id	sid	tid	token	lemma	pos
cet-3930	1	1	chemical	chemical	NOUN
cet-3930	1	2	engineering	engineering	NOUN
cet-3930	1	3	transactions	transaction	NOUN
cet-3930	1	4	vol	vol	NOUN
cet-3930	1	5	.	.	PROPN
cet-3930	2	1	51	51	NUM
cet-3930	2	2	,	,	PUNCT
cet-3930	2	3	2016	2016	NUM
cet-3930	2	4	a	a	DET
cet-3930	2	5	publication	publication	NOUN
cet-3930	2	6	of	of	ADP
cet-3930	2	7	the	the	DET
cet-3930	2	8	italian	italian	ADJ
cet-3930	2	9	association	association	NOUN
cet-3930	2	10	of	of	ADP
cet-3930	2	11	chemical	chemical	PROPN
cet-3930	2	12	engineering	engineering	NOUN
cet-3930	2	13	online	online	ADV
cet-3930	2	14	at	at	ADP
cet-3930	2	15	www.aidic.it/cet	www.aidic.it/cet	PROPN
cet-3930	2	16	guest	guest	NOUN
cet-3930	2	17	editors	editor	NOUN
cet-3930	2	18	:	:	PUNCT
cet-3930	2	19	tichun	tichun	PROPN
cet-3930	2	20	wang	wang	PROPN
cet-3930	2	21	,	,	PUNCT
cet-3930	2	22	hongyang	hongyang	PROPN
cet-3930	2	23	zhang	zhang	PROPN
cet-3930	2	24	,	,	PUNCT
cet-3930	2	25	lei	lei	PROPN
cet-3930	2	26	tian	tian	ADJ
cet-3930	2	27	copyright	copyright	NOUN
cet-3930	2	28	©	©	PROPN
cet-3930	2	29	2016	2016	NUM
cet-3930	2	30	,	,	PUNCT
cet-3930	2	31	aidic	aidic	ADJ
cet-3930	2	32	servizi	servizi	PROPN
cet-3930	2	33	s.r.l	s.r.l	NOUN
cet-3930	2	34	.	.	PUNCT
cet-3930	2	35	,	,	PUNCT
cet-3930	2	36	isbn	isbn	PROPN
cet-3930	2	37	978	978	NUM
cet-3930	2	38	-	-	SYM
cet-3930	2	39	88	88	NUM
cet-3930	2	40	-	-	PUNCT
cet-3930	2	41	95608	95608	NUM
cet-3930	2	42	-	-	PUNCT
cet-3930	2	43	43	43	NUM
cet-3930	2	44	-	-	SYM
cet-3930	2	45	3	3	NUM
cet-3930	2	46	;	;	PUNCT
cet-3930	2	47	issn	issn	PROPN
cet-3930	2	48	2283	2283	NUM
cet-3930	2	49	-	-	SYM
cet-3930	2	50	9216	9216	NUM
cet-3930	2	51	research	research	NOUN
cet-3930	2	52	on	on	ADP
cet-3930	2	53	key	key	ADJ
cet-3930	2	54	technology	technology	NOUN
cet-3930	2	55	of	of	ADP
cet-3930	2	56	network	network	NOUN
cet-3930	2	57	intrusion	intrusion	NOUN
cet-3930	2	58	detection	detection	NOUN
cet-3930	2	59	system	system	NOUN
cet-3930	2	60	based	base	VERB
cet-3930	2	61	on	on	ADP
cet-3930	2	62	improved	improve	VERB
cet-3930	2	63	ga	ga	PROPN
cet-3930	2	64	-	-	PUNCT
cet-3930	2	65	bpnn	bpnn	NOUN
cet-3930	2	66	algorithm	algorithm	PROPN
cet-3930	2	67	haifeng	haifeng	PROPN
cet-3930	2	68	hua	hua	PROPN
cet-3930	2	69	,	,	PUNCT
cet-3930	2	70	weina	weina	VERB
cet-3930	2	71	heb	heb	PROPN
cet-3930	2	72	*	*	PROPN
cet-3930	2	73	acollege	acollege	NOUN
cet-3930	2	74	of	of	ADP
cet-3930	2	75	information	information	NOUN
cet-3930	2	76	technology	technology	NOUN
cet-3930	2	77	,	,	PUNCT
cet-3930	2	78	pingdingshan	pingdingshan	PROPN
cet-3930	2	79	university	university	PROPN
cet-3930	2	80	,	,	PUNCT
cet-3930	2	81	pingdingshan	pingdingshan	PROPN
cet-3930	2	82	,	,	PUNCT
cet-3930	2	83	henan	henan	PROPN
cet-3930	2	84	467000	467000	NUM
cet-3930	2	85	,	,	PUNCT
cet-3930	2	86	china	china	PROPN
cet-3930	2	87	;	;	PUNCT
cet-3930	2	88	bcomputer	bcomputer	PROPN
cet-3930	2	89	college	college	PROPN
cet-3930	2	90	,	,	PUNCT
cet-3930	2	91	pingdingshan	pingdingshan	PROPN
cet-3930	2	92	university	university	PROPN
cet-3930	2	93	,	,	PUNCT
cet-3930	2	94	pingdingshan	pingdingshan	PROPN
cet-3930	2	95	,	,	PUNCT
cet-3930	2	96	henan	henan	PROPN
cet-3930	2	97	467000	467000	NUM
cet-3930	2	98	,	,	PUNCT
cet-3930	2	99	china	china	PROPN
cet-3930	2	100	;	;	PUNCT
cet-3930	2	101	heweina_lvyin@163.com	heweina_lvyin@163.com	X
cet-3930	2	102	in	in	ADP
cet-3930	2	103	recent	recent	ADJ
cet-3930	2	104	years	year	NOUN
cet-3930	2	105	,	,	PUNCT
cet-3930	2	106	with	with	ADP
cet-3930	2	107	the	the	DET
cet-3930	2	108	rapid	rapid	ADJ
cet-3930	2	109	development	development	NOUN
cet-3930	2	110	of	of	ADP
cet-3930	2	111	information	information	NOUN
cet-3930	2	112	and	and	CCONJ
cet-3930	2	113	network	network	NOUN
cet-3930	2	114	technology	technology	NOUN
cet-3930	2	115	,	,	PUNCT
cet-3930	2	116	computer	computer	NOUN
cet-3930	2	117	and	and	CCONJ
cet-3930	2	118	network	network	NOUN
cet-3930	2	119	infrastructure	infrastructure	NOUN
cet-3930	2	120	has	have	AUX
cet-3930	2	121	become	become	VERB
cet-3930	2	122	a	a	DET
cet-3930	2	123	popular	popular	ADJ
cet-3930	2	124	target	target	NOUN
cet-3930	2	125	of	of	ADP
cet-3930	2	126	hacker	hacker	NOUN
cet-3930	2	127	attacks	attack	NOUN
cet-3930	2	128	.	.	PUNCT
cet-3930	3	1	the	the	DET
cet-3930	3	2	intense	intense	ADJ
cet-3930	3	3	demand	demand	NOUN
cet-3930	3	4	for	for	ADP
cet-3930	3	5	electronic	electronic	ADJ
cet-3930	3	6	commerce	commerce	NOUN
cet-3930	3	7	has	have	AUX
cet-3930	3	8	intensified	intensify	VERB
cet-3930	3	9	the	the	DET
cet-3930	3	10	growth	growth	NOUN
cet-3930	3	11	of	of	ADP
cet-3930	3	12	hacking	hack	VERB
cet-3930	3	13	incidents	incident	NOUN
cet-3930	3	14	.	.	PUNCT
cet-3930	4	1	network	network	NOUN
cet-3930	4	2	security	security	NOUN
cet-3930	4	3	is	be	AUX
cet-3930	4	4	a	a	DET
cet-3930	4	5	systematic	systematic	ADJ
cet-3930	4	6	concept	concept	NOUN
cet-3930	4	7	,	,	PUNCT
cet-3930	4	8	and	and	CCONJ
cet-3930	4	9	the	the	DET
cet-3930	4	10	effective	effective	ADJ
cet-3930	4	11	security	security	NOUN
cet-3930	4	12	policy	policy	NOUN
cet-3930	4	13	or	or	CCONJ
cet-3930	4	14	scheme	scheme	NOUN
cet-3930	4	15	is	be	AUX
cet-3930	4	16	the	the	DET
cet-3930	4	17	primary	primary	ADJ
cet-3930	4	18	goal	goal	NOUN
cet-3930	4	19	of	of	ADP
cet-3930	4	20	network	network	NOUN
cet-3930	4	21	information	information	NOUN
cet-3930	4	22	security	security	NOUN
cet-3930	4	23	.	.	PUNCT
cet-3930	5	1	so	so	ADV
cet-3930	5	2	,	,	PUNCT
cet-3930	5	3	the	the	DET
cet-3930	5	4	intrusion	intrusion	NOUN
cet-3930	5	5	detection	detection	NOUN
cet-3930	5	6	is	be	AUX
cet-3930	5	7	one	one	NUM
cet-3930	5	8	of	of	ADP
cet-3930	5	9	the	the	DET
cet-3930	5	10	main	main	ADJ
cet-3930	5	11	research	research	NOUN
cet-3930	5	12	directions	direction	NOUN
cet-3930	5	13	in	in	ADP
