NOUN
alkej-137	262	56	samples	sample	NOUN
alkej-137	262	57	(	(	PUNCT
alkej-137	262	58	wormsample1	wormsample1	NOUN
alkej-137	262	59	–	–	PUNCT
alkej-137	262	60	wormsample6	wormsample6	NOUN
alkej-137	262	61	)	)	PUNCT
alkej-137	262	62	.	.	PUNCT
alkej-137	263	1	although	although	SCONJ
alkej-137	263	2	using	use	VERB
alkej-137	263	3	‘	'	PUNCT
alkej-137	263	4	[	[	X
alkej-137	263	5	k1	k1	X
alkej-137	263	6	,	,	PUNCT
alkej-137	263	7	k2	k2	NOUN
alkej-137	263	8	]	]	PUNCT
alkej-137	263	9	’	'	PUNCT
alkej-137	263	10	to	to	PART
alkej-137	263	11	express	express	VERB
alkej-137	263	12	a	a	DET
alkej-137	263	13	distance	distance	NOUN
alkej-137	263	14	bound	bind	VERB
alkej-137	263	15	restriction	restriction	NOUN
alkej-137	263	16	(	(	PUNCT
alkej-137	263	17	instead	instead	ADV
alkej-137	263	18	of	of	ADP
alkej-137	263	19	‘	'	PUNCT
alkej-137	263	20	*	*	NOUN
alkej-137	263	21	’	'	PUNCT
alkej-137	263	22	in	in	ADP
alkej-137	263	23	sre	sre	NOUN
alkej-137	263	24	signature	signature	NOUN
alkej-137	263	25	)	)	PUNCT
alkej-137	263	26	is	be	AUX
alkej-137	263	27	a	a	DET
alkej-137	263	28	more	more	ADV
alkej-137	263	29	precise	precise	ADJ
alkej-137	263	30	way	way	NOUN
alkej-137	263	31	to	to	PART
alkej-137	263	32	express	express	VERB
alkej-137	263	33	the	the	DET
alkej-137	263	34	range	range	NOUN
alkej-137	263	35	distance	distance	NOUN
alkej-137	263	36	restriction	restriction	NOUN
alkej-137	263	37	,	,	PUNCT
alkej-137	263	38	this	this	DET
alkej-137	263	39	algorithm	algorithm	NOUN
alkej-137	263	40	[	[	X
alkej-137	263	41	23	23	NUM
alkej-137	263	42	,	,	PUNCT
alkej-137	263	43	24	24	NUM
alkej-137	263	44	]	]	PUNCT
alkej-137	263	45	does	do	AUX
alkej-137	263	46	not	not	PART
alkej-137	263	47	adoptsuch	adoptsuch	VERB
alkej-137	263	48	a	a	DET
alkej-137	263	49	distance	distance	NOUN
alkej-137	263	50	bound	bind	VERB
alkej-137	263	51	restriction	restriction	NOUN
alkej-137	263	52	in	in	ADP
alkej-137	263	53	generated	generate	VERB
alkej-137	263	54	signatures	signature	NOUN
alkej-137	263	55	.	.	PUNCT
alkej-137	264	1	this	this	PRON
alkej-137	264	2	is	be	AUX
alkej-137	264	3	because	because	SCONJ
alkej-137	264	4	even	even	ADV
alkej-137	264	5	though	though	SCONJ
alkej-137	264	6	there	there	PRON
alkej-137	264	7	are	be	VERB
alkej-137	264	8	some	some	DET
alkej-137	264	9	range	range	NOUN
alkej-137	264	10	distance	distance	NOUN
alkej-137	264	11	restrictions	restriction	NOUN
alkej-137	264	12	in	in	ADP
alkej-137	264	13	polymorphic	polymorphic	ADJ
alkej-137	264	14	worms	worm	NOUN
alkej-137	264	15	that	that	PRON
alkej-137	264	16	can	can	AUX
alkej-137	264	17	be	be	AUX
alkej-137	264	18	exactly	exactly	ADV
alkej-137	264	19	expressed	express	VERB
alkej-137	264	20	by	by	ADP
alkej-137	264	21	a	a	DET
alkej-137	264	22	bound	bind	VERB
alkej-137	264	23	of	of	ADP
alkej-137	264	24	‘	'	PUNCT
alkej-137	264	25	[	[	X
alkej-137	264	26	k1	k1	X
alkej-137	264	27	,	,	PUNCT
alkej-137	264	28	k2	k2	NOUN
alkej-137	264	29	]	]	PUNCT
alkej-137	264	30	’	'	PUNCT
alkej-137	264	31	,	,	PUNCT
alkej-137	264	32	it	it	PRON
alkej-137	264	33	may	may	AUX
alkej-137	264	34	not	not	PART
alkej-137	264	35	be	be	AUX
alkej-137	264	36	able	able	ADJ
alkej-137	264	37	to	to	PART
alkej-137	264	38	extract	extract	VERB
alkej-137	264	39	a	a	DET
alkej-137	264	40	perfect	perfect	ADJ
alkej-137	264	41	bound	bind	VERB
alkej-137	264	42	given	give	VERB
alkej-137	264	43	inadequate	inadequate	ADJ
alkej-137	264	44	worm	worm	NOUN
alkej-137	264	45	samples	sample	NOUN
alkej-137	264	46	.	.	PUNCT
alkej-137	265	1	for	for	ADP
alkej-137	265	2	instance	instance	NOUN
alkej-137	265	3	it	it	PRON
alkej-137	265	4	is	be	AUX
alkej-137	265	5	supposed	suppose	VERB
alkej-137	265	6	that	that	SCONJ
alkej-137	265	7	a	a	DET
alkej-137	265	8	polymorphic	polymorphic	ADJ
alkej-137	265	9	worm	worm	NOUN
alkej-137	265	10	should	should	AUX
alkej-137	265	11	have	have	VERB
alkej-137	265	12	a	a	DET
alkej-137	265	13	real	real	ADJ
alkej-137	265	14	range	range	NOUN
alkej-137	265	15	distance	distance	NOUN
alkej-137	265	16	restriction	restriction	NOUN
alkej-137	265	17	with	with	ADP
alkej-137	265	18	the	the	DET
alkej-137	265	19	bound	bind	VERB
alkej-137	265	20	of	of	ADP
alkej-137	265	21	‘	'	PUNCT
alkej-137	265	22	[	[	X
alkej-137	265	23	1	1	NUM
alkej-137	265	24	,	,	PUNCT
alkej-137	265	25	100	100	NUM
alkej-137	265	26	]	]	PUNCT
alkej-137	265	27	’	'	PUNCT
alkej-137	265	28	.	.	PUNCT
alkej-137	266	1	if	if	SCONJ
alkej-137	266	2	the	the	DET
alkej-137	266	3	worm	worm	NOUN
alkej-137	266	4	samples	sample	NOUN
alkej-137	266	5	are	be	AUX
alkej-137	266	6	inadequate	inadequate	ADJ
alkej-137	266	7	,	,	PUNCT
alkej-137	266	8	as	as	ADP
alkej-137	266	9	a	a	DET
alkej-137	266	10	result	result	NOUN
alkej-137	266	11	,	,	PUNCT
alkej-137	266	12	it	it	PRON
alkej-137	266	13	may	may	AUX
alkej-137	266	14	only	only	ADV
alkej-137	266	15	gets	get	VERB
alkej-137	266	16	an	an	DET
alkej-137	266	17	overspecific	overspecific	ADJ
alkej-137	266	18	bound	bind	VERB
alkej-137	266	19	,	,	PUNCT
alkej-137	266	20	like	like	ADP
alkej-137	266	21	‘	'	PUNCT
alkej-137	266	22	[	[	X
alkej-137	266	23	12,50	12,50	NUM
alkej-137	266	24	]	]	X
alkej-137	266	25	’	'	PUNCT
alkej-137	266	26	,	,	PUNCT
alkej-137	266	27	which	which	PRON
alkej-137	266	28	will	will	AUX
alkej-137	266	29	result	result	VERB
alkej-137	266	30	in	in	ADP
alkej-137	266	31	a	a	DET
alkej-137	266	32	high	high	ADJ
alkej-137	266	33	false	false	ADJ
alkej-137	266	34	negative	negative	ADJ
alkej-137	266	35	rate	rate	NOUN
alkej-137	266	36	.	.	PUNCT
alkej-137	267	1	the	the	DET
alkej-137	267	2	last	last	ADJ
alkej-137	267	3	step	step	NOUN
alkej-137	267	4	in	in	ADP
alkej-137	267	5	this	this	DET
alkej-137	267	6	approach	approach	NOUN
alkej-137	267	7	outputs	outputs	ADP
alkej-137	267	8	sre	sre	NOUN
alkej-137	267	9	signatures	signature	NOUN
alkej-137	267	10	by	by	ADP
alkej-137	267	11	extending	extend	VERB
alkej-137	267	12	each	each	DET
alkej-137	267	13	range	range	NOUN
alkej-137	267	14	bound	bind	VERB
alkej-137	267	15	of‘[k1	of‘[k1	NOUN
alkej-137	267	16	,	,	PUNCT
alkej-137	267	17	k2	k2	NOUN
alkej-137	267	18	]	]	PUNCT
alkej-137	267	19	’	'	PUNCT
alkej-137	267	20	to	to	ADP
alkej-137	267	21	‘	'	PUNCT
alkej-137	267	22	*	*	PUNCT
alkej-137	267	23	’	'	PUNCT
alkej-137	267	24	;	;	PUNCT
alkej-137	267	25	i.e.	i.e.	X
alkej-137	267	26	,	,	PUNCT
alkej-137	267	27	extending	extend	VERB
alkej-137	267	28	‘	'	PUNCT
alkej-137	267	29	‘	'	PUNCT
alkej-137	267	30	[	[	X
alkej-137	267	31	0,6]‘one’[4]‘two’[1,6]‘three’[1,5	0,6]‘one’[4]‘two’[1,6]‘three’[1,5	NOUN
alkej-137	267	32	]	]	PUNCT
alkej-137	267	33	’’	’'	PUNCT
alkej-137	267	34	to	to	ADP
alkej-137	267	35	‘	'	PUNCT
alkej-137	267	36	‘	'	PUNCT
alkej-137	267	37	*	*	NOUN
alkej-137	267	38	‘	'	PUNCT
alkej-137	267	39	one’[4]‘two	one’[4]‘two	NOUN
alkej-137	267	40	’	'	PUNCT
alkej-137	267	41	*	*	PUNCT
alkej-137	267	42	‘	'	PUNCT
alkej-137	267	43	three	three	NUM
alkej-137	267	44	’	'	PUNCT
alkej-137	267	45	*	*	PUNCT
alkej-137	267	46	’’	’'	PUNCT
alkej-137	267	47	,	,	PUNCT
alkej-137	267	48	as	as	ADP
alkej-137	267	49	in	in	ADP
alkej-137	267	50	figure	figure	NOUN
alkej-137	267	51	8	8	NUM
alkej-137	267	52	.	.	PUNCT
alkej-137	267	53	note	note	VERB
alkej-137	267	54	that	that	SCONJ
alkej-137	267	55	it	it	PRON
alkej-137	267	56	still	still	ADV
alkej-137	267	57	keeps	keep	VERB
alkej-137	267	58	the	the	DET
alkej-137	267	59	fixed	fix	VERB
alkej-137	267	60	distance	distance	NOUN
alkej-137	267	61	restriction	restriction	NOUN
alkej-137	267	62	in	in	ADP
alkej-137	267	63	generated	generate	VERB
alkej-137	267	64	sre	sre	NOUN
alkej-137	267	65	signatures	signature	NOUN
alkej-137	267	66	(	(	PUNCT
alkej-137	267	67	like	like	ADP
alkej-137	267	68	[	[	X
alkej-137	267	69	4	4	X
alkej-137	267	70	]	]	PUNCT
alkej-137	267	71	in	in	ADP
alkej-137	267	72	figure	figure	NOUN
alkej-137	267	73	8)	8)	NUM
alkej-137	267	74	.	.	PUNCT
alkej-137	268	1	fig	fig	NOUN
alkej-137	268	2	.	.	PUNCT
alkej-137	269	1	9	9	NUM
alkej-137	269	2	.	.	X
alkej-137	269	3	one	one	NUM
alkej-137	269	4	version	version	NOUN
alkej-137	269	5	of	of	ADP
alkej-137	269	6	polymorphic	polymorphic	ADJ
alkej-137	269	7	code	code	NOUN
alkej-137	269	8	red	red	PROPN
alkej-137	269	9	ii	ii	PROPN
alkej-137	269	10	worm	worm	NOUN
alkej-137	269	11	.	.	PUNCT
alkej-137	270	1	6.2.3	6.2.3	NUM
alkej-137	270	2	.	.	PUNCT
alkej-137	271	1	compared	compare	VERB
alkej-137	271	2	sre	sre	NOUN
alkej-137	271	3	with	with	ADP
alkej-137	271	4	other	other	ADJ
alkej-137	271	5	signature	signature	NOUN
alkej-137	271	6	types	type	NOUN
alkej-137	271	7	.	.	PUNCT
alkej-137	272	1	it	it	PRON
alkej-137	272	2	is	be	AUX
alkej-137	272	3	natural	natural	ADJ
alkej-137	272	4	to	to	PART
alkej-137	272	5	ask	ask	VERB
alkej-137	272	6	what	what	PRON
alkej-137	272	7	is	be	AUX
alkej-137	272	8	"	"	PUNCT
alkej-137	272	9	a	a	DET
alkej-137	272	10	more	more	ADV
alkej-137	272	11	accurate	accurate	ADJ
alkej-137	272	12	"	"	PUNCT
alkej-137	272	13	and	and	CCONJ
alkej-137	272	14	what	what	PRON
alkej-137	272	15	is	be	AUX
alkej-137	272	16	"	"	PUNCT
alkej-137	272	17	the	the	DET
alkej-137	272	18	most	most	ADV
alkej-137	272	19	accurate	accurate	ADJ
alkej-137	272	20	"	"	PUNCT
alkej-137	272	21	signature	signature	NOUN
alkej-137	272	22	for	for	ADP
alkej-137	272	23	a	a	DET
alkej-137	272	24	polymorphic	polymorphic	ADJ
alkej-137	272	25	worm	worm	NOUN
alkej-137	272	26	.	.	PUNCT
alkej-137	273	1	intuitively	intuitively	ADV
alkej-137	273	2	,	,	PUNCT
alkej-137	273	3	"	"	PUNCT
alkej-137	273	4	the	the	DET
alkej-137	273	5	most	most	ADV
alkej-137	273	6	accurate	accurate	ADJ
alkej-137	273	7	"	"	PUNCT
alkej-137	273	8	signature	signature	NOUN
alkej-137	273	9	should	should	AUX
alkej-137	273	10	be	be	AUX
alkej-137	273	11	"	"	PUNCT
alkej-137	273	12	the	the	DET
alkej-137	273	13	most	most	ADV
alkej-137	273	14	specific	specific	ADJ
alkej-137	273	15	,	,	PUNCT
alkej-137	273	16	"	"	PUNCT
alkej-137	273	17	that	that	PRON
alkej-137	273	18	is	be	AUX
alkej-137	273	19	,	,	PUNCT
alkej-137	273	20	in	in	ADP
alkej-137	273	21	a	a	DET
alkej-137	273	22	balance	balance	NOUN
alkej-137	273	23	of	of	ADP
alkej-137	273	24	specific	specific	ADJ
alkej-137	273	25	and	and	CCONJ
alkej-137	273	26	general	general	ADJ
alkej-137	273	27	:	:	PUNCT
alkej-137	273	28	specific	specific	ADJ
alkej-137	273	29	—	—	PUNCT
alkej-137	273	30	it	it	PRON
alkej-137	273	31	contains	contain	VERB
alkej-137	273	32	as	as	ADP
alkej-137	273	33	many	many	ADJ
alkej-137	273	34	features	feature	NOUN
alkej-137	273	35	of	of	ADP
alkej-137	273	36	the	the	DET
alkej-137	273	37	worm	worm	NOUN
alkej-137	273	38	as	as	ADP
alkej-137	273	39	possible	possible	ADJ
alkej-137	273	40	so	so	SCONJ
alkej-137	273	41	that	that	SCONJ
alkej-137	273	42	it	it	PRON
alkej-137	273	43	will	will	AUX
alkej-137	273	44	not	not	PART
alkej-137	273	45	lead	lead	VERB
alkej-137	273	46	to	to	ADP
alkej-137	273	47	false	false	ADJ
alkej-137	273	48	positives	positive	NOUN
alkej-137	273	49	;	;	PUNCT
alkej-137	273	50	general	general	ADJ
alkej-137	273	51	—	—	PUNCT
alkej-137	273	52	it	it	PRON
alkej-137	273	53	does	do	AUX
alkej-137	273	54	not	not	PART
alkej-137	273	55	contain	contain	VERB
alkej-137	273	56	any	any	DET
alkej-137	273	57	useless	useless	ADJ
alkej-137	273	58	or	or	CCONJ
alkej-137	273	59	incorrect	incorrect	ADJ
alkej-137	273	60	features	feature	NOUN
alkej-137	273	61	of	of	ADP
alkej-137	273	62	the	the	DET
alkej-137	273	63	worm	worm	NOUN
alkej-137	273	64	so	so	SCONJ
alkej-137	273	65	that	that	SCONJ
alkej-137	273	66	it	it	PRON
alkej-137	273	67	will	will	AUX
alkej-137	273	68	not	not	PART
alkej-137	273	69	lead	lead	VERB
alkej-137	273	70	to	to	ADP
alkej-137	273	71	false	false	ADJ
alkej-137	273	72	negatives	negative	NOUN
alkej-137	273	73	.	.	PUNCT
alkej-137	274	1	definition	definition	NOUN
alkej-137	274	2	3	3	NUM
alkej-137	274	3	(	(	PUNCT
alkej-137	274	4	containment	containment	NOUN
alkej-137	274	5	,	,	PUNCT
alkej-137	274	6	)	)	PUNCT
alkej-137	274	7	let	let	VERB
alkej-137	274	8	x	x	PRON
alkej-137	274	9	and	and	CCONJ
alkej-137	274	10	y	y	PROPN
alkej-137	274	11	be	be	AUX
alkej-137	274	12	two	two	NUM
alkej-137	274	13	sre	sre	NOUN
alkej-137	274	14	signatures	signature	NOUN
alkej-137	274	15	,	,	PUNCT
alkej-137	274	16	it	it	PRON
alkej-137	274	17	says	say	VERB
alkej-137	274	18	that	that	SCONJ
alkej-137	274	19	y	y	PROPN
alkej-137	274	20	contains	contain	VERB
alkej-137	274	21	x	x	PRON
alkej-137	274	22	,	,	PUNCT
alkej-137	274	23	denoted	denote	VERB