cet-3930	5	14	the	the	DET
cet-3930	5	15	field	field	NOUN
cet-3930	5	16	of	of	ADP
cet-3930	5	17	network	network	NOUN
cet-3930	5	18	security	security	NOUN
cet-3930	5	19	.	.	PUNCT
cet-3930	6	1	because	because	SCONJ
cet-3930	6	2	the	the	DET
cet-3930	6	3	intrusion	intrusion	NOUN
cet-3930	6	4	detection	detection	NOUN
cet-3930	6	5	system(ids	system(id	NOUN
cet-3930	6	6	)	)	PUNCT
cet-3930	6	7	has	have	VERB
cet-3930	6	8	its	its	PRON
cet-3930	6	9	own	own	ADJ
cet-3930	6	10	limitations	limitation	NOUN
cet-3930	6	11	and	and	CCONJ
cet-3930	6	12	technical	technical	ADJ
cet-3930	6	13	difficulties	difficulty	NOUN
cet-3930	6	14	,	,	PUNCT
cet-3930	6	15	how	how	SCONJ
cet-3930	6	16	to	to	PART
cet-3930	6	17	apply	apply	VERB
cet-3930	6	18	all	all	DET
cet-3930	6	19	kinds	kind	NOUN
cet-3930	6	20	of	of	ADP
cet-3930	6	21	intelligent	intelligent	ADJ
cet-3930	6	22	artificial	artificial	ADJ
cet-3930	6	23	intelligence	intelligence	NOUN
cet-3930	6	24	algorithms	algorithm	NOUN
cet-3930	6	25	to	to	PART
cet-3930	6	26	intrusion	intrusion	NOUN
cet-3930	6	27	detection	detection	NOUN
cet-3930	6	28	technology	technology	NOUN
cet-3930	6	29	is	be	AUX
cet-3930	6	30	the	the	DET
cet-3930	6	31	key	key	NOUN
cet-3930	6	32	to	to	PART
cet-3930	6	33	improve	improve	VERB
cet-3930	6	34	the	the	DET
cet-3930	6	35	efficiency	efficiency	NOUN
cet-3930	6	36	of	of	ADP
cet-3930	6	37	intrusion	intrusion	NOUN
cet-3930	6	38	detection	detection	NOUN
cet-3930	6	39	.	.	PUNCT
cet-3930	7	1	in	in	ADP
cet-3930	7	2	order	order	NOUN
cet-3930	7	3	to	to	PART
cet-3930	7	4	solve	solve	VERB
cet-3930	7	5	the	the	DET
cet-3930	7	6	problem	problem	NOUN
cet-3930	7	7	of	of	ADP
cet-3930	7	8	traditional	traditional	ADJ
cet-3930	7	9	intrusion	intrusion	NOUN
cet-3930	7	10	detection	detection	NOUN
cet-3930	7	11	algorithm	algorithm	NOUN
cet-3930	7	12	in	in	ADP
cet-3930	7	13	the	the	DET
cet-3930	7	14	presence	presence	NOUN
cet-3930	7	15	of	of	ADP
cet-3930	7	16	high	high	ADJ
cet-3930	7	17	false	false	ADJ
cet-3930	7	18	negative	negative	ADJ
cet-3930	7	19	rate	rate	NOUN
cet-3930	7	20	and	and	CCONJ
cet-3930	7	21	high	high	ADJ
cet-3930	7	22	false	false	ADJ
cet-3930	7	23	positive	positive	ADJ
cet-3930	7	24	rate	rate	NOUN
cet-3930	7	25	,	,	PUNCT
cet-3930	7	26	combined	combine	VERB
cet-3930	7	27	with	with	ADP
cet-3930	7	28	the	the	DET
cet-3930	7	29	advantages	advantage	NOUN
cet-3930	7	30	of	of	ADP
cet-3930	7	31	bp	bp	PROPN
cet-3930	7	32	neural	neural	ADJ
cet-3930	7	33	network	network	NOUN
cet-3930	7	34	algorithm	algorithm	NOUN
cet-3930	7	35	,	,	PUNCT
cet-3930	7	36	this	this	DET
cet-3930	7	37	paper	paper	NOUN
cet-3930	7	38	puts	put	VERB
cet-3930	7	39	forward	forward	ADV
cet-3930	7	40	a	a	DET
cet-3930	7	41	kind	kind	NOUN
cet-3930	7	42	of	of	ADP
cet-3930	7	43	intrusion	intrusion	NOUN
cet-3930	7	44	detection	detection	NOUN
cet-3930	7	45	algorithm	algorithm	NOUN
cet-3930	7	46	which	which	PRON
cet-3930	7	47	is	be	AUX
cet-3930	7	48	used	use	VERB
cet-3930	7	49	the	the	DET
cet-3930	7	50	genetic	genetic	ADJ
cet-3930	7	51	algorithm	algorithm	NOUN
cet-3930	7	52	to	to	PART
cet-3930	7	53	optimize	optimize	VERB
cet-3930	7	54	the	the	DET
cet-3930	7	55	bp	bp	PROPN
cet-3930	7	56	neural	neural	ADJ
cet-3930	7	57	network	network	NOUN
cet-3930	7	58	algorithm	algorithm	NOUN
cet-3930	7	59	.	.	PUNCT
cet-3930	8	1	firstly	firstly	ADV
cet-3930	8	2	,	,	PUNCT
cet-3930	8	3	we	we	PRON
cet-3930	8	4	find	find	VERB
cet-3930	8	5	the	the	DET
cet-3930	8	6	most	most	ADV
cet-3930	8	7	suitable	suitable	ADJ
cet-3930	8	8	weights	weight	NOUN
cet-3930	8	9	of	of	ADP
cet-3930	8	10	bp	bp	PROPN
cet-3930	8	11	neural	neural	ADJ
cet-3930	8	12	network	network	NOUN
cet-3930	8	13	by	by	ADP
cet-3930	8	14	genetic	genetic	ADJ
cet-3930	8	15	algorithm	algorithm	NOUN
cet-3930	8	16	.	.	PUNCT
cet-3930	9	1	then	then	ADV
cet-3930	9	2	,	,	PUNCT
cet-3930	9	3	we	we	PRON
cet-3930	9	4	use	use	VERB
cet-3930	9	5	the	the	DET
cet-3930	9	6	optimized	optimize	VERB
cet-3930	9	7	bp	bp	PROPN
cet-3930	9	8	neural	neural	ADJ
cet-3930	9	9	network	network	NOUN
cet-3930	9	10	for	for	ADP
cet-3930	9	11	model	model	NOUN
cet-3930	9	12	learning	learning	NOUN
cet-3930	9	13	and	and	CCONJ
cet-3930	9	14	testing	testing	NOUN
cet-3930	9	15	.	.	PUNCT
cet-3930	10	1	simulation	simulation	NOUN
cet-3930	10	2	results	result	NOUN
cet-3930	10	3	show	show	VERB
cet-3930	10	4	that	that	SCONJ
cet-3930	10	5	compared	compare	VERB
cet-3930	10	6	with	with	ADP
cet-3930	10	7	the	the	DET
cet-3930	10	8	traditional	traditional	ADJ
cet-3930	10	9	network	network	NOUN
cet-3930	10	10	intrusion	intrusion	NOUN
cet-3930	10	11	detection	detection	NOUN
cet-3930	10	12	algorithm	algorithm	NOUN
cet-3930	10	13	,	,	PUNCT
cet-3930	10	14	the	the	DET
cet-3930	10	15	training	training	NOUN
cet-3930	10	16	time	time	NOUN
cet-3930	10	17	is	be	AUX
cet-3930	10	18	shorter	short	ADJ
cet-3930	10	19	,	,	PUNCT
cet-3930	10	20	and	and	CCONJ
cet-3930	10	21	the	the	DET
cet-3930	10	22	algorithm	algorithm	NOUN
cet-3930	10	23	has	have	VERB
cet-3930	10	24	better	well	ADJ
cet-3930	10	25	recognition	recognition	NOUN
cet-3930	10	26	rate	rate	NOUN
cet-3930	10	27	and	and	CCONJ
cet-3930	10	28	detection	detection	NOUN
cet-3930	10	29	rate	rate	NOUN
cet-3930	10	30	.	.	PUNCT
cet-3930	11	1	1	1	X
cet-3930	11	2	.	.	X
cet-3930	11	3	introduction	introduction	NOUN
cet-3930	11	4	in	in	ADP
cet-3930	11	5	recent	recent	ADJ
cet-3930	11	6	years	year	NOUN
cet-3930	11	7	,	,	PUNCT
cet-3930	11	8	with	with	ADP
cet-3930	11	9	the	the	DET
cet-3930	11	10	rapid	rapid	ADJ
cet-3930	11	11	development	development	NOUN
cet-3930	11	12	of	of	ADP
cet-3930	11	13	information	information	NOUN
cet-3930	11	14	and	and	CCONJ
cet-3930	11	15	network	network	NOUN
cet-3930	11	16	technology	technology	NOUN
cet-3930	11	17	,	,	PUNCT
cet-3930	11	18	computer	computer	NOUN
cet-3930	11	19	and	and	CCONJ
cet-3930	11	20	network	network	NOUN
cet-3930	11	21	infrastructure	infrastructure	NOUN
cet-3930	11	22	has	have	AUX
cet-3930	11	23	become	become	VERB
cet-3930	11	24	a	a	DET
cet-3930	11	25	popular	popular	ADJ
cet-3930	11	26	target	target	NOUN
cet-3930	11	27	of	of	ADP
cet-3930	11	28	hacker	hacker	NOUN
cet-3930	11	29	attacks	attack	NOUN
cet-3930	11	30	.	.	PUNCT
cet-3930	12	1	the	the	DET
cet-3930	12	2	intense	intense	ADJ
cet-3930	12	3	demand	demand	NOUN
cet-3930	12	4	for	for	ADP
cet-3930	12	5	electronic	electronic	ADJ
cet-3930	12	6	commerce	commerce	NOUN
cet-3930	12	7	has	have	AUX
cet-3930	12	8	intensified	intensify	VERB
cet-3930	12	9	the	the	DET
cet-3930	12	10	growth	growth	NOUN
cet-3930	12	11	of	of	ADP
cet-3930	12	12	hacking	hack	VERB
cet-3930	12	13	incidents	incident	NOUN
cet-3930	12	14	.	.	PUNCT
cet-3930	13	1	network	network	NOUN
cet-3930	13	2	security	security	NOUN
cet-3930	13	3	is	be	AUX
cet-3930	13	4	a	a	DET
cet-3930	13	5	systematic	systematic	ADJ
cet-3930	13	6	concept	concept	NOUN
cet-3930	13	7	,	,	PUNCT
cet-3930	13	8	and	and	CCONJ
cet-3930	13	9	the	the	DET
cet-3930	13	10	effective	effective	ADJ
cet-3930	13	11	security	security	NOUN
cet-3930	13	12	policy	policy	NOUN
cet-3930	13	13	or	or	CCONJ
cet-3930	13	14	scheme	scheme	NOUN
cet-3930	13	15	is	be	AUX
cet-3930	13	16	the	the	DET
cet-3930	13	17	primary	primary	ADJ
cet-3930	13	18	goal	goal	NOUN
cet-3930	13	19	of	of	ADP
cet-3930	13	20	network	network	NOUN
cet-3930	13	21	information	information	NOUN
cet-3930	13	22	security	security	NOUN
cet-3930	13	23	.	.	PUNCT
cet-3930	14	1	so	so	ADV
cet-3930	14	2	,	,	PUNCT
cet-3930	14	3	the	the	DET
cet-3930	14	4	intrusion	intrusion	NOUN
cet-3930	14	5	detection	detection	NOUN
cet-3930	14	6	is	be	AUX
cet-3930	14	7	one	one	NUM
cet-3930	14	8	of	of	ADP
cet-3930	14	9	the	the	DET
cet-3930	14	10	main	main	ADJ
cet-3930	14	11	research	research	NOUN
cet-3930	14	12	directions	direction	NOUN
cet-3930	14	13	in	in	ADP
cet-3930	14	14	the	the	DET
cet-3930	14	15	field	field	NOUN
cet-3930	14	16	of	of	ADP
cet-3930	14	17	network	network	NOUN
cet-3930	14	18	security	security	NOUN
cet-3930	14	19	.	.	PUNCT
cet-3930	15	1	because	because	SCONJ
cet-3930	15	2	the	the	DET
cet-3930	15	3	intrusion	intrusion	NOUN
cet-3930	15	4	detection	detection	NOUN
cet-3930	15	5	system(ids	system(id	NOUN
cet-3930	15	6	)	)	PUNCT
cet-3930	15	7	has	have	VERB
cet-3930	15	8	its	its	PRON
cet-3930	15	9	own	own	ADJ
cet-3930	15	10	limitations	limitation	NOUN
cet-3930	15	11	and	and	CCONJ
cet-3930	15	12	technical	technical	ADJ
cet-3930	15	13	difficulties	difficulty	NOUN
cet-3930	15	14	,	,	PUNCT
cet-3930	15	15	how	how	SCONJ
cet-3930	15	16	to	to	PART
cet-3930	15	17	apply	apply	VERB
cet-3930	15	18	all	all	DET
cet-3930	15	19	kinds	kind	NOUN
cet-3930	15	20	of	of	ADP
cet-3930	15	21	intelligent	intelligent	ADJ
cet-3930	15	22	artificial	artificial	ADJ
cet-3930	15	23	intelligence	intelligence	NOUN
cet-3930	15	24	algorithms	algorithm	NOUN
cet-3930	15	25	to	to	PART
cet-3930	15	26	intrusion	intrusion	NOUN
cet-3930	15	27	detection	detection	NOUN
cet-3930	15	28	technology	technology	NOUN
cet-3930	15	29	is	be	AUX
cet-3930	15	30	the	the	DET
cet-3930	15	31	key	key	NOUN
cet-3930	15	32	to	to	PART
cet-3930	15	33	improve	improve	VERB
cet-3930	15	34	the	the	DET
cet-3930	15	35	efficiency	efficiency	NOUN
cet-3930	15	36	of	of	ADP
cet-3930	15	37	intrusion	intrusion	NOUN
cet-3930	15	38	detection(koc	detection(koc	VERB
cet-3930	15	39	,	,	PUNCT
cet-3930	15	40	et	et	PROPN
cet-3930	15	41	al	al	PROPN
cet-3930	15	42	.	.	PROPN
cet-3930	15	43	,	,	PUNCT
cet-3930	15	44	2012	2012	NUM
cet-3930	15	45	;	;	PUNCT
cet-3930	15	46	shon	shon	PROPN
cet-3930	15	47	,	,	PUNCT
cet-3930	15	48	et	et	PROPN
cet-3930	15	49	al	al	PROPN
cet-3930	15	50	.	.	PROPN
cet-3930	15	51	,	,	PUNCT
cet-3930	15	52	2006	2006	NUM
cet-3930	15	53	;	;	PUNCT
cet-3930	15	54	zhang	zhang	PROPN
cet-3930	15	55	,	,	PUNCT
cet-3930	15	56	et	et	PROPN
cet-3930	15	57	al	al	PROPN
cet-3930	15	58	.	.	PROPN
cet-3930	15	59	,	,	PUNCT
cet-3930	15	60	2008	2008	NUM
cet-3930	15	61	;	;	PUNCT
cet-3930	15	62	srinivas	srinivas	PROPN
cet-3930	15	63	,	,	PUNCT
cet-3930	15	64	2002	2002	NUM
cet-3930	15	65	)	)	PUNCT
cet-3930	15	66	.	.	PUNCT
cet-3930	16	1	at	at	ADP
cet-3930	16	2	present	present	ADJ
cet-3930	16	3	,	,	PUNCT
cet-3930	16	4	many	many	ADJ
cet-3930	16	5	effective	effective	ADJ
cet-3930	16	6	intrusion	intrusion	NOUN
cet-3930	16	7	detection	detection	NOUN
cet-3930	16	8	classification	classification	NOUN
cet-3930	16	9	models	model	NOUN
cet-3930	16	10	are	be	AUX
cet-3930	16	11	proposed	propose	VERB
cet-3930	16	12	.	.	PUNCT
cet-3930	17	1	guan	guan	PROPN
cet-3930	17	2	jian	jian	PROPN
cet-3930	17	3	and	and	CCONJ
cet-3930	17	4	liu	liu	PROPN
cet-3930	17	5	daxin(2004	daxin(2004	PROPN
cet-3930	17	6	)	)	PUNCT
cet-3930	17	7	use	use	VERB
cet-3930	17	8	genetic	genetic	ADJ
cet-3930	17	9	algorithm	algorithm	NOUN
cet-3930	17	10	to	to	PART
cet-3930	17	11	search	search	VERB
cet-3930	17	12	the	the	DET
cet-3930	17	13	characteristic	characteristic	ADJ
cet-3930	17	14	space	space	NOUN
cet-3930	17	15	of	of	ADP
cet-3930	17	16	network	network	NOUN
cet-3930	17	17	data	datum	NOUN
cet-3930	17	18	.	.	PUNCT
cet-3930	18	1	through	through	ADP
cet-3930	18	2	genetic	genetic	ADJ
cet-3930	18	3	operations	operation	NOUN
cet-3930	18	4	,	,	PUNCT
cet-3930	18	5	the	the	DET
cet-3930	18	6	algorithm	algorithm	NOUN
cet-3930	18	7	produces	produce	VERB
cet-3930	18	8	individuals	individual	NOUN
cet-3930	18	9	with	with	ADP
cet-3930	18	10	a	a	DET
cet-3930	18	11	high	high	ADJ
cet-3930	18	12	degree	degree	NOUN
cet-3930	18	13	of	of	ADP
cet-3930	18	14	adaptability	adaptability	NOUN
cet-3930	18	15	,	,	PUNCT
cet-3930	18	16	thereby	thereby	ADV