alkej-137	274	24	by	by	ADP
alkej-137	274	25	x	x	PROPN
alkej-137	274	26	y	y	PROPN
alkej-137	274	27	,	,	PUNCT
alkej-137	274	28	if	if	SCONJ
alkej-137	274	29	l(x	l(x	PROPN
alkej-137	274	30	)	)	PUNCT
alkej-137	274	31	l(y	l(y	PROPN
alkej-137	274	32	)	)	PUNCT
alkej-137	274	33	.	.	PUNCT
alkej-137	275	1	that	that	PRON
alkej-137	275	2	is	be	AUX
alkej-137	275	3	,	,	PUNCT
alkej-137	275	4	the	the	DET
alkej-137	275	5	strings	string	NOUN
alkej-137	275	6	that	that	PRON
alkej-137	275	7	match	match	VERB
alkej-137	275	8	signature	signature	NOUN
alkej-137	275	9	x	x	PRON
alkej-137	275	10	must	must	AUX
alkej-137	275	11	also	also	ADV
alkej-137	275	12	match	match	VERB
alkej-137	275	13	signature	signature	NOUN
alkej-137	275	14	y.	y.	PROPN
alkej-137	275	15	definition	definition	NOUN
alkej-137	275	16	4	4	NUM
alkej-137	275	17	(	(	PUNCT
alkej-137	275	18	more	more	ADV
alkej-137	275	19	specific	specific	ADJ
alkej-137	275	20	than	than	ADP
alkej-137	275	21	,	,	PUNCT
alkej-137	275	22	)	)	PUNCT
alkej-137	275	23	.	.	PUNCT
alkej-137	276	1	let	let	VERB
alkej-137	276	2	x	x	PRON
alkej-137	276	3	and	and	CCONJ
alkej-137	276	4	y	y	PROPN
alkej-137	276	5	be	be	AUX
alkej-137	276	6	two	two	NUM
alkej-137	276	7	sre	sre	NOUN
alkej-137	276	8	signatures	signature	NOUN
alkej-137	276	9	.	.	PUNCT
alkej-137	277	1	if	if	SCONJ
alkej-137	277	2	x	x	SYM
alkej-137	277	3	y	y	PROPN
alkej-137	277	4	and	and	CCONJ
alkej-137	277	5	|x|	|x|	PROPN
alkej-137	277	6	>	>	X
alkej-137	277	7	|y|	|y|	PROPN
alkej-137	277	8	,	,	PUNCT
alkej-137	277	9	it	it	PRON
alkej-137	277	10	says	say	VERB
alkej-137	277	11	that	that	SCONJ
alkej-137	277	12	x	x	PRON
alkej-137	277	13	is	be	AUX
alkej-137	277	14	more	more	ADV
alkej-137	277	15	specific	specific	ADJ
alkej-137	277	16	than	than	ADP
alkej-137	277	17	y	y	PROPN
alkej-137	277	18	,	,	PUNCT
alkej-137	277	19	or	or	CCONJ
alkej-137	277	20	y	y	PROPN
alkej-137	277	21	is	be	AUX
alkej-137	277	22	more	more	ADV
alkej-137	277	23	general	general	ADJ
alkej-137	277	24	than	than	ADP
alkej-137	277	25	x	x	X
alkej-137	277	26	,	,	PUNCT
alkej-137	277	27	and	and	CCONJ
alkej-137	277	28	this	this	PRON
alkej-137	277	29	is	be	AUX
alkej-137	277	30	denoted	denote	VERB
alkej-137	277	31	by	by	ADP
alkej-137	277	32	x	x	PROPN
alkej-137	277	33	y.	y.	PROPN
alkej-137	277	34	here	here	ADV
alkej-137	277	35	are	be	AUX
alkej-137	277	36	some	some	DET
alkej-137	277	37	examples	example	NOUN
alkej-137	277	38	for	for	ADP
alkej-137	277	39	definition	definition	NOUN
alkej-137	277	40	3	3	NUM
alkej-137	277	41	and	and	CCONJ
alkej-137	277	42	definition	definition	NOUN
alkej-137	277	43	4	4	NUM
alkej-137	277	44	:	:	PUNCT
alkej-137	277	45	“	"	PUNCT
alkej-137	277	46	‘	'	PUNCT
alkej-137	277	47	abc’*‘bcd	abc’*‘bcd	X
alkej-137	277	48	’	'	PUNCT
alkej-137	277	49	”	"	PUNCT
alkej-137	277	50	“	"	PUNCT
alkej-137	277	51	‘	'	PUNCT
alkej-137	277	52	ab’*‘cd	ab’*‘cd	NOUN
alkej-137	277	53	’	'	PUNCT
alkej-137	277	54	”	"	PUNCT
alkej-137	277	55	,	,	PUNCT
alkej-137	277	56	“	"	PUNCT
alkej-137	277	57	‘	'	PUNCT
alkej-137	277	58	ab’[2]‘cd	ab’[2]‘cd	ADJ
alkej-137	277	59	’	'	PUNCT
alkej-137	277	60	”	"	PUNCT
alkej-137	277	61	“	"	PUNCT
alkej-137	277	62	‘	'	PUNCT
alkej-137	277	63	ab’*‘cd	ab’*‘cd	NOUN
alkej-137	277	64	’	'	PUNCT
alkej-137	277	65	”	"	PUNCT
alkej-137	277	66	;	;	PUNCT
alkej-137	277	67	“	"	PUNCT
alkej-137	277	68	‘	'	PUNCT
alkej-137	277	69	aaa’*‘b	aaa’*‘b	NOUN
alkej-137	277	70	’	'	PUNCT
alkej-137	277	71	”	"	PUNCT
alkej-137	277	72	“	"	PUNCT
alkej-137	277	73	‘	'	PUNCT
alkej-137	277	74	aa’*‘b	aa’*‘b	NOUN
alkej-137	277	75	’	'	PUNCT
alkej-137	277	76	”	"	PUNCT
alkej-137	277	77	,	,	PUNCT
alkej-137	277	78	“	"	PUNCT
alkej-137	277	79	‘	'	PUNCT
alkej-137	277	80	aa’[3]‘c	aa’[3]‘c	NOUN
alkej-137	277	81	’	'	PUNCT
alkej-137	277	82	”	"	PUNCT
alkej-137	277	83	“	"	PUNCT
alkej-137	277	84	‘	'	PUNCT
alkej-137	277	85	aa’*‘c	aa’*‘c	ADJ
alkej-137	277	86	’	'	PUNCT
alkej-137	277	87	”	"	PUNCT
alkej-137	277	88	.	.	PUNCT
alkej-137	278	1	note	note	VERB
alkej-137	278	2	that	that	SCONJ
alkej-137	278	3	if	if	SCONJ
alkej-137	278	4	a	a	DET
alkej-137	278	5	network	network	NOUN
alkej-137	278	6	flow	flow	NOUN
alkej-137	278	7	f	f	PROPN
alkej-137	278	8	(	(	PUNCT
alkej-137	278	9	as	as	ADP
alkej-137	278	10	a	a	DET
alkej-137	278	11	special	special	ADJ
alkej-137	278	12	sre	sre	NOUN
alkej-137	278	13	signature	signature	NOUN
alkej-137	278	14	with	with	ADP
alkej-137	278	15	only	only	ADV
alkej-137	278	16	one	one	NUM
alkej-137	278	17	substring	substring	NOUN
alkej-137	278	18	and	and	CCONJ
alkej-137	278	19	without	without	ADP
alkej-137	278	20	qualifiers	qualifier	NOUN
alkej-137	278	21	)	)	PUNCT
alkej-137	278	22	matches	match	VERB
alkej-137	278	23	an	an	DET
alkej-137	278	24	sre	sre	NOUN
alkej-137	278	25	signature	signature	NOUN
alkej-137	278	26	x	x	NOUN
alkej-137	278	27	,	,	PUNCT
alkej-137	278	28	it	it	PRON
alkej-137	278	29	also	also	ADV
alkej-137	278	30	uses	use	VERB
alkej-137	278	31	“	"	PUNCT
alkej-137	278	32	f	f	PROPN
alkej-137	278	33	x	x	PROPN
alkej-137	278	34	”	"	PUNCT
alkej-137	278	35	to	to	PART
alkej-137	278	36	denote	denote	VERB
alkej-137	278	37	it	it	PRON
alkej-137	278	38	.	.	PUNCT
alkej-137	279	1	for	for	ADP
alkej-137	279	2	instance	instance	NOUN
alkej-137	279	3	,	,	PUNCT
alkej-137	279	4	the	the	DET
alkej-137	279	5	flow	flow	NOUN
alkej-137	279	6	“	"	PUNCT
alkej-137	279	7	abcdef	abcdef	PROPN
alkej-137	279	8	”	"	PUNCT
alkej-137	279	9	matches	match	NOUN
alkej-137	279	10	“	"	PUNCT
alkej-137	279	11	‘	'	PUNCT
alkej-137	279	12	ab’*‘ef	ab’*‘ef	X
alkej-137	279	13	’	'	PUNCT
alkej-137	279	14	”	"	PUNCT
alkej-137	279	15	can	can	AUX
alkej-137	279	16	be	be	AUX
alkej-137	279	17	denoted	denote	VERB
alkej-137	279	18	by	by	ADP
alkej-137	279	19	“	"	PUNCT
alkej-137	279	20	abcdef	abcdef	PROPN
alkej-137	279	21	”	"	PUNCT
alkej-137	279	22	''	''	PUNCT
alkej-137	279	23	'	'	PUNCT
alkej-137	279	24	ab'*'ef	ab'*'ef	NOUN
alkej-137	279	25	''	''	PUNCT
alkej-137	279	26	'	'	PUNCT
alkej-137	279	27	.	.	PUNCT
alkej-137	280	1	definition	definition	NOUN
alkej-137	280	2	5	5	NUM
alkej-137	280	3	(	(	PUNCT
alkej-137	280	4	signature	signature	NOUN
alkej-137	280	5	of	of	ADP
alkej-137	280	6	a	a	DET
alkej-137	280	7	polymorphic	polymorphic	ADJ
alkej-137	280	8	worm	worm	NOUN
alkej-137	280	9	,	,	PUNCT
alkej-137	280	10	<	<	X
alkej-137	280	11	∙	∙	PROPN
alkej-137	280	12	)	)	PUNCT
alkej-137	280	13	.	.	PUNCT
alkej-137	281	1	given	give	VERB
alkej-137	281	2	a	a	DET
alkej-137	281	3	polymorphic	polymorphic	ADJ
alkej-137	281	4	worm	worm	NOUN
alkej-137	281	5	w	w	NOUN
alkej-137	281	6	,	,	PUNCT
alkej-137	281	7	if	if	SCONJ
alkej-137	281	8	all	all	DET
alkej-137	281	9	possible	possible	ADJ
alkej-137	281	10	samples	sample	NOUN
alkej-137	281	11	of	of	ADP
alkej-137	281	12	w	w	PROPN
alkej-137	281	13	match	match	VERB
alkej-137	281	14	an	an	DET
alkej-137	281	15	sre	sre	NOUN
alkej-137	281	16	signature	signature	NOUN
alkej-137	281	17	x	x	NOUN
alkej-137	281	18	,	,	PUNCT
alkej-137	281	19	then	then	ADV
alkej-137	281	20	x	x	PUNCT
alkej-137	281	21	is	be	AUX
alkej-137	281	22	a	a	DET
alkej-137	281	23	signature	signature	NOUN
alkej-137	281	24	of	of	ADP
alkej-137	281	25	w	w	PROPN
alkej-137	281	26	,	,	PUNCT
alkej-137	281	27	and	and	CCONJ
alkej-137	281	28	this	this	PRON
alkej-137	281	29	is	be	AUX
alkej-137	281	30	denoted	denote	VERB
alkej-137	281	31	by	by	ADP
alkej-137	281	32	w	w	PROPN
alkej-137	281	33	<	<	X
alkej-137	281	34	∙	∙	PROPN
alkej-137	281	35	x.	x.	NOUN
alkej-137	281	36	definition	definition	NOUN
alkej-137	281	37	6	6	NUM
alkej-137	281	38	(	(	PUNCT
alkej-137	281	39	the	the	DET
alkej-137	281	40	most	most	ADV
alkej-137	281	41	specific	specific	ADJ
alkej-137	281	42	signature	signature	NOUN
alkej-137	281	43	of	of	ADP
alkej-137	281	44	a	a	DET
alkej-137	281	45	polymorphic	polymorphic	ADJ
alkej-137	281	46	worm	worm	NOUN
alkej-137	281	47	,	,	PUNCT
alkej-137	281	48	mssig	mssig	NOUN
alkej-137	281	49	)	)	PUNCT
alkej-137	281	50	.	.	PUNCT
alkej-137	282	1	given	give	VERB
alkej-137	282	2	a	a	DET
alkej-137	282	3	polymorphic	polymorphic	ADJ
alkej-137	282	4	worm	worm	NOUN
alkej-137	282	5	w	w	PROPN
alkej-137	282	6	and	and	CCONJ
alkej-137	282	7	its	its	PRON
alkej-137	282	8	sre	sre	NOUN
alkej-137	282	9	signature	signature	NOUN
alkej-137	282	10	x	x	NOUN
alkej-137	282	11	,	,	PUNCT
alkej-137	282	12	if	if	SCONJ
alkej-137	282	13	w	w	PROPN
alkej-137	282	14	<	<	X
alkej-137	282	15	∙	∙	PROPN
alkej-137	282	16	x	x	PUNCT
alkej-137	282	17	and	and	CCONJ
alkej-137	282	18	for	for	ADP
alkej-137	282	19	any	any	DET
alkej-137	282	20	other	other	ADJ
alkej-137	282	21	sre	sre	NOUN
alkej-137	282	22	signature	signature	NOUN
alkej-137	282	23	x	x	NOUN
alkej-137	282	24	'	'	PUNCT
alkej-137	282	25	such	such	ADJ
alkej-137	282	26	that	that	SCONJ
alkej-137	282	27	both	both	DET
alkej-137	282	28	w	w	X
alkej-137	282	29	<	<	X
alkej-137	282	30	∙	∙	NOUN
alkej-137	282	31	x	x	X
alkej-137	282	32	'	'	PUNCT
alkej-137	282	33	and	and	CCONJ
alkej-137	282	34	x	x	ADP
alkej-137	282	35	x	x	X
alkej-137	282	36	'	'	PUNCT
alkej-137	282	37	hold	hold	NOUN
alkej-137	282	38	,	,	PUNCT
alkej-137	282	39	then	then	ADV
alkej-137	282	40	x	x	PUNCT
alkej-137	282	41	is	be	AUX
alkej-137	282	42	the	the	DET
alkej-137	282	43	most	most	ADV
alkej-137	282	44	specific	specific	ADJ
alkej-137	282	45	signature	signature	NOUN
alkej-137	282	46	(	(	PUNCT
alkej-137	282	47	mssig	mssig	NOUN
alkej-137	282	48	)	)	PUNCT
alkej-137	282	49	of	of	ADP
alkej-137	282	50	w	w	PROPN
alkej-137	282	51	,	,	PUNCT
alkej-137	282	52	and	and	CCONJ
alkej-137	282	53	this	this	PRON
alkej-137	282	54	is	be	AUX
alkej-137	282	55	denoted	denote	VERB
alkej-137	282	56	by	by	ADP
alkej-137	282	57	x	x	X
alkej-137	282	58	=	=	SYM
alkej-137	282	59	mssig(w	mssig(w	PROPN
alkej-137	282	60	)	)	PUNCT
alkej-137	282	61	.	.	PUNCT
alkej-137	283	1	rana	rana	PROPN
alkej-137	284	1	dhia'a	dhia'a	PROPN
alkej-137	284	2	abdu	abdu	PROPN
alkej-137	284	3	-	-	PUNCT
alkej-137	284	4	aljabar	aljabar	PROPN
alkej-137	284	5	al	al	PROPN
alkej-137	284	6	-	-	PUNCT
alkej-137	284	7	khwarizmi	khwarizmi	PROPN
alkej-137	284	8	engineering	engineering	NOUN
alkej-137	284	9	journal	journal	PROPN
alkej-137	284	10	,	,	PUNCT
alkej-137	284	11	vol	vol	NOUN
alkej-137	284	12	.	.	PROPN
alkej-137	284	13	8	8	NUM
alkej-137	284	14	,	,	PUNCT
alkej-137	284	15	no.3	no.3	VERB
alkej-137	284	16	,	,	PUNCT
alkej-137	284	17	pp40	pp40	PROPN
alkej-137	284	18	-52	-52	PROPN
alkej-137	284	19	(	(	PUNCT
alkej-137	284	20	2012	2012	NUM
alkej-137	284	21	)	)	PUNCT
alkej-137	284	22	49	49	NUM
alkej-137	284	23	from	from	ADP
alkej-137	284	24	the	the	DET
alkej-137	284	25	above	above	ADJ
alkej-137	284	26	definitions	definition	NOUN
alkej-137	284	27	,	,	PUNCT
alkej-137	284	28	now	now	ADV
alkej-137	284	29	it	it	PRON
alkej-137	284	30	can	can	AUX
alkej-137	284	31	answer	answer	VERB
alkej-137	284	32	"	"	PUNCT
alkej-137	284	33	what	what	PRON
alkej-137	284	34	is	be	AUX
alkej-137	284	35	a	a	DET
alkej-137	284	36	more	more	ADV
alkej-137	284	37	accurate	accurate	ADJ
alkej-137	284	38	signature	signature	NOUN
alkej-137	284	39	"	"	PUNCT
alkej-137	284	40	for	for	ADP
alkej-137	284	41	a	a	DET
alkej-137	284	42	polymorphic	polymorphic	ADJ
alkej-137	284	43	worm	worm	NOUN
alkej-137	284	44	and	and	CCONJ
alkej-137	284	45	are	be	AUX
alkej-137	284	46	able	able	ADJ
alkej-137	284	47	to	to	PART
alkej-137	284	48	compare	compare	VERB
alkej-137	284	49	the	the	DET
alkej-137	284	50	accuracy	accuracy	NOUN
alkej-137	284	51	of	of	ADP
alkej-137	284	52	two	two	NUM
alkej-137	284	53	signatures	signature	NOUN
alkej-137	284	54	.	.	PUNCT
alkej-137	285	1	suppose	suppose	VERB
alkej-137	285	2	that	that	SCONJ
alkej-137	285	3	both	both	DET
alkej-137	285	4	x	x	SYM
alkej-137	285	5	and	and	CCONJ
alkej-137	285	6	y	y	PROPN
alkej-137	285	7	are	be	AUX
alkej-137	285	8	signatures	signature	NOUN
alkej-137	285	9	of	of	ADP
alkej-137	285	10	a	a	DET
alkej-137	285	11	polymorphic	polymorphic	ADJ
alkej-137	285	12	worm	worm	NOUN
alkej-137	285	13	w	w	PROPN
alkej-137	285	14	(	(	PUNCT
alkej-137	285	15	w	w	ADP
alkej-137	285	16	<	<	X
alkej-137	285	17	∙	∙	NOUN
alkej-137	285	18	x	x	X
alkej-137	285	19	and	and	CCONJ
alkej-137	285	20	w	w	X
alkej-137	285	21	<	<	X
alkej-137	285	22	∙	∙	PROPN
alkej-137	285	23	y	y	PROPN
alkej-137	285	24	)	)	PUNCT
alkej-137	285	25	.	.	PUNCT
alkej-137	286	1	signature	signature	NOUN
alkej-137	286	2	x	x	PUNCT
alkej-137	286	3	is	be	AUX
alkej-137	286	4	more	more	ADV