cet-3930	18	17	automatically	automatically	ADV
cet-3930	18	18	summing	sum	VERB
cet-3930	18	19	up	up	ADP
cet-3930	18	20	the	the	DET
cet-3930	18	21	common	common	ADJ
cet-3930	18	22	attributes	attribute	NOUN
cet-3930	18	23	of	of	ADP
cet-3930	18	24	the	the	DET
cet-3930	18	25	invasion	invasion	NOUN
cet-3930	18	26	.	.	PUNCT
cet-3930	19	1	zhang	zhang	PROPN
cet-3930	19	2	fengbin	fengbin	PROPN
cet-3930	19	3	,	,	PUNCT
cet-3930	19	4	yang	yang	PROPN
cet-3930	19	5	yongtian	yongtian	PROPN
cet-3930	19	6	,	,	PUNCT
cet-3930	19	7	jiang	jiang	PROPN
cet-3930	19	8	ziyang(2004	ziyang(2004	PROPN
cet-3930	19	9	)	)	PUNCT
cet-3930	19	10	use	use	VERB
cet-3930	19	11	the	the	DET
cet-3930	19	12	properties	property	NOUN
cet-3930	19	13	of	of	ADP
cet-3930	19	14	the	the	DET
cet-3930	19	15	system	system	NOUN
cet-3930	19	16	as	as	ADP
cet-3930	19	17	feature	feature	NOUN
cet-3930	19	18	vectors	vector	NOUN
cet-3930	19	19	,	,	PUNCT
cet-3930	19	20	so	so	CCONJ
cet-3930	19	21	the	the	DET
cet-3930	19	22	normal	normal	ADJ
cet-3930	19	23	state	state	NOUN
cet-3930	19	24	of	of	ADP
cet-3930	19	25	system	system	NOUN
cet-3930	19	26	is	be	AUX
cet-3930	19	27	distributed	distribute	VERB
cet-3930	19	28	in	in	ADP
cet-3930	19	29	the	the	DET
cet-3930	19	30	ndimensional	ndimensional	ADJ
cet-3930	19	31	space	space	NOUN
cet-3930	19	32	.	.	PUNCT
cet-3930	20	1	then	then	ADV
cet-3930	20	2	,	,	PUNCT
cet-3930	20	3	they	they	PRON
cet-3930	20	4	use	use	VERB
cet-3930	20	5	the	the	DET
cet-3930	20	6	genetic	genetic	ADJ
cet-3930	20	7	algorithm	algorithm	NOUN
cet-3930	20	8	to	to	PART
cet-3930	20	9	cover	cover	VERB
cet-3930	20	10	the	the	DET
cet-3930	20	11	abnormal	abnormal	ADJ
cet-3930	20	12	space	space	NOUN
cet-3930	20	13	,	,	PUNCT
cet-3930	20	14	so	so	SCONJ
cet-3930	20	15	as	as	SCONJ
cet-3930	20	16	to	to	PART
cet-3930	20	17	establish	establish	VERB
cet-3930	20	18	the	the	DET
cet-3930	20	19	anomaly	anomaly	NOUN
cet-3930	20	20	detection	detection	NOUN
cet-3930	20	21	model	model	NOUN
cet-3930	20	22	.	.	PUNCT
cet-3930	21	1	ludovi	ludovi	PROPN
cet-3930	21	2	m(1993	m(1993	PRON
cet-3930	21	3	)	)	PUNCT
cet-3930	21	4	also	also	ADV
cet-3930	21	5	uses	use	VERB
cet-3930	21	6	the	the	DET
cet-3930	21	7	genetic	genetic	ADJ
cet-3930	21	8	algorithm	algorithm	NOUN
cet-3930	21	9	to	to	PART
cet-3930	21	10	analyze	analyze	VERB
cet-3930	21	11	the	the	DET
cet-3930	21	12	safety	safety	NOUN
cet-3930	21	13	audit	audit	NOUN
cet-3930	21	14	.	.	PUNCT
cet-3930	22	1	the	the	DET
cet-3930	22	2	research	research	NOUN
cet-3930	22	3	of	of	ADP
cet-3930	22	4	intrusion	intrusion	NOUN
cet-3930	22	5	detection	detection	NOUN
cet-3930	22	6	technology	technology	NOUN
cet-3930	22	7	based	base	VERB
cet-3930	22	8	on	on	ADP
cet-3930	22	9	neural	neural	ADJ
cet-3930	22	10	network	network	NOUN
cet-3930	22	11	is	be	AUX
cet-3930	22	12	mainly	mainly	ADV
cet-3930	22	13	focused	focus	VERB
cet-3930	22	14	on	on	ADP
cet-3930	22	15	the	the	DET
cet-3930	22	16	selection	selection	NOUN
cet-3930	22	17	of	of	ADP
cet-3930	22	18	intrusion	intrusion	NOUN
cet-3930	22	19	features	feature	NOUN
cet-3930	22	20	and	and	CCONJ
cet-3930	22	21	the	the	DET
cet-3930	22	22	establishment	establishment	NOUN
cet-3930	22	23	of	of	ADP
cet-3930	22	24	the	the	DET
cet-3930	22	25	detection	detection	NOUN
cet-3930	22	26	model	model	NOUN
cet-3930	22	27	.	.	PUNCT
cet-3930	23	1	k.fox	k.fox	PROPN
cet-3930	23	2	et	et	PROPN
cet-3930	23	3	al(1990	al(1990	PROPN
cet-3930	23	4	)	)	PUNCT
cet-3930	23	5	establish	establish	VERB
cet-3930	23	6	an	an	DET
cet-3930	23	7	intrusion	intrusion	NOUN
cet-3930	23	8	detection	detection	NOUN
cet-3930	23	9	model	model	NOUN
cet-3930	23	10	based	base	VERB
cet-3930	23	11	on	on	ADP
cet-3930	23	12	the	the	DET
cet-3930	23	13	multilayer	multilayer	ADJ
cet-3930	23	14	perceptron	perceptron	NOUN
cet-3930	23	15	and	and	CCONJ
cet-3930	23	16	multilayer	multilayer	ADJ
cet-3930	23	17	back	back	ADJ
cet-3930	23	18	propagation	propagation	NOUN
cet-3930	23	19	neural	neural	ADJ
cet-3930	23	20	network	network	NOUN
cet-3930	23	21	,	,	PUNCT
cet-3930	23	22	which	which	PRON
cet-3930	23	23	has	have	AUX
cet-3930	23	24	achieved	achieve	VERB
cet-3930	23	25	good	good	ADJ
cet-3930	23	26	results	result	NOUN
cet-3930	23	27	.	.	PUNCT
cet-3930	24	1	based	base	VERB
cet-3930	24	2	on	on	ADP
cet-3930	24	3	the	the	DET
cet-3930	24	4	traditional	traditional	ADJ
cet-3930	24	5	intrusion	intrusion	NOUN
cet-3930	24	6	detection	detection	NOUN
cet-3930	24	7	algorithm	algorithm	NOUN
cet-3930	24	8	,	,	PUNCT
cet-3930	24	9	the	the	DET
cet-3930	24	10	intrusion	intrusion	NOUN
cet-3930	24	11	detection	detection	NOUN
cet-3930	24	12	algorithm	algorithm	NOUN
cet-3930	24	13	based	base	VERB
cet-3930	24	14	on	on	ADP
cet-3930	24	15	the	the	DET
cet-3930	24	16	cloud	cloud	NOUN
cet-3930	24	17	environment	environment	NOUN
cet-3930	24	18	has	have	AUX
cet-3930	24	19	also	also	ADV
cet-3930	24	20	been	be	AUX
cet-3930	24	21	developed	develop	VERB
cet-3930	24	22	rapidly	rapidly	ADV
cet-3930	24	23	.	.	PUNCT
cet-3930	25	1	mazzariello	mazzariello	VERB
cet-3930	25	2	c	c	PROPN
cet-3930	25	3	et	et	PROPN
cet-3930	25	4	al(2010	al(2010	PROPN
cet-3930	25	5	)	)	PUNCT
cet-3930	25	6	propose	propose	VERB
cet-3930	25	7	an	an	DET
cet-3930	25	8	intrusion	intrusion	NOUN
cet-3930	25	9	detection	detection	NOUN
cet-3930	25	10	system	system	NOUN
cet-3930	25	11	based	base	VERB
cet-3930	25	12	on	on	ADP
cet-3930	25	13	the	the	DET
cet-3930	25	14	network	network	NOUN
cet-3930	25	15	in	in	ADP
cet-3930	25	16	the	the	DET
cet-3930	25	17	cloud	cloud	NOUN
cet-3930	25	18	environment	environment	NOUN
cet-3930	25	19	,	,	PUNCT
cet-3930	25	20	and	and	CCONJ
cet-3930	25	21	they	they	PRON
cet-3930	25	22	define	define	VERB
cet-3930	25	23	a	a	DET
cet-3930	25	24	series	series	NOUN
cet-3930	25	25	of	of	ADP