alkej-137	286	5	accurate	accurate	ADJ
alkej-137	286	6	than	than	ADP
alkej-137	286	7	y	y	PRON
alkej-137	286	8	if	if	SCONJ
alkej-137	287	1	and	and	CCONJ
alkej-137	287	2	only	only	ADV
alkej-137	287	3	if	if	SCONJ
alkej-137	287	4	x	x	X
alkej-137	287	5	≺y	≺y	PROPN
alkej-137	287	6	.	.	PUNCT
alkej-137	287	7	given	give	VERB
alkej-137	287	8	a	a	DET
alkej-137	287	9	number	number	NOUN
alkej-137	287	10	of	of	ADP
alkej-137	287	11	samples	sample	NOUN
alkej-137	287	12	of	of	ADP
alkej-137	287	13	a	a	DET
alkej-137	287	14	polymorphic	polymorphic	ADJ
alkej-137	287	15	worm	worm	NOUN
alkej-137	287	16	,	,	PUNCT
alkej-137	287	17	the	the	DET
alkej-137	287	18	signature	signature	NOUN
alkej-137	287	19	generation	generation	NOUN
alkej-137	287	20	problem	problem	NOUN
alkej-137	287	21	is	be	AUX
alkej-137	287	22	formalized	formalize	VERB
alkej-137	287	23	by	by	ADP
alkej-137	287	24	the	the	DET
alkej-137	287	25	problem	problem	NOUN
alkej-137	287	26	bellow	bellow	ADJ
alkej-137	287	27	:	:	PUNCT
alkej-137	287	28	problem	problem	NOUN
alkej-137	287	29	(	(	PUNCT
alkej-137	287	30	the	the	DET
alkej-137	287	31	most	most	ADV
alkej-137	287	32	specific	specific	ADJ
alkej-137	287	33	signature	signature	NOUN
alkej-137	287	34	generation	generation	NOUN
alkej-137	287	35	for	for	ADP
alkej-137	287	36	a	a	DET
alkej-137	287	37	single	single	ADJ
alkej-137	287	38	polymorphic	polymorphic	ADJ
alkej-137	287	39	worm	worm	NOUN
alkej-137	287	40	)	)	PUNCT
alkej-137	287	41	.	.	PUNCT
alkej-137	288	1	input	input	NOUN
alkej-137	288	2	:	:	PUNCT
alkej-137	288	3	s1	s1	NOUN
alkej-137	288	4	;	;	PUNCT
alkej-137	288	5	.	.	PUNCT
alkej-137	288	6	.	.	PUNCT
alkej-137	288	7	.	.	PUNCT
alkej-137	289	1	;	;	PUNCT
alkej-137	289	2	sn	sn	PROPN
alkej-137	289	3	are	be	AUX
alkej-137	289	4	n	n	ADV
alkej-137	289	5	samples	sample	NOUN
alkej-137	289	6	of	of	ADP
alkej-137	289	7	a	a	DET
alkej-137	289	8	polymorphic	polymorphic	ADJ
alkej-137	289	9	worm	worm	NOUN
alkej-137	289	10	w.	w.	PROPN
alkej-137	289	11	output	output	PROPN
alkej-137	289	12	:	:	PUNCT
alkej-137	289	13	a	a	DET
alkej-137	289	14	signature	signature	NOUN
alkej-137	289	15	x	x	PUNCT
alkej-137	289	16	such	such	ADJ
alkej-137	289	17	that	that	SCONJ
alkej-137	289	18	x	x	NOUN
alkej-137	289	19	=	=	NOUN
alkej-137	289	20	mssig(w	mssig(w	NOUN
alkej-137	289	21	)	)	PUNCT
alkej-137	289	22	.	.	PUNCT
alkej-137	290	1	given	give	VERB
alkej-137	290	2	the	the	DET
alkej-137	290	3	polymorphic	polymorphic	ADJ
alkej-137	290	4	code	code	NOUN
alkej-137	290	5	red	red	PROPN
alkej-137	290	6	ii	ii	PROPN
alkej-137	290	7	worm	worm	NOUN
alkej-137	290	8	in	in	ADP
alkej-137	290	9	figure	figure	NOUN
alkej-137	290	10	9	9	NUM
alkej-137	290	11	,	,	PUNCT
alkej-137	290	12	it	it	PRON
alkej-137	290	13	can	can	AUX
alkej-137	290	14	convert	convert	VERB
alkej-137	290	15	the	the	DET
alkej-137	290	16	generated	generate	VERB
alkej-137	290	17	signatures	signature	NOUN
alkej-137	290	18	by	by	ADP
alkej-137	290	19	previous	previous	ADJ
alkej-137	290	20	nsg	nsg	PROPN
alkej-137	290	21	methods	method	NOUN
alkej-137	290	22	into	into	ADP
alkej-137	290	23	the	the	DET
alkej-137	290	24	defined	define	VERB
alkej-137	290	25	sre	sre	NOUN
alkej-137	290	26	signature	signature	NOUN
alkej-137	290	27	format	format	NOUN
alkej-137	290	28	.	.	PUNCT
alkej-137	291	1	honeycomb	honeycomb	VERB
alkej-137	292	1	[	[	X
alkej-137	292	2	25	25	NUM
alkej-137	292	3	]	]	SYM
alkej-137	292	4	outputs	output	NOUN
alkej-137	292	5	“	"	PUNCT
alkej-137	292	6	*	*	NOUN
alkej-137	292	7	‘	'	PUNCT
alkej-137	292	8	.ida	.ida	NOUN
alkej-137	292	9	?	?	PUNCT
alkej-137	292	10	’	'	PUNCT
alkej-137	292	11	*	*	PUNCT
alkej-137	292	12	”	"	PUNCT
alkej-137	292	13	.	.	PUNCT
alkej-137	293	1	polygraph	polygraph	PROPN
alkej-137	293	2	[	[	PUNCT
alkej-137	293	3	9	9	NUM
alkej-137	293	4	]	]	SYM
alkej-137	293	5	outputs	output	NOUN
alkej-137	293	6	“	"	PUNCT
alkej-137	293	7	‘	'	PUNCT
alkej-137	293	8	get	get	VERB
alkej-137	293	9	/	/	SYM
alkej-137	293	10	’	'	PUNCT
alkej-137	293	11	*	*	ADJ
alkej-137	293	12	‘	'	PUNCT
alkej-137	293	13	.ida?’*‘xx’*‘%u’*‘%u780’*‘http/1.0\r\n	.ida?’*‘xx’*‘%u’*‘%u780’*‘http/1.0\r\n	PUNCT
alkej-137	293	14	’	'	PUNCT
alkej-137	293	15	”	"	PUNCT
alkej-137	293	16	.	.	PUNCT
alkej-137	294	1	hamsa[10]outputs	hamsa[10]output	NOUN
alkej-137	294	2	“	"	PUNCT
alkej-137	294	3	‘	'	PUNCT
alkej-137	294	4	get/’*‘.ida?’*‘%u’*‘%u780	get/’*‘.ida?’*‘%u’*‘%u780	NOUN
alkej-137	294	5	’	'	PUNCT
alkej-137	294	6	*	*	NUM
alkej-137	294	7	‘	'	PUNCT
alkej-137	294	8	http/1.0\r\n	http/1.0\r\n	VERB
alkej-137	294	9	’	'	PUNCT
alkej-137	294	10	*	*	NUM
alkej-137	294	11	”	"	PUNCT
alkej-137	294	12	.	.	PUNCT
alkej-137	295	1	if	if	SCONJ
alkej-137	295	2	these	these	DET
alkej-137	295	3	sre	sre	NOUN
alkej-137	295	4	signatures	signature	NOUN
alkej-137	295	5	are	be	AUX
alkej-137	295	6	denoted	denote	VERB
alkej-137	295	7	by	by	ADP
alkej-137	295	8	x1;x2	x1;x2	PROPN
alkej-137	295	9	,	,	PUNCT
alkej-137	295	10	and	and	CCONJ
alkej-137	295	11	x3	x3	ADJ
alkej-137	295	12	,	,	PUNCT
alkej-137	295	13	all	all	PRON
alkej-137	295	14	of	of	ADP
alkej-137	295	15	them	they	PRON
alkej-137	295	16	are	be	AUX
alkej-137	295	17	signatures	signature	NOUN
alkej-137	295	18	of	of	ADP
alkej-137	295	19	the	the	DET
alkej-137	295	20	worm	worm	NOUN
alkej-137	295	21	according	accord	VERB
alkej-137	295	22	to	to	ADP
alkej-137	295	23	definition	definition	NOUN
alkej-137	295	24	5	5	NUM
alkej-137	295	25	.	.	PUNCT
alkej-137	296	1	however	however	ADV
alkej-137	296	2	,	,	PUNCT
alkej-137	296	3	none	none	NOUN
alkej-137	296	4	of	of	ADP
alkej-137	296	5	them	they	PRON
alkej-137	296	6	is	be	AUX
alkej-137	296	7	the	the	DET
alkej-137	296	8	most	most	ADV
alkej-137	296	9	specific	specific	ADJ
alkej-137	296	10	signature	signature	NOUN
alkej-137	296	11	according	accord	VERB
alkej-137	296	12	to	to	ADP
alkej-137	296	13	definition	definition	NOUN
alkej-137	296	14	6	6	NUM
alkej-137	296	15	because	because	SCONJ
alkej-137	296	16	given	give	VERB
alkej-137	296	17	an	an	DET
alkej-137	296	18	sre	sre	NOUN
alkej-137	296	19	signature	signature	NOUN
alkej-137	296	20	y	y	PROPN
alkej-137	296	21	=	=	PUNCT
alkej-137	296	22	“	"	PUNCT
alkej-137	296	23	‘	'	PUNCT
alkej-137	296	24	get	get	VERB
alkej-137	296	25	/’*‘.ida?’*‘xx’*‘%u’[4]‘%u780’*‘=	/’*‘.ida?’*‘xx’*‘%u’[4]‘%u780’*‘=	NOUN
alkej-137	296	26	’	'	PUNCT
alkej-137	297	1	[	[	X
alkej-137	297	2	1]‘http/	1]‘http/	NUM
alkej-137	297	3	1.0\r\n	1.0\r\n	NUM
alkej-137	297	4	’	'	PUNCT
alkej-137	297	5	”	"	PUNCT
alkej-137	297	6	,	,	PUNCT
alkej-137	297	7	obviously	obviously	ADV
alkej-137	297	8	,	,	PUNCT
alkej-137	297	9	y	y	PROPN
alkej-137	297	10	x1	x1	PROPN
alkej-137	297	11	,	,	PUNCT
alkej-137	297	12	y	y	PROPN
alkej-137	297	13	x2	x2	PROPN
alkej-137	297	14	,	,	PUNCT
alkej-137	297	15	and	and	CCONJ
alkej-137	297	16	y	y	PROPN
alkej-137	297	17	x3	x3	PROPN
alkej-137	297	18	.	.	PUNCT
alkej-137	298	1	that	that	PRON
alkej-137	298	2	is	is	ADV
alkej-137	298	3	,	,	PUNCT
alkej-137	298	4	y	y	PROPN
alkej-137	298	5	is	be	AUX
alkej-137	298	6	more	more	ADV
alkej-137	298	7	specific	specific	ADJ
alkej-137	298	8	than	than	ADP
alkej-137	298	9	x1	x1	PROPN
alkej-137	298	10	,	,	PUNCT
alkej-137	298	11	x2	x2	PROPN
alkej-137	298	12	,	,	PUNCT
alkej-137	298	13	x3	x3	ADJ
alkej-137	298	14	.	.	PUNCT
alkej-137	299	1	this	this	PRON
alkej-137	299	2	implies	imply	VERB
alkej-137	299	3	that	that	SCONJ
alkej-137	299	4	the	the	DET
alkej-137	299	5	signatures	signature	NOUN
alkej-137	299	6	generated	generate	VERB
alkej-137	299	7	by	by	ADP
alkej-137	299	8	the	the	DET
alkej-137	299	9	previous	previous	ADJ
alkej-137	299	10	methods	method	NOUN
alkej-137	299	11	are	be	AUX
alkej-137	299	12	not	not	PART
alkej-137	299	13	“	"	PUNCT
alkej-137	299	14	the	the	DET
alkej-137	299	15	most	most	ADV
alkej-137	299	16	accurate	accurate	ADJ
alkej-137	299	17	”	"	PUNCT
alkej-137	299	18	.	.	PUNCT
alkej-137	300	1	7	7	X
alkej-137	300	2	.	.	X
alkej-137	300	3	the	the	DET
alkej-137	300	4	central	central	ADJ
alkej-137	300	5	alarm	alarm	NOUN
alkej-137	300	6	procedure	procedure	NOUN
alkej-137	300	7	when	when	SCONJ
alkej-137	300	8	the	the	DET
alkej-137	300	9	worm	worm	NOUN
alkej-137	300	10	has	have	AUX
alkej-137	300	11	been	be	AUX
alkej-137	300	12	detected	detect	VERB
alkej-137	300	13	by	by	ADP
alkej-137	300	14	the	the	DET
alkej-137	300	15	behavior	behavior	NOUN
alkej-137	300	16	-	-	PUNCT
alkej-137	300	17	base	base	NOUN
alkej-137	300	18	thread	thread	NOUN
alkej-137	300	19	it	it	PRON
alkej-137	300	20	send	send	VERB
alkej-137	300	21	to	to	ADP
alkej-137	300	22	central	central	ADJ
alkej-137	300	23	alarm	alarm	NOUN
alkej-137	300	24	procedure	procedure	NOUN
alkej-137	300	25	the	the	DET
alkej-137	300	26	source	source	NOUN
alkej-137	300	27	address	address	NOUN
alkej-137	300	28	(	(	PUNCT
alkej-137	300	29	src.add	src.add	ADJ
alkej-137	300	30	)	)	PUNCT
alkej-137	300	31	and	and	CCONJ
alkej-137	300	32	source	source	NOUN
alkej-137	300	33	port	port	NOUN
alkej-137	300	34	(	(	PUNCT
alkej-137	300	35	src.port	src.port	NOUN
alkej-137	300	36	)	)	PUNCT
alkej-137	300	37	that	that	SCONJ
alkej-137	300	38	the	the	DET
alkej-137	300	39	worm	worm	NOUN
alkej-137	300	40	was	be	AUX
alkej-137	300	41	use	use	VERB
alkej-137	300	42	it	it	PRON
alkej-137	300	43	.	.	PUNCT
alkej-137	301	1	the	the	DET
alkej-137	301	2	central	central	ADJ
alkej-137	301	3	alarm	alarm	NOUN
alkej-137	301	4	procedure	procedure	NOUN
alkej-137	301	5	will	will	AUX
alkej-137	301	6	register	register	VERB
alkej-137	301	7	the	the	DET
alkej-137	301	8	address	address	NOUN
alkej-137	301	9	that	that	PRON
alkej-137	301	10	have	have	VERB
alkej-137	301	11	a	a	DET
alkej-137	301	12	worm	worm	NOUN
alkej-137	301	13	and	and	CCONJ
alkej-137	301	14	send	send	VERB
alkej-137	301	15	an	an	DET
alkej-137	301	16	alarm	alarm	NOUN
alkej-137	301	17	message	message	NOUN
alkej-137	301	18	to	to	ADP
alkej-137	301	19	all	all	DET
alkej-137	301	20	sensors	sensor	NOUN
alkej-137	301	21	to	to	PART
alkej-137	301	22	not	not	PART
alkej-137	301	23	accept	accept	VERB
alkej-137	301	24	any	any	DET
alkej-137	301	25	data	datum	NOUN
alkej-137	301	26	from	from	ADP
alkej-137	301	27	this	this	DET
alkej-137	301	28	src.add	src.add	ADJ
alkej-137	301	29	and	and	CCONJ
alkej-137	301	30	src.port	src.port	NOUN
alkej-137	301	31	till	till	SCONJ
alkej-137	301	32	the	the	DET
alkej-137	301	33	signature	signature	NOUN
alkej-137	301	34	generation	generation	NOUN
alkej-137	301	35	generate	generate	VERB
alkej-137	301	36	the	the	DET
alkej-137	301	37	signature	signature	NOUN
alkej-137	301	38	of	of	ADP
alkej-137	301	39	that	that	DET
alkej-137	301	40	worm	worm	NOUN
alkej-137	301	41	.	.	PUNCT
alkej-137	302	1	when	when	SCONJ
alkej-137	302	2	the	the	DET
alkej-137	302	3	signature	signature	NOUN
alkej-137	302	4	generation	generation	NOUN
alkej-137	302	5	thread	thread	NOUN
alkej-137	302	6	finishes	finish	VERB
alkej-137	302	7	the	the	DET
alkej-137	302	8	signature	signature	NOUN
alkej-137	302	9	,	,	PUNCT
alkej-137	302	10	it	it	PRON
alkej-137	302	11	gives	give	VERB
alkej-137	302	12	it	it	PRON
alkej-137	302	13	to	to	ADP
alkej-137	302	14	center	center	NOUN
alkej-137	302	15	alarm	alarm	NOUN
alkej-137	302	16	procedure	procedure	NOUN
alkej-137	302	17	to	to	PART
alkej-137	302	18	send	send	VERB
alkej-137	302	19	it	it	PRON
alkej-137	302	20	to	to	ADP
alkej-137	302	21	all	all	DET
alkej-137	302	22	sensors	sensor	NOUN
alkej-137	302	23	to	to	PART
alkej-137	302	24	update	update	VERB
alkej-137	302	25	their	their	PRON
alkej-137	302	26	database	database	NOUN
alkej-137	302	27	signature	signature	NOUN
alkej-137	302	28	-	-	PUNCT
alkej-137	302	29	base	base	NOUN
alkej-137	302	30	even	even	ADV
alkej-137	302	31	to	to	ADP
alkej-137	302	32	his	his	PRON
alkej-137	302	33	signature	signature	NOUN
alkej-137	302	34	-	-	PUNCT
alkej-137	302	35	base	base	NOUN
alkej-137	302	36	database	database	NOUN
alkej-137	302	37	.	.	PUNCT
alkej-137	303	1	and	and	CCONJ
alkej-137	303	2	it	it	PRON
alkej-137	303	3	motivates	motivate	VERB
alkej-137	303	4	the	the	DET
alkej-137	303	5	signature	signature	NOUN
alkej-137	303	6	bases	basis	NOUN
alkej-137	303	7	to	to	PART
alkej-137	303	8	immediately	immediately	ADV
alkej-137	303	9	scan	scan	VERB
alkej-137	303	10	in	in	ADP
alkej-137	303	11	the	the	DET
alkej-137	303	12	new	new	ADJ
alkej-137	303	13	detecting	detect	VERB
alkej-137	303	14	worm	worm	NOUN
alkej-137	303	15	for	for	ADP
alkej-137	303	16	all	all	DET
alkej-137	303	17	computers	computer	NOUN
alkej-137	303	18	it	it	PRON
alkej-137	303	19	is	be	AUX
alkej-137	303	20	responsible	responsible	ADJ
alkej-137	303	21	for	for	ADP
alkej-137	303	22	.	.	PROPN
alkej-137	304	1	8	8	NUM
alkej-137	304	2	.	.	PUNCT
alkej-137	305	1	the	the	DET
alkej-137	305	2	result	result	NOUN
alkej-137	305	3	the	the	DET
alkej-137	305	4	ifca	ifca	NOUN
alkej-137	305	5	has	have	VERB
alkej-137	305	6	a	a	DET
alkej-137	305	7	good	good	ADJ
alkej-137	305	8	result	result	NOUN
alkej-137	305	9	in	in	ADP
alkej-137	305	10	detecting	detect	VERB
alkej-137	305	11	the	the	DET
alkej-137	305	12	worms	worm	NOUN
alkej-137	305	13	and	and	CCONJ
alkej-137	305	14	it	it	PRON
alkej-137	305	15	is	be	AUX
alkej-137	305	16	interested	interested	ADJ
alkej-137	305	17	in	in	ADP
alkej-137	305	18	finding	find	VERB
alkej-137	305	19	the	the	DET
alkej-137	305	20	stealthy	stealthy	ADJ
alkej-137	305	21	worms	worm	NOUN
alkej-137	305	22	.	.	PUNCT
alkej-137	306	1	but	but	CCONJ
alkej-137	306	2	because	because	SCONJ
alkej-137	306	3	the	the	DET
alkej-137	306	4	ifca	ifca	NOUN
alkej-137	306	5	needs	need	VERB
alkej-137	306	6	to	to	PART
alkej-137	306	7	repeat	repeat	VERB
alkej-137	306	8	detecting	detect	VERB
alkej-137	306	9	all	all	DET
alkej-137	306	10	worms	worm	NOUN
alkej-137	306	11	even	even	ADV
alkej-137	306	12	it	it	PRON
alkej-137	306	13	previously	previously	ADV
alkej-137	306	14	found	find	VERB
alkej-137	306	15	it	it	PRON
alkej-137	306	16	so	so	SCONJ
alkej-137	306	17	it	it	PRON
alkej-137	306	18	cause	cause	VERB
alkej-137	306	19	an	an	DET
alkej-137	306	20	overload	overload	NOUN
alkej-137	306	21	on	on	ADP
alkej-137	306	22	its	its	PRON
alkej-137	306	23	algorithm	algorithm	NOUN
alkej-137	306	24	runtime	runtime	NOUN
alkej-137	306	25	.	.	PUNCT
alkej-137	307	1	suppose	suppose	VERB
alkej-137	307	2	that	that	SCONJ
alkej-137	307	3	there	there	PRON
alkej-137	307	4	are	be	VERB
alkej-137	307	5	n	n	DET
alkej-137	307	6	samples	sample	NOUN
alkej-137	307	7	,	,	PUNCT
alkej-137	307	8	each	each	PRON
alkej-137	307	9	having	have	VERB
alkej-137	307	10	a	a	DET
alkej-137	307	11	length	length	NOUN
alkej-137	307	12	l	l	NOUN
alkej-137	307	13	,	,	PUNCT
alkej-137	307	14	the	the	DET
alkej-137	307	15	total	total	ADJ
alkej-137	307	16	time	time	NOUN
alkej-137	307	17	complexity	complexity	NOUN
alkej-137	307	18	of	of	ADP
alkej-137	307	19	the	the	DET
alkej-137	307	20	sre	sre	NOUN
alkej-137	308	1	[	[	X
alkej-137	308	2	23	23	NUM
alkej-137	308	3	]	]	PUNCT
alkej-137	308	4	is	be	AUX
alkej-137	308	5	o	o	NOUN
alkej-137	308	6	(	(	PUNCT
alkej-137	308	7	n2l2	n2l2	PROPN
alkej-137	308	8	)	)	PUNCT
alkej-137	308	9	o	o	NOUN
alkej-137	308	10	(	(	PUNCT
alkej-137	308	11	nl2	nl2	NOUN
alkej-137	308	12	)	)	PUNCT
alkej-137	308	13	.	.	PUNCT
alkej-137	309	1	this	this	DET
alkej-137	309	2	proposal	proposal	NOUN
alkej-137	309	3	overcome	overcome	VERB
alkej-137	309	4	the	the	DET
alkej-137	309	5	overload	overload	NOUN
alkej-137	309	6	in	in	ADP
alkej-137	309	7	both	both	DET
alkej-137	309	8	algorithms	algorithm	NOUN
alkej-137	309	9	by	by	ADP
alkej-137	309	10	using	use	VERB
alkej-137	309	11	a	a	DET
alkej-137	309	12	hybrid	hybrid	ADJ
alkej-137	309	13	solution	solution	NOUN
alkej-137	309	14	to	to	PART
alkej-137	309	15	minimize	minimize	VERB
alkej-137	309	16	the	the	DET
alkej-137	309	17	overall	overall	ADJ
alkej-137	309	18	runtime	runtime	NOUN
alkej-137	309	19	;	;	PUNCT
alkej-137	309	20	it	it	PRON
alkej-137	309	21	used	use	VERB
alkej-137	309	22	the	the	DET
alkej-137	309	23	ifca	ifca	NOUN
alkej-137	309	24	to	to	PART
alkej-137	309	25	detect	detect	VERB
alkej-137	309	26	the	the	DET
alkej-137	309	27	unknown	unknown	ADJ
alkej-137	309	28	worms	worm	NOUN
alkej-137	309	29	then	then	ADV
alkej-137	309	30	it	it	PRON
alkej-137	309	31	takes	take	VERB
alkej-137	309	32	the	the	DET
alkej-137	309	33	worms	worm	NOUN
alkej-137	309	34	samples	sample	NOUN
alkej-137	309	35	that	that	PRON
alkej-137	309	36	it	it	PRON
alkej-137	309	37	collecting	collect	VERB
alkej-137	309	38	using	use	VERB
alkej-137	309	39	traffic	traffic	NOUN
alkej-137	309	40	monitor	monitor	NOUN
alkej-137	309	41	thread	thread	NOUN
alkej-137	309	42	to	to	PART
alkej-137	309	43	generate	generate	VERB
alkej-137	309	44	the	the	DET
alkej-137	309	45	signature	signature	NOUN
alkej-137	309	46	that	that	SCONJ
alkej-137	309	47	it	it	PRON
alkej-137	309	48	will	will	AUX
alkej-137	309	49	be	be	AUX
alkej-137	309	50	used	use	VERB
alkej-137	309	51	by	by	ADP
alkej-137	309	52	signature	signature	NOUN
alkej-137	309	53	base	base	NOUN
alkej-137	309	54	.	.	PUNCT
alkej-137	310	1	by	by	ADP
alkej-137	310	2	using	use	VERB
alkej-137	310	3	signature	signature	NOUN
alkej-137	310	4	base	base	NOUN
alkej-137	310	5	in	in	ADP
alkej-137	310	6	detection	detection	NOUN
alkej-137	310	7	the	the	DET
alkej-137	310	8	same	same	ADJ
alkej-137	310	9	worms	worm	NOUN
alkej-137	310	10	if	if	SCONJ
alkej-137	310	11	they	they	PRON
alkej-137	310	12	appear	appear	VERB
alkej-137	310	13	again	again	ADV
alkej-137	310	14	it	it	PRON
alkej-137	310	15	will	will	AUX
alkej-137	310	16	overcome	overcome	VERB
alkej-137	310	17	the	the	DET
alkej-137	310	18	overload	overload	NOUN
alkej-137	310	19	in	in	ADP
alkej-137	310	20	ifca	ifca	NOUN
alkej-137	310	21	.	.	PUNCT
alkej-137	311	1	each	each	PRON
alkej-137	311	2	of	of	ADP
alkej-137	311	3	ifca	ifca	NOUN
alkej-137	311	4	and	and	CCONJ
alkej-137	311	5	the	the	DET
alkej-137	311	6	signature	signature	NOUN
alkej-137	311	7	generation	generation	NOUN
alkej-137	311	8	are	be	AUX
alkej-137	311	9	built	build	VERB
alkej-137	311	10	as	as	ADP
alkej-137	311	11	threat	threat	NOUN
alkej-137	311	12	to	to	PART
alkej-137	311	13	run	run	VERB
alkej-137	311	14	in	in	ADP
alkej-137	311	15	parallel	parallel	NOUN
alkej-137	311	16	,	,	PUNCT
alkej-137	311	17	so	so	CCONJ
alkej-137	311	18	it	it	PRON
alkej-137	311	19	overcomes	overcome	VERB
alkej-137	311	20	the	the	DET
alkej-137	311	21	time	time	NOUN
alkej-137	311	22	complexity	complexity	NOUN
alkej-137	311	23	in	in	ADP
alkej-137	311	24	sre	sre	NOUN
alkej-137	311	25	algorithm	algorithm	NOUN
alkej-137	311	26	.	.	PUNCT
alkej-137	312	1	in	in	ADP
alkej-137	312	2	signature	signature	NOUN
alkej-137	312	3	accuracy	accuracy	NOUN
alkej-137	312	4	it	it	PRON
alkej-137	312	5	is	be	AUX
alkej-137	312	6	found	find	VERB
alkej-137	312	7	that	that	SCONJ
alkej-137	312	8	from	from	ADP
alkej-137	312	9	section	section	NOUN
alkej-137	312	10	6.2.3	6.2.3	NUM
alkej-137	312	11	that	that	SCONJ
alkej-137	312	12	the	the	DET
alkej-137	312	13	tested	test	VERB
alkej-137	312	14	code	code	PROPN
alkej-137	312	15	red	red	PROPN
alkej-137	312	16	ii	ii	PROPN
alkej-137	312	17	worm	worm	NOUN
alkej-137	312	18	in	in	ADP
alkej-137	312	19	polygraph	polygraph	ADJ
alkej-137	312	20	algorithm	algorithm	NOUN
alkej-137	312	21	lost	lose	VERB
alkej-137	312	22	‘	'	PUNCT
alkej-137	312	23	‘	'	PUNCT
alkej-137	312	24	=	=	PRON
alkej-137	312	25	’’	’'	PUNCT
alkej-137	312	26	and	and	CCONJ
alkej-137	312	27	the	the	DET
alkej-137	312	28	distance	distance	NOUN
alkej-137	312	29	restrictions	restriction	NOUN
alkej-137	312	30	of	of	ADP
alkej-137	312	31	invariant	invariant	ADJ
alkej-137	312	32	parts	part	NOUN
alkej-137	312	33	and	and	CCONJ
alkej-137	312	34	in	in	ADP
alkej-137	312	35	hamsa	hamsa	NOUN
alkej-137	312	36	algorithm	algorithm	PROPN
alkej-137	312	37	lost	lose	VERB
alkej-137	312	38	‘	'	PUNCT
alkej-137	312	39	‘	'	PUNCT
alkej-137	312	40	=	=	PRON
alkej-137	312	41	’’	’'	PUNCT
alkej-137	312	42	,	,	PUNCT
alkej-137	312	43	the	the	DET
alkej-137	312	44	order	order	NOUN
alkej-137	312	45	and	and	CCONJ
alkej-137	312	46	the	the	DET
alkej-137	312	47	distance	distance	NOUN
alkej-137	312	48	restrictions	restriction	NOUN
alkej-137	312	49	of	of	ADP
alkej-137	312	50	invariant	invariant	ADJ
alkej-137	312	51	parts	part	NOUN
alkej-137	312	52	in	in	ADP
alkej-137	312	53	sre	sre	NOUN
alkej-137	312	54	signature	signature	NOUN
alkej-137	312	55	,	,	PUNCT
alkej-137	312	56	that	that	SCONJ
alkej-137	312	57	it	it	PRON
alkej-137	312	58	adopted	adopt	VERB
alkej-137	312	59	in	in	ADP
alkej-137	312	60	this	this	DET
alkej-137	312	61	design	design	NOUN
alkej-137	312	62	,	,	PUNCT
alkej-137	312	63	is	be	AUX
alkej-137	312	64	not	not	PART
alkej-137	312	65	missed	miss	VERB
alkej-137	312	66	.	.	PUNCT
alkej-137	313	1	in	in	ADP
alkej-137	313	2	this	this	DET
alkej-137	313	3	design	design	NOUN
alkej-137	313	4	all	all	DET
alkej-137	313	5	data	datum	NOUN
alkej-137	313	6	(	(	PUNCT
alkej-137	313	7	inbound	inbound	ADJ
alkej-137	313	8	or	or	CCONJ
alkej-137	313	9	outbound	outbound	ADJ
alkej-137	313	10	)	)	PUNCT
alkej-137	313	11	are	be	AUX
alkej-137	313	12	under	under	ADP
alkej-137	313	13	monitoring	monitoring	NOUN
alkej-137	313	14	using	use	VERB
alkej-137	313	15	traffic	traffic	NOUN
alkej-137	313	16	-	-	PUNCT
alkej-137	313	17	monitor	monitor	NOUN
alkej-137	313	18	thread	thread	NOUN
alkej-137	313	19	(	(	PUNCT
alkej-137	313	20	section	section	NOUN
alkej-137	313	21	6.1	6.1	NUM
alkej-137	313	22	)	)	PUNCT
alkej-137	313	23	and	and	CCONJ
alkej-137	313	24	it	it	PRON
alkej-137	313	25	detects	detect	VERB
alkej-137	313	26	the	the	DET
alkej-137	313	27	known	know	VERB
alkej-137	313	28	and	and	CCONJ
alkej-137	313	29	unknown	unknown	ADJ
alkej-137	313	30	worms	worm	NOUN
alkej-137	313	31	,	,	PUNCT
alkej-137	313	32	so	so	SCONJ
alkej-137	313	33	it	it	PRON
alkej-137	313	34	overcomes	overcome	VERB
alkej-137	313	35	the	the	DET
alkej-137	313	36	drawback	drawback	NOUN
alkej-137	313	37	of	of	ADP
alkej-137	313	38	s.	s.	PROPN
alkej-137	313	39	behal	behal	PROPN
alkej-137	313	40	el	el	PROPN
alkej-137	313	41	al.[8	al.[8	PROPN
alkej-137	313	42	]	]	PUNCT
alkej-137	313	43	design	design	NOUN
alkej-137	313	44	.	.	PUNCT
alkej-137	314	1	from	from	ADP
alkej-137	314	2	the	the	DET
alkej-137	314	3	above	above	NOUN
alkej-137	314	4	it	it	PRON
alkej-137	314	5	seen	see	VERB
alkej-137	314	6	that	that	SCONJ
alkej-137	314	7	the	the	DET
alkej-137	314	8	proposal	proposal	NOUN
alkej-137	314	9	design	design	NOUN
alkej-137	314	10	offer	offer	VERB
alkej-137	314	11	many	many	ADJ
alkej-137	314	12	features	feature	NOUN
alkej-137	314	13	in	in	ADP
alkej-137	314	14	detecting	detect	VERB
alkej-137	314	15	unknown	unknown	ADJ
alkej-137	314	16	and	and	CCONJ
alkej-137	314	17	stealthy	stealthy	ADJ
alkej-137	314	18	worms	worm	NOUN
alkej-137	314	19	,	,	PUNCT
alkej-137	314	20	the	the	DET
alkej-137	314	21	high	high	ADJ
alkej-137	314	22	speed	speed	NOUN
alkej-137	314	23	in	in	ADP
alkej-137	314	24	worm	worm	NOUN
alkej-137	314	25	detecting	detect	VERB
alkej-137	314	26	,	,	PUNCT
alkej-137	314	27	the	the	DET
alkej-137	314	28	most	most	ADJ
alkej-137	314	29	signature	signature	NOUN
alkej-137	314	30	accuracy	accuracy	NOUN
alkej-137	314	31	and	and	CCONJ
alkej-137	314	32	finally	finally	ADV
alkej-137	314	33	the	the	DET
alkej-137	314	34	improvement	improvement	NOUN
alkej-137	314	35	in	in	ADP
alkej-137	314	36	its	its	PRON
alkej-137	314	37	performance	performance	NOUN
alkej-137	314	38	by	by	ADP
alkej-137	314	39	using	use	VERB
alkej-137	314	40	a	a	DET
alkej-137	314	41	distributed	distribute	VERB
alkej-137	314	42	collaborative	collaborative	ADJ
alkej-137	314	43	scheme	scheme	NOUN
alkej-137	314	44	in	in	ADP
alkej-137	314	45	it	it	PRON
alkej-137	314	46	defenses	defense	VERB
alkej-137	314	47	against	against	ADP
alkej-137	314	48	the	the	DET
alkej-137	314	49	worms	worm	NOUN
alkej-137	314	50	attack	attack	NOUN
alkej-137	314	51	.	.	PUNCT
alkej-137	315	1	9	9	X
alkej-137	315	2	.	.	X
alkej-137	315	3	conclusion	conclusion	NOUN
alkej-137	315	4	and	and	CCONJ
alkej-137	315	5	scope	scope	NOUN
alkej-137	315	6	for	for	ADP
alkej-137	315	7	future	future	ADJ
alkej-137	315	8	work	work	NOUN
alkej-137	315	9	this	this	DET
alkej-137	315	10	paper	paper	NOUN
alkej-137	315	11	uses	use	VERB
alkej-137	315	12	a	a	DET
alkej-137	315	13	hybrid	hybrid	ADJ
alkej-137	315	14	solution	solution	NOUN
alkej-137	315	15	between	between	ADP
alkej-137	315	16	the	the	DET
alkej-137	315	17	two	two	NUM
alkej-137	315	18	detection	detection	NOUN
alkej-137	315	19	algorithms	algorithm	NOUN
alkej-137	315	20	;	;	PUNCT
alkej-137	315	21	behavior	behavior	NOUN
alkej-137	315	22	based	base	VERB
alkej-137	315	23	algorithm	algorithm	NOUN
alkej-137	315	24	;	;	PUNCT
alkej-137	315	25	to	to	PART
alkej-137	315	26	have	have	VERB
alkej-137	315	27	it	it	PRON
alkej-137	315	28	feature	feature	VERB
alkej-137	315	29	in	in	ADP