cet-3930	25	26	intrusion	intrusion	NOUN
cet-3930	25	27	rules	rule	NOUN
cet-3930	25	28	,	,	PUNCT
cet-3930	25	29	so	so	SCONJ
cet-3930	25	30	as	as	SCONJ
cet-3930	25	31	to	to	PART
cet-3930	25	32	determine	determine	VERB
cet-3930	25	33	whether	whether	SCONJ
cet-3930	25	34	the	the	DET
cet-3930	25	35	corresponding	correspond	VERB
cet-3930	25	36	behaviour	behaviour	NOUN
cet-3930	25	37	belongs	belong	VERB
cet-3930	25	38	to	to	ADP
cet-3930	25	39	the	the	DET
cet-3930	25	40	intrusion	intrusion	NOUN
cet-3930	25	41	behaviour	behaviour	NOUN
cet-3930	25	42	.	.	PUNCT
cet-3930	26	1	doi	doi	NOUN
cet-3930	26	2	:	:	PUNCT
cet-3930	26	3	10.3303	10.3303	NUM
cet-3930	26	4	/	/	SYM
cet-3930	26	5	cet1651066	cet1651066	NOUN
cet-3930	26	6	please	please	INTJ
cet-3930	26	7	cite	cite	VERB
cet-3930	26	8	this	this	DET
cet-3930	26	9	article	article	NOUN
cet-3930	26	10	as	as	ADP
cet-3930	26	11	:	:	PUNCT
cet-3930	26	12	hu	hu	PROPN
cet-3930	26	13	h.f	h.f	PROPN
cet-3930	26	14	.	.	PROPN
cet-3930	26	15	,	,	PUNCT
cet-3930	26	16	he	he	PRON
cet-3930	26	17	w.n	w.n	VERB
cet-3930	26	18	.	.	PROPN
cet-3930	26	19	,	,	PUNCT
cet-3930	26	20	2016	2016	NUM
cet-3930	26	21	,	,	PUNCT
cet-3930	26	22	research	research	NOUN
cet-3930	26	23	on	on	ADP
cet-3930	26	24	key	key	ADJ
cet-3930	26	25	technology	technology	NOUN
cet-3930	26	26	of	of	ADP
cet-3930	26	27	network	network	NOUN
cet-3930	26	28	intrusion	intrusion	NOUN
cet-3930	26	29	detection	detection	NOUN
cet-3930	26	30	system	system	NOUN
cet-3930	26	31	based	base	VERB
cet-3930	26	32	on	on	ADP
cet-3930	26	33	improved	improved	ADJ
cet-3930	26	34	gabpnn	gabpnn	NOUN
cet-3930	26	35	algorithm	algorithm	NOUN
cet-3930	26	36	,	,	PUNCT
cet-3930	26	37	chemical	chemical	NOUN
cet-3930	26	38	engineering	engineering	NOUN
cet-3930	26	39	transactions	transaction	NOUN
cet-3930	26	40	,	,	PUNCT
cet-3930	26	41	51	51	NUM
cet-3930	26	42	,	,	PUNCT
cet-3930	26	43	391	391	NUM
cet-3930	26	44	-	-	SYM
cet-3930	26	45	396	396	NUM
cet-3930	26	46	doi:10.3303	doi:10.3303	NOUN
cet-3930	26	47	/	/	SYM
cet-3930	26	48	cet1651066	cet1651066	PROPN
cet-3930	26	49	391	391	NUM
cet-3930	26	50	chirag	chirag	PROPN
cet-3930	26	51	n.	n.	PROPN
cet-3930	26	52	modil	modil	PROPN
cet-3930	26	53	et	et	PROPN
cet-3930	26	54	al	al	PROPN
cet-3930	26	55	(	(	PUNCT
cet-3930	26	56	2012	2012	NUM
cet-3930	26	57	)	)	PUNCT
cet-3930	26	58	apply	apply	VERB
cet-3930	26	59	the	the	DET
cet-3930	26	60	bias	bias	NOUN
cet-3930	26	61	classifier	classifier	NOUN
cet-3930	26	62	and	and	CCONJ
cet-3930	26	63	snort	snort	VERB
cet-3930	26	64	based	base	VERB
cet-3930	26	65	network	network	NOUN
cet-3930	26	66	intrusion	intrusion	NOUN
cet-3930	26	67	detection	detection	NOUN
cet-3930	26	68	system	system	NOUN
cet-3930	26	69	to	to	ADP
cet-3930	26	70	the	the	DET
cet-3930	26	71	cloud	cloud	NOUN
cet-3930	26	72	environment	environment	NOUN
cet-3930	26	73	,	,	PUNCT
cet-3930	26	74	and	and	CCONJ
cet-3930	26	75	achieve	achieve	VERB
cet-3930	26	76	very	very	ADV
cet-3930	26	77	good	good	ADJ
cet-3930	26	78	classification	classification	NOUN
cet-3930	26	79	results	result	NOUN
cet-3930	26	80	.	.	PUNCT
cet-3930	27	1	pardeep	pardeep	VERB
cet-3930	27	2	kumar	kumar	PROPN
cet-3930	27	3	et	et	PROPN
cet-3930	27	4	al	al	PROPN
cet-3930	27	5	(	(	PUNCT
cet-3930	27	6	2011	2011	NUM
cet-3930	27	7	)	)	PUNCT
cet-3930	27	8	propose	propose	VERB
cet-3930	27	9	hidden	hide	VERB
cet-3930	27	10	markov	markov	NOUN
cet-3930	27	11	model(hmm	model(hmm	NOUN
cet-3930	27	12	)	)	PUNCT
cet-3930	27	13	based	base	VERB
cet-3930	27	14	on	on	ADP
cet-3930	27	15	clustering	clustering	ADJ
cet-3930	27	16	method	method	NOUN
cet-3930	27	17	,	,	PUNCT
cet-3930	27	18	the	the	DET
cet-3930	27	19	cloud	cloud	NOUN
cet-3930	27	20	intrusion	intrusion	NOUN
cet-3930	27	21	detection	detection	NOUN
cet-3930	27	22	technology	technology	NOUN
cet-3930	27	23	reduces	reduce	VERB
cet-3930	27	24	the	the	DET
cet-3930	27	25	amount	amount	NOUN
cet-3930	27	26	of	of	ADP
cet-3930	27	27	data	datum	NOUN
cet-3930	27	28	which	which	PRON
cet-3930	27	29	is	be	AUX
cet-3930	27	30	detected	detect	VERB
cet-3930	27	31	,	,	PUNCT
cet-3930	27	32	then	then	ADV
cet-3930	27	33	they	they	PRON
cet-3930	27	34	use	use	VERB
cet-3930	27	35	the	the	DET
cet-3930	27	36	hmm	hmm	NOUN
cet-3930	27	37	to	to	PART
cet-3930	27	38	track	track	VERB
cet-3930	27	39	the	the	DET
cet-3930	27	40	state	state	NOUN
cet-3930	27	41	transition	transition	NOUN
cet-3930	27	42	.	.	PUNCT
cet-3930	28	1	anand	anand	PROPN
cet-3930	28	2	kannan	kannan	PROPN
cet-3930	28	3	et	et	PROPN
cet-3930	28	4	al(2012	al(2012	PROPN
cet-3930	28	5	)	)	PUNCT
cet-3930	28	6	propose	propose	VERB
cet-3930	28	7	an	an	DET
cet-3930	28	8	intrusion	intrusion	NOUN
cet-3930	28	9	detection	detection	NOUN
cet-3930	28	10	technology	technology	NOUN
cet-3930	28	11	based	base	VERB
cet-3930	28	12	on	on	ADP
cet-3930	28	13	genetic	genetic	ADJ
cet-3930	28	14	algorithm	algorithm	NOUN
cet-3930	28	15	and	and	CCONJ
cet-3930	28	16	support	support	NOUN
cet-3930	28	17	vector	vector	NOUN
cet-3930	28	18	machine	machine	NOUN
cet-3930	28	19	in	in	ADP
cet-3930	28	20	cloud	cloud	NOUN
cet-3930	28	21	network	network	NOUN
cet-3930	28	22	.	.	PUNCT
cet-3930	29	1	vieira	vieira	PROPN
cet-3930	29	2	et	et	PROPN
cet-3930	29	3	al(2010	al(2010	PROPN
cet-3930	29	4	)	)	PUNCT
cet-3930	29	5	propose	propose	VERB
cet-3930	29	6	an	an	DET
cet-3930	29	7	intrusion	intrusion	NOUN
cet-3930	29	8	detection	detection	NOUN
cet-3930	29	9	system	system	NOUN
cet-3930	29	10	based	base	VERB
cet-3930	29	11	on	on	ADP
cet-3930	29	12	grid	grid	NOUN
cet-3930	29	13	and	and	CCONJ
cet-3930	29	14	cloud	cloud	NOUN
cet-3930	29	15	computing	computing	NOUN
cet-3930	29	16	.	.	PUNCT
cet-3930	30	1	this	this	DET
cet-3930	30	2	system	system	NOUN
cet-3930	30	3	can	can	AUX
cet-3930	30	4	be	be	AUX
cet-3930	30	5	used	use	VERB