alkej-137	315	30	detecting	detect	VERB
alkej-137	315	31	unknown	unknown	ADJ
alkej-137	315	32	worms	worm	NOUN
alkej-137	315	33	and	and	CCONJ
alkej-137	315	34	signature	signature	NOUN
alkej-137	315	35	base	base	NOUN
alkej-137	315	36	algorithm	algorithm	NOUN
alkej-137	315	37	to	to	PART
alkej-137	315	38	have	have	VERB
alkej-137	315	39	its	its	PRON
alkej-137	315	40	speed	speed	NOUN
alkej-137	315	41	in	in	ADP
alkej-137	315	42	detecting	detect	VERB
alkej-137	315	43	.	.	PUNCT
alkej-137	316	1	in	in	ADP
alkej-137	316	2	behavior	behavior	NOUN
alkej-137	316	3	base	base	NOUN
alkej-137	316	4	detection	detection	NOUN
alkej-137	316	5	it	it	PRON
alkej-137	316	6	used	use	VERB
alkej-137	316	7	ifca	ifca	NOUN
alkej-137	316	8	algorithm	algorithm	NOUN
alkej-137	316	9	which	which	PRON
alkej-137	316	10	it	it	PRON
alkej-137	316	11	faster	fast	ADV
alkej-137	316	12	in	in	ADP
alkej-137	316	13	detecting	detect	VERB
alkej-137	316	14	the	the	DET
alkej-137	316	15	worm	worm	NOUN
alkej-137	316	16	than	than	ADP
alkej-137	316	17	other	other	ADJ
alkej-137	316	18	traditional	traditional	ADJ
alkej-137	316	19	failure	failure	NOUN
alkej-137	316	20	connection	connection	NOUN
alkej-137	316	21	algorithms	algorithm	NOUN
alkej-137	316	22	.	.	PUNCT
alkej-137	317	1	also	also	ADV
alkej-137	317	2	,	,	PUNCT
alkej-137	317	3	the	the	DET
alkej-137	317	4	algorithm	algorithm	NOUN
alkej-137	317	5	can	can	AUX
alkej-137	317	6	detect	detect	VERB
alkej-137	317	7	the	the	DET
alkej-137	317	8	stealthy	stealthy	ADJ
alkej-137	317	9	worms	worm	NOUN
alkej-137	317	10	.	.	PUNCT
alkej-137	318	1	and	and	CCONJ
alkej-137	318	2	it	it	PRON
alkej-137	318	3	used	use	VERB
alkej-137	318	4	sre	sre	NOUN
alkej-137	318	5	algorithm	algorithm	NOUN
alkej-137	318	6	in	in	ADP
alkej-137	318	7	rana	rana	PROPN
alkej-137	319	1	dhia'a	dhia'a	PROPN
alkej-137	319	2	abdu	abdu	PROPN
alkej-137	319	3	-	-	PUNCT
alkej-137	319	4	aljabar	aljabar	PROPN
alkej-137	319	5	al	al	PROPN
alkej-137	319	6	-	-	PUNCT
alkej-137	319	7	khwarizmi	khwarizmi	PROPN
alkej-137	319	8	engineering	engineering	NOUN
alkej-137	319	9	journal	journal	PROPN
alkej-137	319	10	,	,	PUNCT
alkej-137	319	11	vol	vol	NOUN
alkej-137	319	12	.	.	PROPN
alkej-137	319	13	8	8	NUM
alkej-137	319	14	,	,	PUNCT
alkej-137	319	15	no.3	no.3	VERB
alkej-137	319	16	,	,	PUNCT
alkej-137	319	17	pp40	pp40	PROPN
alkej-137	319	18	-52	-52	PROPN
alkej-137	319	19	(	(	PUNCT
alkej-137	319	20	2012	2012	NUM
alkej-137	319	21	)	)	PUNCT
alkej-137	319	22	50	50	NUM
alkej-137	319	23	signature	signature	NOUN
alkej-137	319	24	generation	generation	NOUN
alkej-137	320	1	and	and	CCONJ
alkej-137	320	2	it	it	PRON
alkej-137	320	3	shows	show	VERB
alkej-137	320	4	how	how	SCONJ
alkej-137	320	5	it	it	PRON
alkej-137	320	6	is	be	AUX
alkej-137	320	7	the	the	DET
alkej-137	320	8	most	most	ADV
alkej-137	320	9	accurate	accurate	ADJ
alkej-137	320	10	in	in	ADP
alkej-137	320	11	finding	find	VERB
alkej-137	320	12	the	the	DET
alkej-137	320	13	signature	signature	NOUN
alkej-137	320	14	.	.	PUNCT
alkej-137	321	1	a	a	DET
alkej-137	321	2	new	new	ADJ
alkej-137	321	3	method	method	NOUN
alkej-137	321	4	is	be	AUX
alkej-137	321	5	built	build	VERB
alkej-137	321	6	for	for	ADP
alkej-137	321	7	collecting	collect	VERB
alkej-137	321	8	the	the	DET
alkej-137	321	9	data	datum	NOUN
alkej-137	321	10	in	in	ADP
alkej-137	321	11	a	a	DET
alkej-137	321	12	temporary	temporary	ADJ
alkej-137	321	13	list	list	NOUN
alkej-137	321	14	to	to	PART
alkej-137	321	15	have	have	VERB
alkej-137	321	16	adequate	adequate	ADJ
alkej-137	321	17	samples	sample	NOUN
alkej-137	321	18	for	for	ADP
alkej-137	321	19	signature	signature	NOUN
alkej-137	321	20	generation	generation	NOUN
alkej-137	321	21	.	.	PUNCT
alkej-137	322	1	this	this	DET
alkej-137	322	2	design	design	NOUN
alkej-137	322	3	used	use	VERB
alkej-137	322	4	distributed	distribute	VERB
alkej-137	322	5	collaborative	collaborative	ADJ
alkej-137	322	6	scheme	scheme	NOUN
alkej-137	322	7	based	base	VERB
alkej-137	322	8	on	on	ADP
alkej-137	322	9	the	the	DET
alkej-137	322	10	small	small	ADJ
alkej-137	322	11	-	-	PUNCT
alkej-137	322	12	world	world	NOUN
alkej-137	322	13	network	network	NOUN
alkej-137	322	14	model	model	NOUN
alkej-137	322	15	to	to	PART
alkej-137	322	16	improve	improve	VERB
alkej-137	322	17	the	the	DET
alkej-137	322	18	system	system	NOUN
alkej-137	322	19	performance	performance	NOUN
alkej-137	322	20	comparing	compare	VERB
alkej-137	322	21	to	to	ADP
alkej-137	322	22	single	single	ADJ
alkej-137	322	23	-	-	PUNCT
alkej-137	322	24	point	point	NOUN
alkej-137	322	25	defense	defense	NOUN
alkej-137	322	26	scheme	scheme	NOUN
alkej-137	322	27	.	.	PUNCT
alkej-137	323	1	this	this	DET
alkej-137	323	2	paper	paper	NOUN
alkej-137	323	3	proposed	propose	VERB
alkej-137	323	4	a	a	DET
alkej-137	323	5	design	design	NOUN
alkej-137	323	6	just	just	ADV
alkej-137	323	7	for	for	ADP
alkej-137	323	8	detecting	detect	VERB
alkej-137	323	9	the	the	DET
alkej-137	323	10	network	network	NOUN
alkej-137	323	11	worms	worm	NOUN
alkej-137	323	12	.	.	PUNCT
alkej-137	324	1	future	future	ADJ
alkej-137	324	2	research	research	NOUN
alkej-137	324	3	will	will	AUX
alkej-137	324	4	work	work	VERB
alkej-137	324	5	on	on	ADP
alkej-137	324	6	studying	study	VERB
alkej-137	324	7	the	the	DET
alkej-137	324	8	protection	protection	NOUN
alkej-137	324	9	of	of	ADP
alkej-137	324	10	the	the	DET
alkej-137	324	11	network	network	NOUN
alkej-137	324	12	against	against	ADP
alkej-137	324	13	worms	worm	NOUN
alkej-137	324	14	and	and	CCONJ
alkej-137	324	15	cascading	cascade	VERB
alkej-137	324	16	failures	failure	NOUN
alkej-137	324	17	using	use	VERB
alkej-137	324	18	a	a	DET
alkej-137	324	19	link	link	NOUN
alkej-137	324	20	isolation	isolation	NOUN
alkej-137	324	21	strategy	strategy	NOUN
alkej-137	324	22	based	base	VERB
alkej-137	324	23	on	on	ADP
alkej-137	324	24	the	the	DET
alkej-137	324	25	quarantining	quarantining	NOUN
alkej-137	324	26	of	of	ADP
alkej-137	324	27	susceptible	susceptible	ADJ
alkej-137	324	28	clusters	cluster	NOUN
alkej-137	324	29	in	in	ADP
alkej-137	324	30	the	the	DET
alkej-137	324	31	network	network	NOUN
alkej-137	324	32	(	(	PUNCT
alkej-137	324	33	modularity	modularity	NOUN
alkej-137	324	34	partitioning	partitioning	NOUN
alkej-137	324	35	)	)	PUNCT
alkej-137	324	36	.	.	PUNCT
alkej-137	325	1	this	this	DET
alkej-137	325	2	strategy	strategy	NOUN
alkej-137	325	3	aims	aim	VERB
alkej-137	325	4	to	to	PART
alkej-137	325	5	maximize	maximize	VERB
alkej-137	325	6	the	the	DET
alkej-137	325	7	epidemic	epidemic	NOUN
alkej-137	325	8	control	control	NOUN
alkej-137	325	9	while	while	SCONJ
alkej-137	325	10	minimizing	minimize	VERB
alkej-137	325	11	the	the	DET
alkej-137	325	12	impact	impact	NOUN
alkej-137	325	13	on	on	ADP
alkej-137	325	14	the	the	DET
alkej-137	325	15	clusters	cluster	NOUN
alkej-137	325	16	performance	performance	NOUN
alkej-137	325	17	.	.	PUNCT
alkej-137	326	1	10	10	NUM
alkej-137	326	2	.	.	PUNCT
alkej-137	326	3	references	reference	NOUN
alkej-137	326	4	[	[	X
alkej-137	326	5	1	1	NUM
alkej-137	326	6	]	]	PUNCT
alkej-137	326	7	m.	m.	NOUN
alkej-137	326	8	costa	costa	PROPN
alkej-137	326	9	,	,	PUNCT
alkej-137	326	10	j.	j.	PROPN
alkej-137	326	11	crowcroft	crowcroft	PROPN
alkej-137	326	12	,	,	PUNCT
alkej-137	326	13	m.	m.	NOUN
alkej-137	326	14	castro	castro	PROPN
alkej-137	326	15	,	,	PUNCT
alkej-137	326	16	a.	a.	NOUN
alkej-137	326	17	rowstron	rowstron	PROPN
alkej-137	326	18	,	,	PUNCT
alkej-137	326	19	l.	l.	PROPN
alkej-137	326	20	zhou	zhou	PROPN
alkej-137	326	21	,	,	PUNCT
alkej-137	326	22	l.zhang	l.zhang	PROPN
alkej-137	326	23	,	,	PUNCT
alkej-137	326	24	and	and	CCONJ
alkej-137	326	25	p.	p.	PROPN
alkej-137	326	26	barham	barham	PROPN
alkej-137	326	27	,	,	PUNCT
alkej-137	326	28	“	"	PUNCT
alkej-137	326	29	vigilante	vigilante	NOUN
alkej-137	326	30	:	:	PUNCT
alkej-137	326	31	end	end	NOUN
alkej-137	326	32	-	-	PUNCT
alkej-137	326	33	to	to	ADP
alkej-137	326	34	-	-	PUNCT
alkej-137	326	35	end	end	NOUN
alkej-137	326	36	containment	containment	NOUN
alkej-137	326	37	of	of	ADP
alkej-137	326	38	internet	internet	NOUN
alkej-137	326	39	worms	worm	NOUN
alkej-137	326	40	”	"	PUNCT
alkej-137	326	41	,	,	PUNCT
alkej-137	326	42	in	in	ADP
alkej-137	326	43	proc	proc	NOUN
alkej-137	326	44	.	.	PUNCT
alkej-137	327	1	of	of	ADP
alkej-137	327	2	the	the	DET
alkej-137	327	3	20th	20th	ADJ
alkej-137	327	4	acm	acm	PROPN
alkej-137	327	5	symp	symp	NOUN
alkej-137	327	6	.	.	PUNCT
alkej-137	328	1	on	on	ADP
alkej-137	328	2	operating	operating	NOUN
alkej-137	328	3	systems	system	NOUN
alkej-137	328	4	principles	principle	NOUN
alkej-137	328	5	(	(	PUNCT
alkej-137	328	6	sosp	sosp	PROPN
alkej-137	328	7	)	)	PUNCT
alkej-137	328	8	,	,	PUNCT
alkej-137	328	9	brighton	brighton	PROPN
alkej-137	328	10	,	,	PUNCT
alkej-137	328	11	uk	uk	PROPN
alkej-137	328	12	,	,	PUNCT
alkej-137	328	13	oct	oct	PROPN
alkej-137	328	14	2005	2005	NUM
alkej-137	328	15	.	.	PUNCT
alkej-137	329	1	[	[	X
alkej-137	329	2	2	2	NUM
alkej-137	329	3	]	]	PUNCT
alkej-137	329	4	computer	computer	NOUN
alkej-137	329	5	worms	worm	NOUN
alkej-137	329	6	information	information	NOUN
alkej-137	329	7	,	,	PUNCT
alkej-137	329	8	http://virusall.com/computer%20worms/wor	http://virusall.com/computer%20worms/wor	X
alkej-137	329	9	ms.php	ms.php	ADJ
alkej-137	329	10	,	,	PUNCT
alkej-137	329	11	latest	late	ADJ
alkej-137	329	12	site	site	NOUN
alkej-137	329	13	update	update	NOUN
alkej-137	329	14	at	at	ADP
alkej-137	329	15	18	18	NUM
alkej-137	329	16	june	june	PROPN
alkej-137	329	17	.	.	PUNCT
alkej-137	330	1	2011	2011	NUM
alkej-137	330	2	.	.	PUNCT
alkej-137	331	1	[	[	X
alkej-137	331	2	3	3	NUM
alkej-137	331	3	]	]	PUNCT
alkej-137	331	4	mohssen	mohssen	ADJ
alkej-137	331	5	m.	m.	NOUN
alkej-137	331	6	z.	z.	PROPN
alkej-137	331	7	e.	e.	PROPN
alkej-137	331	8	mohammed	mohammed	PROPN
alkej-137	331	9	,	,	PUNCT
alkej-137	331	10	h.	h.	PROPN
alkej-137	331	11	anthony	anthony	PROPN
alkej-137	331	12	chan	chan	PROPN
alkej-137	331	13	,	,	PUNCT
alkej-137	331	14	neco	neco	PROPN
alkej-137	331	15	ventura	ventura	PROPN
alkej-137	331	16	,	,	PUNCT
alkej-137	331	17	mohsin	mohsin	PROPN
alkej-137	331	18	hashim	hashim	PROPN
alkej-137	331	19	,	,	PUNCT
alkej-137	331	20	izzeldin	izzeldin	NOUN
alkej-137	331	21	amin	amin	NOUN
alkej-137	331	22	,	,	PUNCT
alkej-137	331	23	eihab	eihab	NOUN
alkej-137	331	24	bashier	bashier	NOUN
alkej-137	331	25	,	,	PUNCT
alkej-137	331	26	"	"	PUNCT
alkej-137	331	27	accurate	accurate	ADJ
alkej-137	331	28	signature	signature	NOUN
alkej-137	331	29	generation	generation	NOUN
alkej-137	331	30	for	for	ADP
alkej-137	331	31	polymorphic	polymorphic	ADJ
alkej-137	331	32	worms	worm	NOUN
alkej-137	331	33	using	use	VERB
alkej-137	331	34	principal	principal	ADJ
alkej-137	331	35	component	component	NOUN
alkej-137	331	36	analysis	analysis	NOUN
alkej-137	331	37	"	"	PUNCT
alkej-137	331	38	,	,	PUNCT
alkej-137	331	39	ieee	ieee	NOUN
alkej-137	331	40	globecom	globecom	PROPN
alkej-137	331	41	workshops	workshop	NOUN
alkej-137	331	42	,	,	PUNCT
alkej-137	331	43	pp	pp	ADJ
alkej-137	331	44	.	.	PUNCT
alkej-137	332	1	1555	1555	NUM
alkej-137	332	2	-	-	SYM
alkej-137	332	3	1560	1560	NUM
alkej-137	332	4	,	,	PUNCT
alkej-137	332	5	2010	2010	NUM
alkej-137	332	6	.	.	PUNCT
alkej-137	333	1	[	[	X
alkej-137	333	2	4	4	NUM
alkej-137	333	3	]	]	PUNCT
alkej-137	333	4	c.	c.	PROPN
alkej-137	333	5	c.	c.	PROPN
alkej-137	333	6	zou	zou	PROPN
alkej-137	333	7	,	,	PUNCT
alkej-137	333	8	n.	n.	PROPN
alkej-137	333	9	duffield	duffield	PROPN
alkej-137	333	10	,	,	PUNCT
alkej-137	333	11	d.	d.	PROPN
alkej-137	333	12	towsley	towsley	PROPN
alkej-137	333	13	and	and	CCONJ
alkej-137	333	14	w.	w.	PROPN
alkej-137	333	15	gong	gong	PROPN
alkej-137	333	16	,	,	PUNCT
alkej-137	333	17	“	"	PUNCT
alkej-137	333	18	adaptive	adaptive	ADJ
alkej-137	333	19	defense	defense	NOUN
alkej-137	333	20	against	against	ADP
alkej-137	333	21	various	various	ADJ
alkej-137	333	22	network	network	NOUN
alkej-137	333	23	attacks	attack	NOUN
alkej-137	333	24	,	,	PUNCT
alkej-137	333	25	”	"	PUNCT
alkej-137	333	26	in	in	ADP
alkej-137	333	27	ieee	ieee	PROPN
alkej-137	333	28	journal	journal	NOUN
alkej-137	333	29	on	on	ADP
alkej-137	333	30	selected	select	VERB
alkej-137	333	31	areas	area	NOUN
alkej-137	333	32	in	in	ADP
alkej-137	333	33	communications	communication	NOUN
alkej-137	333	34	,	,	PUNCT
alkej-137	333	35	vol	vol	NOUN
alkej-137	333	36	.	.	PROPN
alkej-137	333	37	24	24	NUM
alkej-137	333	38	,	,	PUNCT
alkej-137	333	39	no	no	INTJ
alkej-137	333	40	.	.	NOUN
alkej-137	333	41	10	10	NUM
alkej-137	333	42	,	,	PUNCT
alkej-137	333	43	pp	pp	ADJ
alkej-137	333	44	.	.	PUNCT
alkej-137	333	45	1877	1877	NUM
alkej-137	333	46	-	-	SYM
alkej-137	333	47	1888	1888	NUM
alkej-137	333	48	,	,	PUNCT
alkej-137	333	49	oct	oct	PROPN
alkej-137	333	50	.	.	PROPN
alkej-137	333	51	2006	2006	NUM
alkej-137	333	52	.	.	PUNCT
alkej-137	334	1	[	[	X
alkej-137	334	2	5	5	NUM
alkej-137	334	3	]	]	X
alkej-137	334	4	miad	miad	PROPN
alkej-137	334	5	faezipour	faezipour	PROPN
alkej-137	334	6	,	,	PUNCT
alkej-137	334	7	mehrdad	mehrdad	NOUN
alkej-137	334	8	nourani	nourani	NOUN
alkej-137	334	9	and	and	CCONJ
alkej-137	334	10	sateesh	sateesh	PROPN
alkej-137	334	11	addepalli	addepalli	PROPN
alkej-137	334	12	,	,	PUNCT
alkej-137	334	13	"	"	PUNCT
alkej-137	334	14	a	a	DET
alkej-137	334	15	behavioral	behavioral	ADJ
alkej-137	334	16	analysis	analysis	NOUN
alkej-137	334	17	engine	engine	NOUN
alkej-137	334	18	for	for	ADP
alkej-137	334	19	network	network	NOUN
alkej-137	334	20	traffic	traffic	NOUN
alkej-137	334	21	"	"	PUNCT
alkej-137	334	22	,	,	PUNCT
alkej-137	334	23	7th	7th	ADJ
alkej-137	334	24	ieee	ieee	NOUN
alkej-137	334	25	consumer	consumer	NOUN
alkej-137	334	26	communications	communication	NOUN
alkej-137	334	27	and	and	CCONJ
alkej-137	334	28	networking	networking	NOUN
alkej-137	334	29	conference	conference	NOUN
alkej-137	334	30	,	,	PUNCT
alkej-137	334	31	pp	pp	ADJ
alkej-137	334	32	.	.	PUNCT
alkej-137	335	1	1	1	NUM
alkej-137	335	2	-	-	SYM
alkej-137	335	3	5	5	NUM
alkej-137	335	4	,	,	PUNCT
alkej-137	335	5	2010	2010	NUM
alkej-137	335	6	.	.	PUNCT
alkej-137	336	1	[	[	X
alkej-137	336	2	6	6	NUM
alkej-137	336	3	]	]	PUNCT
alkej-137	336	4	x.	x.	PROPN
alkej-137	336	5	yang	yang	PROPN
alkej-137	336	6	,	,	PUNCT
alkej-137	336	7	j.	j.	PROPN
alkej-137	336	8	lu	lu	PROPN
alkej-137	336	9	,	,	PUNCT
alkej-137	336	10	y.	y.	PROPN
alkej-137	336	11	zhu	zhu	PROPN
alkej-137	336	12	&	&	CCONJ
alkej-137	336	13	p.	p.	PROPN
alkej-137	336	14	wang	wang	PROPN
alkej-137	336	15	.	.	PUNCT
alkej-137	337	1	“	"	PUNCT
alkej-137	337	2	simulation	simulation	NOUN
alkej-137	337	3	and	and	CCONJ
alkej-137	337	4	evaluation	evaluation	NOUN
alkej-137	337	5	of	of	ADP
alkej-137	337	6	a	a	DET
alkej-137	337	7	new	new	ADJ
alkej-137	337	8	algorithm	algorithm	NOUN
alkej-137	337	9	of	of	ADP
alkej-137	337	10	worm	worm	NOUN
alkej-137	337	11	detection	detection	NOUN
alkej-137	337	12	and	and	CCONJ
alkej-137	337	13	containment	containment	NOUN
alkej-137	337	14	”	"	PUNCT
alkej-137	337	15	.	.	PUNCT
alkej-137	338	1	proceedings	proceeding	NOUN
alkej-137	338	2	of	of	ADP
alkej-137	338	3	the	the	DET
alkej-137	338	4	seventh	seventh	ADJ
alkej-137	338	5	international	international	ADJ
alkej-137	338	6	conference	conference	NOUN
alkej-137	338	7	on	on	ADP
alkej-137	338	8	parallel	parallel	ADJ
alkej-137	338	9	and	and	CCONJ
alkej-137	338	10	distributed	distributed	ADJ
alkej-137	338	11	computing	computing	NOUN
alkej-137	338	12	,	,	PUNCT
alkej-137	338	13	applications	application	NOUN
alkej-137	338	14	and	and	CCONJ
alkej-137	338	15	technologies	technology	NOUN
alkej-137	338	16	(	(	PUNCT
alkej-137	338	17	pdcat'06	pdcat'06	ADJ
alkej-137	338	18	)	)	PUNCT
alkej-137	338	19	,	,	PUNCT
alkej-137	338	20	taiwan	taiwan	PROPN
alkej-137	338	21	,	,	PUNCT
alkej-137	338	22	dec	dec	PROPN
alkej-137	338	23	2006	2006	NUM
alkej-137	338	24	,	,	PUNCT
alkej-137	338	25	pp	pp	ADV
alkej-137	338	26	.	.	PUNCT
alkej-137	339	1	448	448	NUM
alkej-137	339	2	-	-	SYM
alkej-137	339	3	453	453	NUM
alkej-137	339	4	.	.	PUNCT
alkej-137	340	1	[	[	X
alkej-137	340	2	7	7	X
alkej-137	340	3	]	]	X
alkej-137	340	4	mohammad	mohammad	PROPN
alkej-137	340	5	m.	m.	PROPN
alkej-137	340	6	rasheed	rasheed	PROPN
alkej-137	340	7	,	,	PUNCT
alkej-137	340	8	norita	norita	PROPN
alkej-137	340	9	md	md	PROPN
alkej-137	340	10	norwawi	norwawi	PROPN
alkej-137	340	11	,	,	PUNCT
alkej-137	340	12	osman	osman	PROPN
alkej-137	340	13	ghazali	ghazali	PROPN
alkej-137	340	14	,	,	PUNCT
alkej-137	340	15	and	and	CCONJ
alkej-137	340	16	mohammed	mohammed	PROPN
alkej-137	340	17	m.	m.	PROPN
alkej-137	340	18	kadhum	kadhum	PROPN
alkej-137	340	19	,	,	PUNCT
alkej-137	340	20	"	"	PUNCT
alkej-137	340	21	intelligent	intelligent	ADJ
alkej-137	340	22	failure	failure	NOUN
alkej-137	340	23	connection	connection	NOUN
alkej-137	340	24	algorithm	algorithm	NOUN
alkej-137	340	25	for	for	ADP
alkej-137	340	26	detecting	detect	VERB
alkej-137	340	27	internet	internet	NOUN
alkej-137	340	28	"	"	PUNCT
alkej-137	340	29	,	,	PUNCT
alkej-137	340	30	ijcsns	ijcsns	PROPN
alkej-137	340	31	international	international	ADJ
alkej-137	340	32	journal	journal	NOUN
alkej-137	340	33	of	of	ADP
alkej-137	340	34	computer	computer	NOUN
alkej-137	340	35	science	science	NOUN
alkej-137	340	36	and	and	CCONJ
alkej-137	340	37	network	network	NOUN
alkej-137	340	38	security	security	NOUN
alkej-137	340	39	,	,	PUNCT
alkej-137	340	40	vol.9	vol.9	PROPN
alkej-137	340	41	no.5	no.5	PROPN
alkej-137	340	42	,	,	PUNCT
alkej-137	340	43	may	may	PROPN
alkej-137	340	44	2009	2009	NUM
alkej-137	340	45	.	.	PUNCT
alkej-137	341	1	[	[	X
alkej-137	341	2	8	8	X
alkej-137	341	3	]	]	X
alkej-137	341	4	s.	s.	PROPN
alkej-137	341	5	behal	behal	PROPN
alkej-137	341	6	and	and	CCONJ
alkej-137	341	7	k.	k.	PROPN
alkej-137	341	8	kumar	kumar	PROPN
alkej-137	341	9	,	,	PUNCT
alkej-137	341	10	"	"	PUNCT
alkej-137	341	11	an	an	DET
alkej-137	341	12	experimental	experimental	ADJ
alkej-137	341	13	analysis	analysis	NOUN
alkej-137	341	14	for	for	ADP
alkej-137	341	15	malware	malware	NOUN
alkej-137	341	16	detection	detection	NOUN
alkej-137	341	17	using	use	VERB
alkej-137	341	18	extrusions	extrusion	NOUN
alkej-137	341	19	"	"	PUNCT
alkej-137	341	20	,	,	PUNCT
alkej-137	341	21	(	(	PUNCT
alkej-137	341	22	iccct	iccct	NOUN
alkej-137	341	23	)	)	PUNCT
alkej-137	341	24	2'nd	2'nd	NUM
alkej-137	341	25	international	international	ADJ
alkej-137	341	26	conference	conference	NOUN
alkej-137	341	27	on	on	ADP
alkej-137	341	28	computer	computer	NOUN
alkej-137	341	29	and	and	CCONJ
alkej-137	341	30	communication	communication	NOUN
alkej-137	341	31	technology	technology	NOUN
alkej-137	341	32	,	,	PUNCT
alkej-137	341	33	pp	pp	ADV
alkej-137	341	34	.	.	PUNCT
alkej-137	342	1	474	474	NUM
alkej-137	342	2	-	-	SYM
alkej-137	342	3	478	478	NUM
alkej-137	342	4	,	,	PUNCT
alkej-137	342	5	2011	2011	NUM
alkej-137	342	6	.	.	PUNCT
alkej-137	343	1	[	[	X
alkej-137	343	2	9	9	X
alkej-137	343	3	]	]	PUNCT
alkej-137	343	4	j.	j.	PROPN
alkej-137	343	5	newsome	newsome	PROPN
alkej-137	343	6	,	,	PUNCT
alkej-137	343	7	b.	b.	PROPN
alkej-137	343	8	karp	karp	PROPN
alkej-137	343	9	,	,	PUNCT
alkej-137	343	10	and	and	CCONJ
alkej-137	343	11	d.	d.	PROPN
alkej-137	343	12	song	song	PROPN
alkej-137	343	13	,	,	PUNCT
alkej-137	343	14	“	"	PUNCT
alkej-137	343	15	polygraph	polygraph	NOUN
alkej-137	343	16	:	:	PUNCT
alkej-137	343	17	automatically	automatically	ADV
alkej-137	343	18	generating	generate	VERB
alkej-137	343	19	signatures	signature	NOUN
alkej-137	343	20	for	for	ADP
alkej-137	343	21	polymorphic	polymorphic	ADJ
alkej-137	343	22	worms	worm	NOUN
alkej-137	343	23	,	,	PUNCT
alkej-137	343	24	”	"	PUNCT
alkej-137	343	25	proc	proc	NOUN
alkej-137	343	26	.	.	PUNCT
alkej-137	343	27	2005	2005	NUM
alkej-137	343	28	ieee	ieee	NOUN
alkej-137	343	29	symp	symp	NOUN
alkej-137	343	30	.	.	PUNCT
alkej-137	344	1	security	security	NOUN
alkej-137	344	2	and	and	CCONJ
alkej-137	344	3	privacy	privacy	NOUN
alkej-137	344	4	,	,	PUNCT
alkej-137	344	5	pp	pp	ADJ
alkej-137	344	6	.	.	PUNCT
alkej-137	345	1	226	226	NUM
alkej-137	345	2	-	-	SYM
alkej-137	345	3	241	241	NUM
alkej-137	345	4	,	,	PUNCT
alkej-137	345	5	2005	2005	NUM
alkej-137	345	6	.	.	PUNCT
alkej-137	346	1	[	[	X
alkej-137	346	2	10	10	NUM
alkej-137	346	3	]	]	PUNCT
alkej-137	346	4	z.	z.	PROPN
alkej-137	346	5	li	li	PROPN
alkej-137	346	6	,	,	PUNCT
alkej-137	346	7	m.	m.	NOUN
alkej-137	346	8	sanghi	sanghi	PROPN
alkej-137	346	9	,	,	PUNCT
alkej-137	346	10	y.	y.	PROPN
alkej-137	346	11	chen	chen	PROPN
alkej-137	346	12	,	,	PUNCT
alkej-137	346	13	m.y	m.y	PROPN
alkej-137	346	14	.	.	PROPN
alkej-137	346	15	kao	kao	PROPN
alkej-137	346	16	,	,	PUNCT
alkej-137	346	17	and	and	CCONJ
alkej-137	346	18	b.	b.	PROPN
alkej-137	346	19	chavez	chavez	PROPN
alkej-137	346	20	,	,	PUNCT
alkej-137	346	21	“	"	PUNCT
alkej-137	346	22	hamsa	hamsa	NOUN
alkej-137	346	23	:	:	PUNCT
alkej-137	346	24	fast	fast	ADJ
alkej-137	346	25	signature	signature	NOUN
alkej-137	346	26	generation	generation	NOUN
alkej-137	346	27	for	for	ADP
alkej-137	346	28	zero	zero	NUM
alkej-137	346	29	-	-	PUNCT
alkej-137	346	30	day	day	NOUN
alkej-137	346	31	polymorphic	polymorphic	ADJ
alkej-137	346	32	worms	worm	NOUN
alkej-137	346	33	with	with	ADP
alkej-137	346	34	provable	provable	ADJ
alkej-137	346	35	attack	attack	NOUN
alkej-137	346	36	resilience	resilience	NOUN
alkej-137	346	37	,	,	PUNCT
alkej-137	346	38	”	"	PUNCT
alkej-137	346	39	proc	proc	NOUN
alkej-137	346	40	.	.	PUNCT
alkej-137	346	41	2006	2006	NUM
alkej-137	346	42	ieee	ieee	NOUN
alkej-137	346	43	symp	symp	NOUN
alkej-137	346	44	.	.	PUNCT
alkej-137	347	1	security	security	NOUN
alkej-137	347	2	and	and	CCONJ
alkej-137	347	3	privacy	privacy	NOUN
alkej-137	347	4	,	,	PUNCT
alkej-137	347	5	2006	2006	NUM
alkej-137	347	6	.	.	PUNCT
alkej-137	348	1	[	[	X
alkej-137	348	2	11	11	NUM
alkej-137	348	3	]	]	X
alkej-137	348	4	d.	d.	PROPN
alkej-137	348	5	schnackenberg	schnackenberg	PROPN
alkej-137	348	6	,	,	PUNCT
alkej-137	348	7	holliday	holliday	PROPN
alkej-137	348	8	,	,	PUNCT
alkej-137	348	9	h.	h.	PROPN
alkej-137	348	10	,	,	PUNCT
alkej-137	348	11	smith	smith	PROPN
alkej-137	348	12	,	,	PUNCT
alkej-137	348	13	r.	r.	PROPN
alkej-137	348	14	,	,	PUNCT
alkej-137	348	15	djahandari	djahandari	PROPN
alkej-137	348	16	,	,	PUNCT
alkej-137	348	17	k.	k.	PROPN
alkej-137	348	18	,	,	PUNCT
alkej-137	348	19	sterne	sterne	PROPN
alkej-137	348	20	,	,	PUNCT
alkej-137	348	21	d	d	PROPN
alkej-137	348	22	,	,	PUNCT
alkej-137	348	23	"	"	PUNCT
alkej-137	348	24	cooperative	cooperative	ADJ
alkej-137	348	25	intrusion	intrusion	NOUN
alkej-137	348	26	traceback	traceback	NOUN
alkej-137	348	27	and	and	CCONJ
alkej-137	348	28	response	response	NOUN
alkej-137	348	29	architecture	architecture	NOUN
alkej-137	348	30	(	(	PUNCT
alkej-137	348	31	citra	citra	PROPN
alkej-137	348	32	)	)	PUNCT
alkej-137	348	33	,	,	PUNCT
alkej-137	348	34	"	"	PUNCT
alkej-137	348	35	in	in	ADP
alkej-137	348	36	proceedings	proceeding	NOUN
alkej-137	348	37	of	of	ADP
alkej-137	348	38	the	the	DET
alkej-137	348	39	darpa	darpa	PROPN
alkej-137	348	40	information	information	NOUN
alkej-137	348	41	survivability	survivability	NOUN
alkej-137	348	42	conference	conference	NOUN
alkej-137	348	43	and	and	CCONJ
alkej-137	348	44	exposition	exposition	NOUN
alkej-137	348	45	(	(	PUNCT
alkej-137	348	46	discex	discex	ADJ
alkej-137	348	47	)	)	PUNCT
alkej-137	348	48	,	,	PUNCT
alkej-137	348	49	2001	2001	NUM
alkej-137	348	50	,	,	PUNCT
alkej-137	348	51	pp	pp	ADJ
alkej-137	348	52	.	.	PUNCT
alkej-137	349	1	56	56	NUM
alkej-137	349	2	-	-	SYM
alkej-137	349	3	58	58	NUM
alkej-137	349	4	.	.	PUNCT
alkej-137	350	1	[	[	X
alkej-137	350	2	12	12	NUM
alkej-137	350	3	]	]	X
alkej-137	350	4	r.	r.	PROPN
alkej-137	350	5	janakiraman	janakiraman	PROPN
alkej-137	350	6	,	,	PUNCT
alkej-137	350	7	waldvogel	waldvogel	ADV
alkej-137	350	8	,	,	PUNCT
alkej-137	350	9	m.	m.	NOUN
alkej-137	350	10	,	,	PUNCT
alkej-137	350	11	zhang	zhang	PROPN
alkej-137	350	12	,	,	PUNCT
alkej-137	350	13	q.	q.	PROPN
alkej-137	350	14	,	,	PUNCT
alkej-137	350	15	"	"	PUNCT
alkej-137	350	16	indra	indra	NOUN
alkej-137	350	17	:	:	PUNCT
alkej-137	350	18	a	a	DET
alkej-137	350	19	peer	peer	NOUN
alkej-137	350	20	-	-	PUNCT
alkej-137	350	21	to	to	ADP
alkej-137	350	22	-	-	PUNCT
alkej-137	350	23	peer	peer	NOUN
alkej-137	350	24	approach	approach	NOUN
alkej-137	350	25	to	to	ADP
alkej-137	350	26	network	network	NOUN
alkej-137	350	27	intrusion	intrusion	NOUN
alkej-137	350	28	detection	detection	NOUN
alkej-137	350	29	and	and	CCONJ
alkej-137	350	30	prevention	prevention	NOUN
alkej-137	350	31	,	,	PUNCT
alkej-137	350	32	"	"	PUNCT
alkej-137	350	33	in	in	ADP
alkej-137	350	34	proceedings	proceeding	NOUN
alkej-137	350	35	of	of	ADP
alkej-137	350	36	12th	12th	ADJ
alkej-137	350	37	ieee	ieee	NOUN
alkej-137	350	38	workshops	workshop	NOUN
alkej-137	350	39	on	on	ADP