cet-3930	30	6	to	to	PART
cet-3930	30	7	quickly	quickly	ADV
cet-3930	30	8	analyze	analyze	VERB
cet-3930	30	9	the	the	DET
cet-3930	30	10	behaviour	behaviour	NOUN
cet-3930	30	11	of	of	ADP
cet-3930	30	12	users	user	NOUN
cet-3930	30	13	by	by	ADP
cet-3930	30	14	using	use	VERB
cet-3930	30	15	feed	feed	NOUN
cet-3930	30	16	forward	forward	ADV
cet-3930	30	17	artificial	artificial	ADJ
cet-3930	30	18	neural	neural	ADJ
cet-3930	30	19	network	network	NOUN
cet-3930	30	20	.	.	PUNCT
cet-3930	31	1	2	2	X
cet-3930	31	2	.	.	X
cet-3930	31	3	intrusion	intrusion	NOUN
cet-3930	31	4	detection	detection	NOUN
cet-3930	31	5	system	system	NOUN
cet-3930	31	6	distributed	distribute	VERB
cet-3930	31	7	intrusion	intrusion	NOUN
cet-3930	31	8	detection	detection	NOUN
cet-3930	31	9	system	system	NOUN
cet-3930	31	10	is	be	AUX
cet-3930	31	11	called	call	VERB
cet-3930	31	12	hybrid	hybrid	ADJ
cet-3930	31	13	intrusion	intrusion	NOUN
cet-3930	31	14	detection	detection	NOUN
cet-3930	31	15	system	system	NOUN
cet-3930	31	16	.	.	PUNCT
cet-3930	32	1	most	most	ADJ
cet-3930	32	2	traditional	traditional	ADJ
cet-3930	32	3	intrusion	intrusion	NOUN
cet-3930	32	4	detection	detection	NOUN
cet-3930	32	5	system	system	NOUN
cet-3930	32	6	(	(	PUNCT
cet-3930	32	7	ids	id	NOUN
cet-3930	32	8	)	)	PUNCT
cet-3930	32	9	based	base	VERB
cet-3930	32	10	on	on	ADP
cet-3930	32	11	network	network	NOUN
cet-3930	32	12	or	or	CCONJ
cet-3930	32	13	host	host	NOUN
cet-3930	32	14	to	to	PART
cet-3930	32	15	identify	identify	VERB
cet-3930	32	16	and	and	CCONJ
cet-3930	32	17	avoid	avoid	VERB
cet-3930	32	18	attacks	attack	NOUN
cet-3930	32	19	.	.	PUNCT
cet-3930	33	1	in	in	ADP
cet-3930	33	2	either	either	DET
cet-3930	33	3	case	case	NOUN
cet-3930	33	4	,	,	PUNCT
cet-3930	33	5	the	the	DET
cet-3930	33	6	product	product	NOUN
cet-3930	33	7	is	be	AUX
cet-3930	33	8	looking	look	VERB
cet-3930	33	9	for	for	ADP
cet-3930	33	10	an	an	DET
cet-3930	33	11	attack	attack	NOUN
cet-3930	33	12	flag	flag	NOUN
cet-3930	33	13	,	,	PUNCT
cet-3930	33	14	which	which	PRON
cet-3930	33	15	is	be	AUX
cet-3930	33	16	a	a	DET
cet-3930	33	17	pattern	pattern	NOUN
cet-3930	33	18	that	that	PRON
cet-3930	33	19	represents	represent	VERB
cet-3930	33	20	a	a	DET
cet-3930	33	21	malicious	malicious	ADJ
cet-3930	33	22	or	or	CCONJ
cet-3930	33	23	suspicious	suspicious	ADJ
cet-3930	33	24	intent	intent	NOUN
cet-3930	33	25	.	.	PUNCT
cet-3930	34	1	on	on	ADP
cet-3930	34	2	one	one	NUM
cet-3930	34	3	hand	hand	NOUN
cet-3930	34	4	,	,	PUNCT
cet-3930	34	5	when	when	SCONJ
cet-3930	34	6	ids	id	NOUN
cet-3930	34	7	is	be	AUX
cet-3930	34	8	looking	look	VERB
cet-3930	34	9	for	for	ADP
cet-3930	34	10	these	these	DET
cet-3930	34	11	patterns	pattern	NOUN
cet-3930	34	12	in	in	ADP
cet-3930	34	13	the	the	DET
cet-3930	34	14	network	network	NOUN
cet-3930	34	15	,	,	PUNCT
cet-3930	34	16	it	it	PRON
cet-3930	34	17	is	be	AUX
cet-3930	34	18	based	base	VERB
cet-3930	34	19	on	on	ADP
cet-3930	34	20	the	the	DET
cet-3930	34	21	network	network	NOUN
cet-3930	34	22	.	.	PUNCT
cet-3930	35	1	on	on	ADP
cet-3930	35	2	the	the	DET
cet-3930	35	3	other	other	ADJ
cet-3930	35	4	hand	hand	NOUN
cet-3930	35	5	,	,	PUNCT
cet-3930	35	6	when	when	SCONJ
cet-3930	35	7	ids	id	NOUN
cet-3930	35	8	is	be	AUX
cet-3930	35	9	looking	look	VERB
cet-3930	35	10	for	for	ADP
cet-3930	35	11	an	an	DET
cet-3930	35	12	attack	attack	NOUN
cet-3930	35	13	flag	flag	NOUN
cet-3930	35	14	in	in	ADP
cet-3930	35	15	a	a	DET
cet-3930	35	16	record	record	NOUN
cet-3930	35	17	file	file	NOUN
cet-3930	35	18	,	,	PUNCT
cet-3930	35	19	it	it	PRON
cet-3930	35	20	is	be	AUX
cet-3930	35	21	based	base	VERB
cet-3930	35	22	on	on	ADP
cet-3930	35	23	the	the	DET
cet-3930	35	24	host	host	NOUN
cet-3930	35	25	computer	computer	NOUN
cet-3930	35	26	.	.	PUNCT
cet-3930	36	1	distributed	distribute	VERB
cet-3930	36	2	intrusion	intrusion	NOUN
cet-3930	36	3	detection	detection	NOUN
cet-3930	36	4	system	system	NOUN
cet-3930	36	5	combines	combine	VERB
cet-3930	36	6	the	the	DET
cet-3930	36	7	two	two	NUM
cet-3930	36	8	functions	function	NOUN
cet-3930	36	9	.	.	PUNCT
cet-3930	37	1	from	from	ADP
cet-3930	37	2	a	a	DET
cet-3930	37	3	functional	functional	ADJ
cet-3930	37	4	point	point	NOUN
cet-3930	37	5	of	of	ADP
cet-3930	37	6	view	view	NOUN
cet-3930	37	7	,	,	PUNCT
cet-3930	37	8	whether	whether	SCONJ
cet-3930	37	9	the	the	DET
cet-3930	37	10	type	type	NOUN
cet-3930	37	11	of	of	ADP
cet-3930	37	12	ids	id	NOUN
cet-3930	37	13	is	be	AUX
cet-3930	37	14	a	a	DET
cet-3930	37	15	network	network	NOUN
cet-3930	37	16	or	or	CCONJ
cet-3930	37	17	host	host	NOUN
cet-3930	37	18	,	,	PUNCT
cet-3930	37	19	it	it	PRON
cet-3930	37	20	can	can	AUX
cet-3930	37	21	be	be	AUX
cet-3930	37	22	divided	divide	VERB
cet-3930	37	23	into	into	ADP
cet-3930	37	24	two	two	NUM
cet-3930	37	25	parts	part	NOUN
cet-3930	37	26	which	which	PRON
cet-3930	37	27	are	be	AUX
cet-3930	37	28	engine	engine	NOUN
cet-3930	37	29	and	and	CCONJ
cet-3930	37	30	control	control	NOUN
cet-3930	37	31	center	center	NOUN
cet-3930	37	32	.	.	PUNCT
cet-3930	38	1	the	the	DET
cet-3930	38	2	engine	engine	NOUN
cet-3930	38	3	is	be	AUX
cet-3930	38	4	used	use	VERB
cet-3930	38	5	to	to	PART
cet-3930	38	6	read	read	VERB
cet-3930	38	7	the	the	DET
cet-3930	38	8	original	original	ADJ
cet-3930	38	9	data	datum	NOUN
cet-3930	38	10	and	and	CCONJ
cet-3930	38	11	generate	generate	VERB
cet-3930	38	12	events	event	NOUN
cet-3930	38	13	,	,	PUNCT
cet-3930	38	14	and	and	CCONJ
cet-3930	38	15	the	the	DET
cet-3930	38	16	control	control	NOUN
cet-3930	38	17	center	center	NOUN
cet-3930	38	18	is	be	AUX
cet-3930	38	19	used	use	VERB
cet-3930	38	20	to	to	PART
cet-3930	38	21	display	display	VERB
cet-3930	38	22	and	and	CCONJ
cet-3930	38	23	analyze	analyze	VERB
cet-3930	38	24	events	event	NOUN
cet-3930	38	25	.	.	PUNCT