alkej-137	350	40	enabling	enable	VERB
alkej-137	350	41	technologies	technology	NOUN
alkej-137	350	42	,	,	PUNCT
alkej-137	350	43	infrastructure	infrastructure	NOUN
alkej-137	350	44	for	for	ADP
alkej-137	350	45	collaborative	collaborative	ADJ
alkej-137	350	46	enterprises	enterprise	NOUN
alkej-137	350	47	(	(	PUNCT
alkej-137	350	48	wetice	wetice	NOUN
alkej-137	350	49	)	)	PUNCT
alkej-137	350	50	,	,	PUNCT
alkej-137	350	51	los	los	PROPN
alkej-137	350	52	alamitos	alamitos	PROPN
alkej-137	350	53	,	,	PUNCT
alkej-137	350	54	2003	2003	NUM
alkej-137	350	55	.	.	PUNCT
alkej-137	351	1	[	[	X
alkej-137	351	2	13	13	NUM
alkej-137	351	3	]	]	X
alkej-137	351	4	c.	c.	PROPN
alkej-137	351	5	v.	v.	PROPN
alkej-137	351	6	zhou	zhou	PROPN
alkej-137	351	7	,	,	PUNCT
alkej-137	351	8	s.	s.	PROPN
alkej-137	351	9	karunasekera	karunasekera	PROPN
alkej-137	351	10	,	,	PUNCT
alkej-137	351	11	and	and	CCONJ
alkej-137	351	12	c.	c.	PROPN
alkej-137	351	13	leckie	leckie	PROPN
alkej-137	351	14	,	,	PUNCT
alkej-137	351	15	"	"	PUNCT
alkej-137	351	16	a	a	DET
alkej-137	351	17	peer	peer	NOUN
alkej-137	351	18	-	-	PUNCT
alkej-137	351	19	to	to	ADP
alkej-137	351	20	-	-	PUNCT
alkej-137	351	21	peer	peer	NOUN
alkej-137	351	22	collaborative	collaborative	ADJ
alkej-137	351	23	intrusion	intrusion	NOUN
alkej-137	351	24	detection	detection	NOUN
alkej-137	351	25	system	system	NOUN
alkej-137	351	26	,	,	PUNCT
alkej-137	351	27	"	"	PUNCT
alkej-137	351	28	in	in	ADP
alkej-137	351	29	13th	13th	PROPN
alkej-137	351	30	ieee	ieee	NOUN
alkej-137	351	31	international	international	ADJ
alkej-137	351	32	conference	conference	NOUN
alkej-137	351	33	on	on	ADP
alkej-137	351	34	networks	network	NOUN
alkej-137	351	35	,	,	PUNCT
alkej-137	351	36	jointly	jointly	ADV
alkej-137	351	37	held	hold	VERB
alkej-137	351	38	with	with	ADP
alkej-137	351	39	the	the	DET
alkej-137	351	40	ieee	ieee	NOUN
alkej-137	351	41	7th	7th	PROPN
alkej-137	351	42	malaysia	malaysia	PROPN
alkej-137	351	43	international	international	ADJ
alkej-137	351	44	conference	conference	NOUN
alkej-137	351	45	on	on	ADP
alkej-137	351	46	communication	communication	NOUN
alkej-137	351	47	,	,	PUNCT
alkej-137	351	48	kuala	kuala	PROPN
alkej-137	351	49	lumpur	lumpur	PROPN
alkej-137	351	50	,	,	PUNCT
alkej-137	351	51	malaysia	malaysia	PROPN
alkej-137	351	52	,	,	PUNCT
alkej-137	351	53	2005	2005	NUM
alkej-137	351	54	,	,	PUNCT
alkej-137	351	55	p.	p.	NOUN
alkej-137	351	56	6	6	NUM
alkej-137	351	57	.	.	PUNCT
alkej-137	352	1	[	[	X
alkej-137	352	2	14	14	NUM
alkej-137	352	3	]	]	X
alkej-137	352	4	c.	c.	PROPN
alkej-137	352	5	v.	v.	PROPN
alkej-137	352	6	zhou	zhou	PROPN
alkej-137	352	7	,	,	PUNCT
alkej-137	352	8	c.	c.	PROPN
alkej-137	352	9	leckie	leckie	PROPN
alkej-137	352	10	,	,	PUNCT
alkej-137	352	11	and	and	CCONJ
alkej-137	352	12	s.	s.	PROPN
alkej-137	352	13	karunasekera	karunasekera	PROPN
alkej-137	352	14	,	,	PUNCT
alkej-137	352	15	"	"	PUNCT
alkej-137	352	16	decentralized	decentralize	VERB
alkej-137	352	17	multidimensional	multidimensional	ADJ
alkej-137	352	18	alert	alert	ADJ
alkej-137	352	19	correlation	correlation	NOUN
alkej-137	352	20	for	for	ADP
alkej-137	352	21	collaborative	collaborative	ADJ
alkej-137	352	22	intrusion	intrusion	NOUN
alkej-137	352	23	detection	detection	NOUN
alkej-137	352	24	,	,	PUNCT
alkej-137	352	25	"	"	PUNCT
alkej-137	352	26	j.	j.	PROPN
alkej-137	352	27	netw	netw	PROPN
alkej-137	352	28	.	.	PUNCT
alkej-137	353	1	comput	comput	NOUN
alkej-137	353	2	.	.	PUNCT
alkej-137	354	1	appl	appl	PROPN
alkej-137	354	2	.	.	PROPN
alkej-137	354	3	,	,	PUNCT
alkej-137	354	4	vol	vol	NOUN
alkej-137	354	5	.	.	PROPN
alkej-137	355	1	32	32	NUM
alkej-137	355	2	,	,	PUNCT
alkej-137	355	3	pp	pp	ADJ
alkej-137	355	4	.	.	PUNCT
alkej-137	356	1	1106	1106	NUM
alkej-137	356	2	-	-	SYM
alkej-137	356	3	1123	1123	NUM
alkej-137	356	4	,	,	PUNCT
alkej-137	356	5	2009	2009	NUM
alkej-137	356	6	.	.	PUNCT
alkej-137	357	1	[	[	X
alkej-137	357	2	15	15	NUM
alkej-137	357	3	]	]	X
alkej-137	357	4	c.	c.	PROPN
alkej-137	357	5	v.	v.	PROPN
alkej-137	357	6	l.	l.	PROPN
alkej-137	357	7	zhou	zhou	PROPN
alkej-137	357	8	,	,	PUNCT
alkej-137	357	9	c.	c.	PROPN
alkej-137	357	10	karunasekera	karunasekera	PROPN
alkej-137	357	11	,	,	PUNCT
alkej-137	357	12	and	and	CCONJ
alkej-137	357	13	s.	s.	PROPN
alkej-137	357	14	t.	t.	PROPN
alkej-137	357	15	peng	peng	PROPN
alkej-137	357	16	,	,	PUNCT
alkej-137	357	17	"	"	PUNCT
alkej-137	357	18	a	a	DET
alkej-137	357	19	self	self	NOUN
alkej-137	357	20	-	-	PUNCT
alkej-137	357	21	healing	healing	NOUN
alkej-137	357	22	,	,	PUNCT
alkej-137	357	23	self	self	NOUN
alkej-137	357	24	-	-	PUNCT
alkej-137	357	25	protecting	protect	VERB
alkej-137	357	26	collaborative	collaborative	ADJ
alkej-137	357	27	intrusion	intrusion	NOUN
alkej-137	357	28	detection	detection	NOUN
alkej-137	357	29	architecture	architecture	NOUN
alkej-137	357	30	to	to	ADP
alkej-137	357	31	trace	trace	NOUN
alkej-137	357	32	-	-	PUNCT
alkej-137	357	33	back	back	ADP
alkej-137	357	34	fast	fast	ADJ
alkej-137	357	35	-	-	PUNCT
alkej-137	357	36	flux	flux	NOUN
alkej-137	357	37	http://virusall.com/computer%20worms/wor	http://virusall.com/computer%20worms/wor	X
alkej-137	357	38	rana	rana	PROPN
alkej-137	357	39	dhia'a	dhia'a	PROPN
alkej-137	357	40	abdu	abdu	PROPN
alkej-137	357	41	-	-	PUNCT
alkej-137	357	42	aljabar	aljabar	PROPN
alkej-137	357	43	al	al	PROPN
alkej-137	357	44	-	-	PUNCT
alkej-137	357	45	khwarizmi	khwarizmi	PROPN
alkej-137	357	46	engineering	engineering	NOUN
alkej-137	357	47	journal	journal	PROPN
alkej-137	357	48	,	,	PUNCT
alkej-137	357	49	vol	vol	NOUN
alkej-137	357	50	.	.	PROPN
alkej-137	357	51	8	8	NUM
alkej-137	357	52	,	,	PUNCT
alkej-137	357	53	no.3	no.3	VERB
alkej-137	357	54	,	,	PUNCT
alkej-137	357	55	pp40	pp40	PROPN
alkej-137	357	56	-52	-52	PROPN
alkej-137	357	57	(	(	PUNCT
alkej-137	357	58	2012	2012	NUM
alkej-137	357	59	)	)	PUNCT
alkej-137	357	60	51	51	NUM
alkej-137	357	61	phishing	phishe	VERB
alkej-137	357	62	domains	domain	NOUN
alkej-137	357	63	"	"	PUNCT
alkej-137	357	64	ieee	ieee	NOUN
alkej-137	357	65	noms	nom	NOUN
alkej-137	357	66	workshops	workshop	VERB
alkej-137	357	67	2008	2008	NUM
alkej-137	357	68	,	,	PUNCT
alkej-137	357	69	pp	pp	ADJ
alkej-137	357	70	.	.	PUNCT
alkej-137	358	1	321	321	NUM
alkej-137	358	2	327	327	NUM
alkej-137	358	3	7	7	NUM
alkej-137	358	4	-	-	SYM
alkej-137	358	5	11	11	NUM
alkej-137	358	6	april	april	PROPN
alkej-137	358	7	2008	2008	NUM
alkej-137	358	8	.	.	PUNCT
alkej-137	359	1	[	[	X
alkej-137	359	2	16	16	NUM
alkej-137	359	3	]	]	X
alkej-137	359	4	hao	hao	PROPN
alkej-137	359	5	chen	chen	PROPN
alkej-137	359	6	,	,	PUNCT
alkej-137	359	7	yu	yu	PROPN
alkej-137	359	8	chen	chen	PROPN
alkej-137	359	9	,	,	PUNCT
alkej-137	359	10	"	"	PUNCT
alkej-137	359	11	comparison	comparison	NOUN
alkej-137	359	12	study	study	NOUN
alkej-137	359	13	of	of	ADP
alkej-137	359	14	collaborative	collaborative	ADJ
alkej-137	359	15	strategies	strategy	NOUN
alkej-137	359	16	for	for	ADP
alkej-137	359	17	distributed	distribute	VERB
alkej-137	359	18	defense	defense	NOUN
alkej-137	359	19	against	against	ADP
alkej-137	359	20	internet	internet	NOUN
alkej-137	359	21	worms	worm	NOUN
alkej-137	359	22	based	base	VERB
alkej-137	359	23	on	on	ADP
alkej-137	359	24	small	small	ADJ
alkej-137	359	25	-	-	PUNCT
alkej-137	359	26	world	world	NOUN
alkej-137	359	27	modeling	modeling	NOUN
alkej-137	359	28	"	"	PUNCT
alkej-137	359	29	,	,	PUNCT
alkej-137	359	30	6th	6th	ADJ
alkej-137	359	31	international	international	ADJ
alkej-137	359	32	conference	conference	NOUN
alkej-137	359	33	on	on	ADP
alkej-137	359	34	collaborative	collaborative	ADJ
alkej-137	359	35	computing	computing	NOUN
alkej-137	359	36	:	:	PUNCT
alkej-137	359	37	networking	networking	NOUN
alkej-137	359	38	,	,	PUNCT
alkej-137	359	39	applications	application	NOUN
alkej-137	359	40	and	and	CCONJ
alkej-137	359	41	worksharing	worksharing	NOUN
alkej-137	359	42	,	,	PUNCT
alkej-137	359	43	oct	oct	PROPN
alkej-137	359	44	.	.	PROPN
alkej-137	359	45	9	9	NUM
alkej-137	359	46	–	–	SYM
alkej-137	359	47	12	12	NUM
alkej-137	359	48	,	,	PUNCT
alkej-137	359	49	2010	2010	NUM
alkej-137	359	50	.	.	PUNCT
alkej-137	360	1	[	[	X
alkej-137	360	2	17	17	NUM
alkej-137	360	3	]	]	PUNCT
alkej-137	360	4	j.	j.	PROPN
alkej-137	360	5	wu	wu	PROPN
alkej-137	360	6	,	,	PUNCT
alkej-137	360	7	s.	s.	PROPN
alkej-137	360	8	vangala	vangala	PROPN
alkej-137	360	9	,	,	PUNCT
alkej-137	360	10	l.	l.	PROPN
alkej-137	360	11	gao	gao	PROPN
alkej-137	360	12	,	,	PUNCT
alkej-137	360	13	and	and	CCONJ
alkej-137	360	14	k.	k.	PROPN
alkej-137	360	15	kwiat	kwiat	PROPN
alkej-137	360	16	,	,	PUNCT
alkej-137	360	17	“	"	PUNCT
alkej-137	360	18	an	an	DET
alkej-137	360	19	efficient	efficient	ADJ
alkej-137	360	20	architecture	architecture	NOUN
alkej-137	360	21	and	and	CCONJ
alkej-137	360	22	algorithm	algorithm	NOUN
alkej-137	360	23	for	for	ADP
alkej-137	360	24	detecting	detect	VERB
alkej-137	360	25	worms	worm	NOUN
alkej-137	360	26	with	with	ADP
alkej-137	360	27	various	various	ADJ
alkej-137	360	28	scan	scan	ADJ
alkej-137	360	29	techniques	technique	NOUN
alkej-137	360	30	"	"	PUNCT
alkej-137	360	31	,	,	PUNCT
alkej-137	360	32	in	in	ADP
alkej-137	360	33	proceedings	proceeding	NOUN
alkej-137	360	34	of	of	ADP
alkej-137	360	35	the	the	DET
alkej-137	360	36	11th	11th	ADJ
alkej-137	360	37	annual	annual	ADJ
alkej-137	360	38	network	network	NOUN
alkej-137	360	39	and	and	CCONJ
alkej-137	360	40	distributed	distribute	VERB
alkej-137	360	41	system	system	NOUN
alkej-137	360	42	security	security	NOUN
alkej-137	360	43	symposium	symposium	NOUN
alkej-137	360	44	(	(	PUNCT
alkej-137	360	45	ndss’04	ndss’04	PROPN
alkej-137	360	46	)	)	PUNCT
alkej-137	360	47	,	,	PUNCT
alkej-137	360	48	february	february	PROPN
alkej-137	360	49	2004	2004	NUM
alkej-137	360	50	.	.	PUNCT
alkej-137	361	1	[	[	X
alkej-137	361	2	18	18	NUM
alkej-137	361	3	]	]	PUNCT
alkej-137	361	4	weijiang	weijiang	PROPN
alkej-137	361	5	liu_y	liu_y	PROPN
alkej-137	361	6	,	,	PUNCT
alkej-137	361	7	wenyu	wenyu	PROPN
alkej-137	361	8	quy	quy	PROPN
alkej-137	361	9	,	,	PUNCT
alkej-137	361	10	gong	gong	PROPN
alkej-137	361	11	jianz	jianz	PROPN
alkej-137	361	12	and	and	CCONJ
alkej-137	361	13	li	li	PROPN
alkej-137	361	14	keqiu	keqiu	PROPN
alkej-137	361	15	,	,	PUNCT
alkej-137	361	16	"	"	PUNCT
alkej-137	361	17	a	a	DET
alkej-137	361	18	novel	novel	ADJ
alkej-137	361	19	data	datum	NOUN
alkej-137	361	20	streaming	streaming	NOUN
alkej-137	361	21	method	method	NOUN
alkej-137	361	22	detecting	detect	VERB
alkej-137	361	23	superpoints	superpoint	NOUN
alkej-137	361	24	"	"	PUNCT
alkej-137	361	25	,	,	PUNCT
alkej-137	361	26	ieee	ieee	NOUN
alkej-137	361	27	conference	conference	NOUN
alkej-137	361	28	on	on	ADP
alkej-137	361	29	computer	computer	NOUN
alkej-137	361	30	communications	communication	NOUN
alkej-137	361	31	workshops	workshop	NOUN
alkej-137	361	32	,	,	PUNCT
alkej-137	361	33	pp	pp	ADJ
alkej-137	361	34	.	.	PUNCT
alkej-137	361	35	1042	1042	NUM
alkej-137	361	36	-	-	SYM
alkej-137	361	37	1047	1047	NUM
alkej-137	361	38	,	,	PUNCT
alkej-137	361	39	2011	2011	NUM
alkej-137	361	40	.	.	PUNCT
alkej-137	362	1	[	[	X
alkej-137	362	2	19	19	NUM
alkej-137	362	3	]	]	X
alkej-137	362	4	pele	pele	PROPN
alkej-137	362	5	li	li	PROPN
alkej-137	362	6	,	,	PUNCT
alkej-137	362	7	mehdi	mehdi	PROPN
alkej-137	362	8	salour	salour	NOUN
alkej-137	362	9	,	,	PUNCT
alkej-137	362	10	and	and	CCONJ
alkej-137	362	11	xiao	xiao	PROPN
alkej-137	362	12	su	su	PROPN
alkej-137	362	13	,	,	PUNCT
alkej-137	362	14	"	"	PUNCT
alkej-137	362	15	a	a	DET
alkej-137	362	16	survey	survey	NOUN
alkej-137	362	17	of	of	ADP
alkej-137	362	18	internet	internet	NOUN
alkej-137	362	19	worm	worm	NOUN
alkej-137	362	20	detection	detection	NOUN
alkej-137	362	21	and	and	CCONJ
alkej-137	362	22	containment	containment	NOUN
alkej-137	362	23	"	"	PUNCT
alkej-137	362	24	,	,	PUNCT
alkej-137	362	25	ieee	ieee	NOUN
alkej-137	362	26	communications	communication	NOUN
alkej-137	362	27	surveys	survey	NOUN
alkej-137	362	28	;	;	PUNCT
alkej-137	362	29	the	the	DET
alkej-137	362	30	electronic	electronic	ADJ
alkej-137	362	31	magazine	magazine	NOUN
alkej-137	362	32	of	of	ADP
alkej-137	362	33	original	original	ADJ
alkej-137	362	34	peer	peer	NOUN
alkej-137	362	35	-	-	PUNCT
alkej-137	362	36	reviewed	review	VERB
alkej-137	362	37	survey	survey	NOUN
alkej-137	362	38	articles	article	NOUN
alkej-137	362	39	,	,	PUNCT
alkej-137	362	40	vol	vol	NOUN
alkej-137	362	41	.	.	PROPN
alkej-137	362	42	10	10	NUM
alkej-137	362	43	,	,	PUNCT
alkej-137	362	44	no.1	no.1	NUM
alkej-137	362	45	,	,	PUNCT
alkej-137	362	46	1st	1st	ADJ
alkej-137	362	47	quarter	quarter	NOUN
alkej-137	362	48	2008	2008	NUM
alkej-137	362	49	.	.	PUNCT
alkej-137	363	1	[	[	X
alkej-137	363	2	20	20	NUM
alkej-137	363	3	]	]	PUNCT
alkej-137	363	4	wang	wang	PROPN
alkej-137	363	5	yun	yun	PROPN
alkej-137	363	6	and	and	CCONJ
alkej-137	363	7	lu	lu	PROPN
alkej-137	363	8	dianjun	dianjun	PROPN
alkej-137	363	9	,	,	PUNCT
alkej-137	363	10	"	"	PUNCT
alkej-137	363	11	an	an	DET
alkej-137	363	12	efficient	efficient	ADJ
alkej-137	363	13	threshold	threshold	NOUN
alkej-137	363	14	signature	signature	NOUN
alkej-137	363	15	scheme	scheme	NOUN
alkej-137	363	16	based	base	VERB
alkej-137	363	17	on	on	ADP
alkej-137	363	18	the	the	DET
alkej-137	363	19	elliptic	elliptic	ADJ
alkej-137	363	20	curve	curve	NOUN
alkej-137	363	21	cryptosystem	cryptosystem	NOUN
alkej-137	363	22	"	"	PUNCT
alkej-137	363	23	,	,	PUNCT
alkej-137	363	24	2nd	2nd	ADJ
alkej-137	363	25	ieee	ieee	PROPN
alkej-137	363	26	international	international	PROPN
alkej-137	363	27	conference	conference	NOUN
alkej-137	363	28	on	on	ADP
alkej-137	363	29	information	information	NOUN
alkej-137	363	30	management	management	NOUN
alkej-137	363	31	and	and	CCONJ
alkej-137	363	32	engineering	engineering	NOUN
alkej-137	363	33	,	,	PUNCT
alkej-137	363	34	pp	pp	ADJ
alkej-137	363	35	.	.	PUNCT
alkej-137	364	1	455	455	NUM
alkej-137	364	2	-	-	SYM
alkej-137	364	3	458	458	NUM
alkej-137	364	4	,	,	PUNCT
alkej-137	364	5	2010	2010	NUM
alkej-137	364	6	.	.	PUNCT
alkej-137	365	1	[	[	X
alkej-137	365	2	21	21	NUM
alkej-137	365	3	]	]	X
alkej-137	365	4	yong	yong	PROPN
alkej-137	365	5	tang	tang	PROPN
alkej-137	365	6	,	,	PUNCT
alkej-137	365	7	bin	bin	PROPN
alkej-137	365	8	xiao	xiao	PROPN
alkej-137	365	9	,	,	PUNCT
alkej-137	365	10	and	and	CCONJ
alkej-137	365	11	xicheng	xicheng	PROPN
alkej-137	365	12	lu	lu	PROPN
alkej-137	365	13	,	,	PUNCT
alkej-137	365	14	"	"	PUNCT
alkej-137	365	15	signature	signature	NOUN
alkej-137	365	16	tree	tree	NOUN
alkej-137	365	17	generation	generation	NOUN
alkej-137	365	18	for	for	ADP
alkej-137	365	19	polymorphic	polymorphic	ADJ
alkej-137	365	20	worms	worm	NOUN
alkej-137	365	21	"	"	PUNCT
alkej-137	365	22	,	,	PUNCT
alkej-137	365	23	ieee	ieee	NOUN
alkej-137	365	24	transactions	transaction	NOUN
alkej-137	365	25	on	on	ADP
alkej-137	365	26	computers	computer	NOUN
alkej-137	365	27	,	,	PUNCT
alkej-137	365	28	vol	vol	NOUN
alkej-137	365	29	.	.	PROPN
alkej-137	365	30	60	60	NUM
alkej-137	365	31	,	,	PUNCT
alkej-137	365	32	no	no	INTJ
alkej-137	365	33	.	.	NOUN
alkej-137	365	34	4	4	NUM
alkej-137	365	35	,	,	PUNCT
alkej-137	365	36	april	april	PROPN
alkej-137	365	37	2011	2011	NUM
alkej-137	365	38	.	.	PUNCT
alkej-137	366	1	[	[	X
alkej-137	366	2	22	22	NUM
alkej-137	366	3	]	]	PUNCT
alkej-137	366	4	s.	s.	PROPN
alkej-137	366	5	kumar	kumar	PROPN
alkej-137	366	6	,	,	PUNCT
alkej-137	366	7	s.	s.	PROPN
alkej-137	366	8	dharmapurikar	dharmapurikar	PROPN
alkej-137	366	9	,	,	PUNCT
alkej-137	366	10	f.	f.	PROPN
alkej-137	366	11	yu	yu	PROPN
alkej-137	366	12	,	,	PUNCT
alkej-137	366	13	p.	p.	NOUN
alkej-137	366	14	crowley	crowley	PROPN
alkej-137	366	15	,	,	PUNCT
alkej-137	366	16	and	and	CCONJ
alkej-137	366	17	j.	j.	PROPN
alkej-137	366	18	turner	turner	PROPN
alkej-137	366	19	,	,	PUNCT
alkej-137	366	20	"	"	PUNCT
alkej-137	366	21	algorithms	algorithm	NOUN
alkej-137	366	22	to	to	PART
alkej-137	366	23	accelerate	accelerate	VERB
alkej-137	366	24	multiple	multiple	ADJ
alkej-137	366	25	regular	regular	ADJ
alkej-137	366	26	expressions	expression	NOUN
alkej-137	366	27	matching	match	VERB
alkej-137	366	28	for	for	ADP
alkej-137	366	29	deep	deep	ADJ
alkej-137	366	30	packet	packet	NOUN
alkej-137	366	31	inspection	inspection	NOUN
alkej-137	366	32	"	"	PUNCT
alkej-137	366	33	,	,	PUNCT
alkej-137	366	34	proc	proc	PROPN
alkej-137	366	35	.	.	PROPN
alkej-137	366	36	acm	acm	PROPN
alkej-137	366	37	sigcomm	sigcomm	PROPN
alkej-137	366	38	,	,	PUNCT
alkej-137	366	39	vol	vol	NOUN
alkej-137	366	40	.	.	PROPN
alkej-137	367	1	36	36	NUM
alkej-137	367	2	,	,	PUNCT
alkej-137	367	3	pp	pp	ADJ
alkej-137	367	4	.	.	PUNCT
alkej-137	368	1	339350	339350	NUM
alkej-137	368	2	,	,	PUNCT
alkej-137	368	3	2006	2006	NUM
alkej-137	368	4	.	.	PUNCT
alkej-137	369	1	[	[	X
alkej-137	369	2	23	23	NUM
alkej-137	369	3	]	]	X
alkej-137	369	4	y.	y.	PROPN
alkej-137	369	5	tang	tang	PROPN
alkej-137	369	6	,	,	PUNCT
alkej-137	369	7	b.	b.	PROPN
alkej-137	369	8	xiao	xiao	PROPN
alkej-137	369	9	,	,	PUNCT
alkej-137	369	10	and	and	CCONJ
alkej-137	369	11	x.	x.	NOUN
alkej-137	369	12	lu	lu	PROPN
alkej-137	369	13	,	,	PUNCT
alkej-137	369	14	"	"	PUNCT
alkej-137	369	15	using	use	VERB
alkej-137	369	16	a	a	DET
alkej-137	369	17	bioinformatics	bioinformatics	NOUN
alkej-137	369	18	approach	approach	NOUN
alkej-137	369	19	to	to	PART
alkej-137	369	20	generate	generate	VERB
alkej-137	369	21	accurate	accurate	ADJ
alkej-137	369	22	exploit	exploit	NOUN
alkej-137	369	23	-	-	PUNCT
alkej-137	369	24	based	base	VERB
alkej-137	369	25	signatures	signature	NOUN
alkej-137	369	26	for	for	ADP
alkej-137	369	27	polymorphic	polymorphic	ADJ
alkej-137	369	28	worms	worm	NOUN
alkej-137	369	29	"	"	PUNCT
alkej-137	369	30	,	,	PUNCT
alkej-137	369	31	computers	computer	NOUN
alkej-137	369	32	&	&	CCONJ
alkej-137	369	33	security	security	NOUN
alkej-137	369	34	,	,	PUNCT
alkej-137	369	35	vol	vol	NOUN
alkej-137	369	36	.	.	PUNCT
alkej-137	369	37	28	28	NUM
alkej-137	370	1	pp	pp	ADJ
alkej-137	370	2	.	.	PUNCT
alkej-137	371	1	827	827	NUM
alkej-137	371	2	-	-	SYM
alkej-137	371	3	842	842	NUM
alkej-137	371	4	,	,	PUNCT
alkej-137	371	5	2009	2009	NUM
alkej-137	371	6	.	.	PUNCT
alkej-137	372	1	[	[	X
alkej-137	372	2	24	24	NUM
alkej-137	372	3	]	]	X
alkej-137	372	4	y.	y.	PROPN
alkej-137	372	5	tang	tang	PROPN
alkej-137	372	6	,	,	PUNCT
alkej-137	372	7	x.	x.	PROPN
alkej-137	372	8	lu	lu	PROPN
alkej-137	372	9	,	,	PUNCT
alkej-137	372	10	and	and	CCONJ
alkej-137	372	11	b.	b.	PROPN
alkej-137	372	12	xiao	xiao	PROPN
alkej-137	372	13	,	,	PUNCT
alkej-137	372	14	"	"	PUNCT
alkej-137	372	15	generating	generate	VERB
alkej-137	372	16	simplified	simplified	ADJ
alkej-137	372	17	regular	regular	ADJ
alkej-137	372	18	expression	expression	NOUN
alkej-137	372	19	signatures	signature	NOUN
alkej-137	372	20	for	for	ADP
alkej-137	372	21	polymorphic	polymorphic	ADJ
alkej-137	372	22	worms	worm	NOUN
alkej-137	372	23	"	"	PUNCT
alkej-137	372	24	,	,	PUNCT
alkej-137	372	25	proc	proc	NOUN
alkej-137	372	26	.	.	PUNCT
alkej-137	373	1	fourth	fourth	ADJ
alkej-137	373	2	int’l	int’l	NUM
alkej-137	373	3	conf	conf	NOUN
alkej-137	373	4	.	.	PUNCT
alkej-137	374	1	autonomic	autonomic	ADJ
alkej-137	374	2	and	and	CCONJ
alkej-137	374	3	trusted	trusted	ADJ
alkej-137	374	4	computing	computing	NOUN
alkej-137	374	5	(	(	PUNCT
alkej-137	374	6	atc	atc	NOUN
alkej-137	374	7	’	'	PUNCT
alkej-137	374	8	07	07	NUM
alkej-137	374	9	)	)	PUNCT
alkej-137	374	10	,	,	PUNCT
alkej-137	374	11	2007	2007	NUM
alkej-137	374	12	.	.	PUNCT
alkej-137	375	1	[	[	X
alkej-137	375	2	25	25	NUM
alkej-137	375	3	]	]	X
alkej-137	375	4	c.	c.	PROPN
alkej-137	375	5	kreibich	kreibich	PROPN
alkej-137	375	6	and	and	CCONJ
alkej-137	375	7	j.	j.	PROPN
alkej-137	375	8	crowcroft	crowcroft	PROPN
alkej-137	375	9	,	,	PUNCT
alkej-137	375	10	“	"	PUNCT
alkej-137	375	11	honeycomb	honeycomb	NOUN
alkej-137	375	12	—	—	PUNCT
alkej-137	375	13	creating	create	VERB
alkej-137	375	14	intrusion	intrusion	NOUN
alkej-137	375	15	detection	detection	NOUN
alkej-137	375	16	signatures	signature	NOUN
alkej-137	375	17	using	use	VERB
alkej-137	375	18	honeypots	honeypot	NOUN
alkej-137	375	19	,	,	PUNCT
alkej-137	375	20	”	"	PUNCT
alkej-137	375	21	proc	proc	NOUN
alkej-137	375	22	.	.	PUNCT
alkej-137	376	1	second	second	ADJ
alkej-137	376	2	workshop	workshop	NOUN
alkej-137	376	3	hot	hot	ADJ
alkej-137	376	4	topics	topic	NOUN
alkej-137	376	5	in	in	ADP
alkej-137	376	6	networks	network	NOUN
alkej-137	376	7	(	(	PUNCT
alkej-137	376	8	hotnets	hotnet	NOUN
alkej-137	376	9	ii	ii	PROPN
alkej-137	376	10	)	)	PUNCT
alkej-137	376	11	,	,	PUNCT
alkej-137	376	12	2003	2003	NUM
alkej-137	376	13	.	.	PUNCT
alkej-137	376	14	)	)	PUNCT
alkej-137	376	15	2012	2012	NUM
alkej-137	376	16	(	(	PUNCT
alkej-137	376	17	40	40	NUM
alkej-137	376	18	52	52	NUM
alkej-137	376	19	،	،	NOUN
alkej-137	376	20	صفحة	صفحة	PROPN
alkej-137	376	21	3	3	NUM
alkej-137	376	22	،	،	NOUN
alkej-137	376	23	العدد	العدد	PROPN
alkej-137	376	24	8مجلة	8مجلة	NUM
alkej-137	376	25	الخوارزمي	الخوارزمي	ADJ
alkej-137	376	26	الھندسیة	الھندسیة	NOUN
alkej-137	376	27	المجلد	المجلد	PROPN
alkej-137	376	28	رنا	رنا	PROPN
alkej-137	376	29	ضیاء	ضیاء	ADJ
alkej-137	376	30	عبد	عبد	PROPN
alkej-137	376	31	الجبار	الجبار	VERB
alkej-137	376	32	52	52	NUM
alkej-137	376	33	تصمیم	تصمیم	NOUN
alkej-137	376	34	نظام	نظام	VERB
alkej-137	376	35	شبكة	شبكة	PROPN
alkej-137	376	36	آمن	آمن	PROPN
alkej-137	376	37	ضد	ضد	PROPN
alkej-137	376	38	دیدان	دیدان	PROPN
alkej-137	376	39	االنترنیت	االنترنیت	PROPN
alkej-137	377	1	رنا	رنا	PROPN
alkej-137	377	2	ضیاء	ضیاء	PROPN
alkej-137	377	3	عبد	عبد	ADJ
alkej-137	377	4	الجبار	الجبار	NOUN
alkej-137	377	5	النھرین	النھرین	NOUN
alkej-137	377	6	جامعة/	جامعة/	NUM
alkej-137	377	7	كلیة	كلیة	NOUN
alkej-137	377	8	ھندسة	ھندسة	ADJ
alkej-137	377	9	المعلومات	المعلومات	PROPN
alkej-137	377	10	الخالصة	الخالصة	PROPN
alkej-137	377	11	،	،	PROPN
alkej-137	377	12	tcpھذه	tcpھذه	PROPN
alkej-137	377	13	الورقة	الورقة	PROPN
alkej-137	377	14	مھتمة	مھتمة	ADJ
alkej-137	377	15	بدودة	بدودة	NOUN
alkej-137	377	16	االنترنیت	االنترنیت	NOUN
alkej-137	377	17	التي	التي	PROPN
alkej-137	377	18	تنتشر	تنتشر	PROPN
alkej-137	377	19	عن	عن	PROPN
alkej-137	377	20	طرق	طرق	NOUN
alkej-137	377	21	.	.	PUNCT
alkej-137	378	1	ركز	ركز	PROPN
alkej-137	378	2	علیھا	علیھا	NOUN
alkej-137	378	3	الدیدان	الدیدان	VERB
alkej-137	378	4	الفعالة	الفعالة	PROPN
alkej-137	378	5	شكلت	شكلت	PROPN
alkej-137	378	6	تھدید	تھدید	PROPN
alkej-137	378	7	رئیسي	رئیسي	PROPN
alkej-137	378	8	لالنترنیت	لالنترنیت	PROPN
alkej-137	378	9	،	،	PROPN
alkej-137	378	10	وكثیر	وكثیر	AUX
alkej-137	378	11	من	من	PRON
alkej-137	378	12	جھود	جھود	NOUN
alkej-137	378	13	البحوث	البحوث	VERB
alkej-137	379	1	ھي	ھي	ADV
alkej-137	379	2	تظھر	تظھر	PROPN
alkej-137	379	3	طریقة	طریقة	PROPN
alkej-137	379	4	تستخدم	تستخدم	NOUN
alkej-137	380	1	حل	حل	PROPN
alkej-137	380	2	ھجین	ھجین	VERB
alkej-137	380	3	بین	بین	ADJ
alkej-137	380	4	خوارزمیتي	خوارزمیتي	PROPN
alkej-137	380	5	كشف	كشف	PROPN
alkej-137	380	6	،	،	PROPN
alkej-137	380	7	اعتماد	اعتماد	NOUN
alkej-137	380	8	كشف	كشف	VERB
alkej-137	380	9	السلوك	السلوك	NOUN
alkej-137	380	10	وأعتماد	وأعتماد	PROPN
alkej-137	380	11	كشف	كشف	PROPN
alkej-137	380	12	التوقیع	التوقیع	PROPN
alkej-137	380	13	.	.	PUNCT
alkej-137	381	1	بیة	بیة	PROPN
alkej-137	381	2	حركة	حركة	VERB
alkej-137	381	3	العمل	العمل	VERB
alkej-137	381	4	على	على	PROPN
alkej-137	381	5	االنترنیت	االنترنیت	NOUN
alkej-137	381	6	الذي	الذي	PROPN
alkej-137	381	7	یعتبر	یعتبر	PROPN
alkej-137	381	8	أغل	أغل	PROPN
alkej-137	381	9	ھذا	ھذا	NOUN
alkej-137	381	10	االقتراح	االقتراح	VERB
alkej-137	381	11	صمم	صمم	PROPN
alkej-137	381	12	بمخطط	بمخطط	NOUN
alkej-137	381	13	.	.	PUNCT
alkej-137	382	1	الشبحیة	الشبحیة	PROPN
alkej-137	382	2	بمیزة	بمیزة	PROPN
alkej-137	382	3	السرعة	السرعة	PROPN
alkej-137	382	4	والدودة	والدودة	PROPN
alkej-137	382	5	اكتشاف	اكتشاف	PROPN
alkej-137	382	6	الدودةن	الدودةن	PROPN
alkej-137	382	7	ھدف	ھدف	VERB
alkej-137	382	8	ھذه	ھذه	NOUN
alkej-137	382	9	الدراسة	الدراسة	PROPN
alkej-137	382	10	أن	أن	AUX
alkej-137	382	11	لھا	لھا	VERB
alkej-137	382	12	حل	حل	PROPN
alkej-137	382	13	جید	جید	PROPN
alkej-137	383	1	من	من	DET
alkej-137	383	2	إ	إ	PROPN
alkej-137	383	3	.	.	PUNCT
alkej-137	383	4	للحصول	للحصول	PROPN
alkej-137	383	5	على	على	PROPN
alkej-137	383	6	ممیزات	ممیزات	PROPN
alkej-137	383	7	كل	كل	PROPN
alkej-137	383	8	منھما	منھما	PROPN
alkej-137	383	9	.وزع	.وزع	PROPN
alkej-137	383	10	مستند	مستند	ADJ
alkej-137	383	11	على	على	NOUN
alkej-137	383	12	نموذج	نموذج	NOUN
alkej-137	383	13	الشبكة	الشبكة	PROPN
alkej-137	383	14	الصغیر	الصغیر	PROPN
alkej-137	383	15	العالمي	العالمي	PROPN
alkej-137	383	16	لتحسین	لتحسین	PROPN
alkej-137	383	17	أداء	أداء	PROPN
alkej-137	383	18	النظام	النظام	PROPN
alkej-137	383	19	بشكل	بشكل	NOUN
alkej-137	383	20	فعالتعاوني	فعالتعاوني	VERB
alkej-137	383	21	م	م	PRON