cet-3930	39	1	the	the	DET
cet-3930	39	2	architecture	architecture	NOUN
cet-3930	39	3	of	of	ADP
cet-3930	39	4	intrusion	intrusion	NOUN
cet-3930	39	5	detection	detection	NOUN
cet-3930	39	6	system	system	NOUN
cet-3930	39	7	as	as	SCONJ
cet-3930	39	8	shown	show	VERB
cet-3930	39	9	in	in	ADP
cet-3930	39	10	figure	figure	NOUN
cet-3930	39	11	1	1	NUM
cet-3930	39	12	.	.	PUNCT
cet-3930	39	13	figure	figure	NOUN
cet-3930	39	14	1	1	NUM
cet-3930	39	15	:	:	PUNCT
cet-3930	39	16	the	the	DET
cet-3930	39	17	architecture	architecture	NOUN
cet-3930	39	18	of	of	ADP
cet-3930	39	19	intrusion	intrusion	NOUN
cet-3930	39	20	detection	detection	NOUN
cet-3930	39	21	system	system	NOUN
cet-3930	39	22	the	the	DET
cet-3930	39	23	engine	engine	NOUN
cet-3930	39	24	's	's	PART
cet-3930	39	25	main	main	ADJ
cet-3930	39	26	function	function	NOUN
cet-3930	39	27	is	be	AUX
cet-3930	39	28	to	to	PART
cet-3930	39	29	read	read	VERB
cet-3930	39	30	the	the	DET
cet-3930	39	31	original	original	ADJ
cet-3930	39	32	data	datum	NOUN
cet-3930	39	33	,	,	PUNCT
cet-3930	39	34	analyze	analyze	VERB
cet-3930	39	35	the	the	DET
cet-3930	39	36	data	datum	NOUN
cet-3930	39	37	,	,	PUNCT
cet-3930	39	38	match	match	VERB
cet-3930	39	39	the	the	DET
cet-3930	39	40	strategy	strategy	NOUN
cet-3930	39	41	and	and	CCONJ
cet-3930	39	42	process	process	VERB
cet-3930	39	43	the	the	DET
cet-3930	39	44	event	event	NOUN
cet-3930	39	45	,	,	PUNCT
cet-3930	39	46	as	as	SCONJ
cet-3930	39	47	shown	show	VERB
cet-3930	39	48	in	in	ADP
cet-3930	39	49	figure	figure	NOUN
cet-3930	39	50	2	2	NUM
cet-3930	39	51	.	.	PUNCT
cet-3930	39	52	input	input	NOUN
cet-3930	39	53	sample	sample	PROPN
cet-3930	39	54	data	datum	NOUN
cet-3930	39	55	data	datum	NOUN
cet-3930	39	56	preprocessing	preprocesse	VERB
cet-3930	39	57	generate	generate	NOUN
cet-3930	39	58	events	event	NOUN
cet-3930	39	59	matching	matching	NOUN
cet-3930	39	60	response	response	NOUN
cet-3930	39	61	strategy	strategy	NOUN
cet-3930	39	62	communication	communication	NOUN
cet-3930	39	63	event	event	NOUN
cet-3930	39	64	processing	processing	NOUN
cet-3930	39	65	event	event	NOUN
cet-3930	39	66	databases	database	VERB
cet-3930	39	67	strategy	strategy	NOUN
cet-3930	39	68	databases	database	NOUN
cet-3930	39	69	figure	figure	VERB
cet-3930	39	70	2	2	NUM
cet-3930	39	71	:	:	PUNCT
cet-3930	39	72	the	the	DET
cet-3930	39	73	engine	engine	NOUN
cet-3930	39	74	working	working	NOUN
cet-3930	39	75	flow	flow	NOUN
cet-3930	39	76	3	3	NUM
cet-3930	39	77	.	.	PUNCT
cet-3930	40	1	the	the	DET
cet-3930	40	2	classification	classification	NOUN
cet-3930	40	3	process	process	NOUN
cet-3930	40	4	of	of	ADP
cet-3930	40	5	ga	ga	PROPN
cet-3930	40	6	-	-	PUNCT
cet-3930	40	7	bpnn	bpnn	NOUN
cet-3930	40	8	error	error	NOUN
cet-3930	40	9	back	back	NOUN
cet-3930	40	10	propagation	propagation	NOUN
cet-3930	40	11	learning	learn	VERB
cet-3930	40	12	algorithm	algorithm	NOUN
cet-3930	40	13	referred	refer	VERB
cet-3930	40	14	to	to	ADP
cet-3930	40	15	as	as	ADP
cet-3930	40	16	bp	bp	PROPN
cet-3930	40	17	algorithm	algorithm	PROPN
cet-3930	40	18	,	,	PUNCT
cet-3930	40	19	the	the	DET
cet-3930	40	20	basic	basic	ADJ
cet-3930	40	21	idea	idea	NOUN
cet-3930	40	22	is	be	AUX
cet-3930	40	23	to	to	PART
cet-3930	40	24	use	use	VERB
cet-3930	40	25	the	the	DET
cet-3930	40	26	gradient	gradient	ADJ
cet-3930	40	27	search	search	NOUN
cet-3930	40	28	technology	technology	NOUN
cet-3930	40	29	to	to	PART
cet-3930	40	30	achieve	achieve	VERB
cet-3930	40	31	the	the	DET
cet-3930	40	32	minimum	minimum	ADJ
cet-3930	40	33	mean	mean	NOUN
cet-3930	40	34	square	square	NOUN
cet-3930	40	35	error	error	NOUN
cet-3930	40	36	between	between	ADP
cet-3930	40	37	the	the	DET
cet-3930	40	38	network	network	NOUN
cet-3930	40	39	output	output	NOUN
cet-3930	40	40	value	value	NOUN
cet-3930	40	41	and	and	CCONJ
cet-3930	40	42	the	the	DET
cet-3930	40	43	actual	actual	ADJ
cet-3930	40	44	value	value	NOUN
cet-3930	40	45	.	.	PUNCT
cet-3930	41	1	the	the	DET
cet-3930	41	2	training	training	NOUN
cet-3930	41	3	steps	step	NOUN
cet-3930	41	4	of	of	ADP
cet-3930	41	5	intrusion	intrusion	NOUN
cet-3930	41	6	detection	detection	NOUN
cet-3930	41	7	classifier	classifier	NOUN
cet-3930	41	8	based	base	VERB
cet-3930	41	9	on	on	ADP
cet-3930	41	10	bp	bp	PROPN
cet-3930	41	11	neural	neural	ADJ
cet-3930	41	12	network	network	NOUN
cet-3930	41	13	are	be	AUX
cet-3930	41	14	as	as	SCONJ
cet-3930	41	15	follows	follow	VERB
cet-3930	41	16	:	:	PUNCT
cet-3930	41	17	(	(	PUNCT
cet-3930	41	18	1	1	X
cet-3930	41	19	)	)	PUNCT
cet-3930	41	20	initialization	initialization	NOUN
cet-3930	41	21	of	of	ADP
cet-3930	41	22	weights	weight	NOUN
cet-3930	41	23	.	.	PUNCT
cet-3930	42	1	392	392	NUM
cet-3930	42	2	(	(	PUNCT
cet-3930	42	3	2	2	NUM
cet-3930	42	4	)	)	PUNCT
cet-3930	42	5	input	input	NOUN
cet-3930	42	6	samples	sample	NOUN
cet-3930	42	7	to	to	PART
cet-3930	42	8	train	train	VERB
cet-3930	42	9	the	the	DET
cet-3930	42	10	bp	bp	PROPN
cet-3930	42	11	neural	neural	ADJ
cet-3930	42	12	network	network	NOUN
cet-3930	42	13	.	.	PUNCT
cet-3930	43	1	(	(	PUNCT
cet-3930	43	2	3	3	X
cet-3930	43	3	)	)	PUNCT
cet-3930	43	4	the	the	DET
cet-3930	43	5	first	first	ADJ
cet-3930	43	6	layer	layer	NOUN
cet-3930	43	7	is	be	AUX
cet-3930	43	8	the	the	DET
cet-3930	43	9	input	input	NOUN
cet-3930	43	10	layer	layer	NOUN
cet-3930	43	11	,	,	PUNCT
cet-3930	43	12	and	and	CCONJ
cet-3930	43	13	the	the	DET
cet-3930	43	14	q	q	X
cet-3930	43	15	th	th	X
cet-3930	43	16	layer	layer	NOUN
cet-3930	43	17	is	be	AUX
cet-3930	43	18	the	the	DET
cet-3930	43	19	output	output	NOUN
cet-3930	43	20	layer	layer	NOUN
cet-3930	43	21	.	.	PUNCT
cet-3930	44	1	the	the	DET
cet-3930	44	2	number	number	NOUN
cet-3930	44	3	of	of	ADP
cet-3930	44	4	neurons	neuron	NOUN
cet-3930	44	5	in	in	ADP
cet-3930	44	6	the	the	DET
cet-3930	44	7	q	q	X
cet-3930	44	8	th	th	NOUN
cet-3930	44	9	layer	layer	NOUN
cet-3930	44	10	is	be	AUX
cet-3930	44	11	qn	qn	NOUN
cet-3930	44	12	,	,	PUNCT
cet-3930	44	13	and	and	CCONJ
cet-3930	44	14	the	the	DET
cet-3930	44	15	connection	connection	NOUN
cet-3930	44	16	weight	weight	NOUN
cet-3930	44	17	coefficient	coefficient	NOUN
cet-3930	44	18	of	of	ADP
cet-3930	44	19	the	the	DET
cet-3930	44	20	q	q	X
cet-3930	44	21	th	th	X
cet-3930	44	22	neuron	neuron	NOUN
cet-3930	44	23	in	in	ADP
cet-3930	44	24	the	the	DET
cet-3930	44	25	i	i	PROPN
cet-3930	44	26	th	th	NOUN
cet-3930	44	27	layer	layer	NOUN
cet-3930	44	28	is	be	AUX
cet-3930	44	29	q	q	PROPN
cet-3930	44	30	ijw	ijw	NOUN
cet-3930	44	31	,	,	PUNCT
cet-3930	44	32	(	(	PUNCT
cet-3930	44	33	1,2	1,2	NUM
cet-3930	44	34	,	,	PUNCT
cet-3930	44	35	,	,	PUNCT
cet-3930	44	36	)	)	PUNCT
cet-3930	44	37	qi	qi	PROPN
cet-3930	44	38	n	n	PROPN
cet-3930	44	39	.	.	PUNCT
cet-3930	45	1	then	then	ADV
cet-3930	45	2	,	,	PUNCT
cet-3930	45	3	the	the	DET
cet-3930	45	4	relationship	relationship	NOUN
cet-3930	45	5	between	between	ADP
cet-3930	45	6	input	input	NOUN
cet-3930	45	7	and	and	CCONJ
cet-3930	45	8	output	output	NOUN
cet-3930	45	9	is	be	AUX
cet-3930	45	10	:	:	PUNCT
cet-3930	45	11	1	1	NUM
cet-3930	45	12	1	1	NUM
cet-3930	45	13	0	0	NUM
cet-3930	45	14	qn	qn	NOUN
cet-3930	45	15	q	q	PROPN
cet-3930	45	16	q	q	X
cet-3930	45	17	q	q	X
cet-3930	46	1	i	i	PRON
cet-3930	46	2	ij	ij	INTJ
cet-3930	47	1	i	i	PRON
cet-3930	48	1	i	i	PRON
cet-3930	48	2	s	s	VERB
cet-3930	48	3	w	w	ADJ
cet-3930	48	4	x	x	SYM
cet-3930	48	5			PROPN
cet-3930	48	6			PROPN
cet-3930	48	7			NUM
cet-3930	48	8			PROPN
cet-3930	48	9	(	(	PUNCT
cet-3930	48	10	1	1	NUM
cet-3930	48	11	)	)	SYM
cet-3930	48	12	1	1	NUM
cet-3930	48	13	(	(	PUNCT
cet-3930	48	14	)	)	PUNCT
cet-3930	48	15	1	1	NUM
cet-3930	48	16	q	q	NOUN
cet-3930	49	1	i	i	PRON
cet-3930	49	2	q	q	VERB
cet-3930	50	1	q	q	X
cet-3930	51	1	i	i	PRON
cet-3930	51	2	i	i	PRON
cet-3930	51	3	s	s	VERB
cet-3930	51	4	x	x	X
cet-3930	51	5	f	f	PROPN
cet-3930	51	6	s	s	PROPN
cet-3930	51	7	e	e	X
cet-3930	51	8			PRON
cet-3930	51	9			NUM
cet-3930	51	10			PROPN
cet-3930	51	11			PUNCT
cet-3930	51	12	(	(	PUNCT
cet-3930	51	13	2	2	NUM
cet-3930	51	14	)	)	PUNCT
cet-3930	51	15	(	(	PUNCT
cet-3930	51	16	4	4	X
cet-3930	51	17	)	)	PUNCT
cet-3930	51	18	calculation	calculation	NOUN
cet-3930	51	19	of	of	ADP
cet-3930	51	20	the	the	DET
cet-3930	51	21	reverse	reverse	ADJ
cet-3930	51	22	propagation	propagation	NOUN
cet-3930	51	23	error	error	NOUN
cet-3930	51	24	of	of	ADP
cet-3930	51	25	each	each	DET
cet-3930	51	26	layer	layer	NOUN
cet-3930	51	27	.	.	PUNCT
cet-3930	52	1	to	to	PART
cet-3930	52	2	adjust	adjust	VERB
cet-3930	52	3	the	the	DET
cet-3930	52	4	weight	weight	NOUN
cet-3930	52	5	of	of	ADP
cet-3930	52	6	each	each	DET
cet-3930	52	7	layer	layer	NOUN
cet-3930	52	8	by	by	ADP
cet-3930	52	9	using	use	VERB
cet-3930	52	10	the	the	DET
cet-3930	52	11	delta	delta	NOUN
cet-3930	52	12	learning	learn	VERB
cet-3930	52	13	algorithm	algorithm	NOUN
cet-3930	52	14	.	.	PUNCT
cet-3930	53	1	then	then	ADV
cet-3930	53	2	,	,	PUNCT
cet-3930	53	3	according	accord	VERB
cet-3930	53	4	to	to	ADP
cet-3930	53	5	the	the	DET
cet-3930	53	6	gradient	gradient	ADJ
cet-3930	53	7	descent	descent	NOUN
cet-3930	53	8	method	method	NOUN
cet-3930	53	9	,	,	PUNCT
cet-3930	53	10	the	the	DET
cet-3930	53	11	weight	weight	NOUN
cet-3930	53	12	of	of	ADP
cet-3930	53	13	the	the	DET
cet-3930	53	14	learning	learning	NOUN
cet-3930	53	15	algorithm	algorithm	NOUN
cet-3930	53	16	is	be	AUX
cet-3930	53	17	as	as	SCONJ
cet-3930	53	18	follows	follow	VERB
cet-3930	53	19	:	:	PUNCT
cet-3930	53	20	(	(	PUNCT
cet-3930	53	21	1	1	X
cet-3930	53	22	)	)	PUNCT
cet-3930	53	23	(	(	PUNCT
cet-3930	53	24	)	)	PUNCT
cet-3930	53	25	q	q	NOUN
cet-3930	53	26	q	q	X
cet-3930	54	1	q	q	X
cet-3930	54	2	ij	ij	INTJ
cet-3930	54	3	ij	ij	INTJ
cet-3930	54	4	ijw	ijw	NOUN
cet-3930	55	1	k	k	PROPN
cet-3930	55	2	w	w	PUNCT
cet-3930	56	1	d	d	X
cet-3930	56	2	k	k	PROPN
cet-3930	56	3			PROPN
cet-3930	56	4			PUNCT
cet-3930	56	5	(	(	PUNCT
cet-3930	56	6	3	3	X
cet-3930	56	7	)	)	PUNCT
cet-3930	56	8	1	1	NUM
cet-3930	56	9	1	1	NUM
cet-3930	56	10	p	p	NOUN
cet-3930	57	1	q	q	X
cet-3930	57	2	q	q	X
cet-3930	57	3	q	q	X
cet-3930	57	4	ij	ij	INTJ
cet-3930	57	5	pi	pi	NOUN
cet-3930	57	6	pj	pj	PROPN
cet-3930	58	1	p	p	PROPN
cet-3930	59	1	d	d	PROPN
cet-3930	59	2	x	x	PROPN
cet-3930	59	3			PROPN
cet-3930	59	4			NUM
cet-3930	59	5			PROPN
cet-3930	59	6	(	(	PUNCT
cet-3930	59	7	4	4	NUM
cet-3930	59	8	)	)	SYM
cet-3930	59	9	1	1	NUM
cet-3930	59	10	1	1	NUM
cet-3930	59	11	1	1	NUM
cet-3930	59	12	1	1	NUM
cet-3930	59	13	(	(	PUNCT
cet-3930	59	14	)	)	PUNCT
cet-3930	59	15	(	(	PUNCT
cet-3930	59	16	1	1	X
cet-3930	59	17	)	)	PUNCT
cet-3930	60	1	q	q	NOUN
cet-3930	60	2	q	q	X
cet-3930	60	3	q	q	X
cet-3930	60	4	q	q	X
cet-3930	60	5	q	q	X
cet-3930	60	6	q	q	NOUN
cet-3930	61	1	pi	pi	NOUN
cet-3930	61	2	pi	pi	NOUN
cet-3930	61	3	ki	ki	PROPN
cet-3930	62	1	pi	pi	PROPN
cet-3930	62	2	pi	pi	PROPN
cet-3930	63	1	k	k	PROPN
cet-3930	63	2	w	w	PROPN
cet-3930	63	3	x	x	PUNCT
cet-3930	63	4	x	x	PROPN
cet-3930	63	5			NUM
cet-3930	63	6			NOUN
cet-3930	63	7			ADV
cet-3930	63	8			VERB
cet-3930	63	9			PUNCT
cet-3930	63	10			PROPN
cet-3930	63	11			NUM
cet-3930	64	1			X
cet-3930	64	2	(	(	PUNCT
cet-3930	64	3	5	5	NUM
cet-3930	64	4	)	)	PUNCT
cet-3930	64	5	(	(	PUNCT
cet-3930	64	6	5	5	X
cet-3930	64	7	)	)	PUNCT
cet-3930	64	8	record	record	NOUN
cet-3930	64	9	the	the	DET
cet-3930	64	10	number	number	NOUN
cet-3930	64	11	of	of	ADP
cet-3930	64	12	samples	sample	NOUN
cet-3930	64	13	x	x	PRON
cet-3930	64	14	that	that	PRON
cet-3930	64	15	have	have	AUX
cet-3930	64	16	been	be	AUX
cet-3930	64	17	learned	learn	VERB
cet-3930	64	18	.	.	PUNCT
cet-3930	65	1	if	if	SCONJ
cet-3930	65	2	xx	xx	PROPN
cet-3930	65	3	,	,	PUNCT
cet-3930	65	4	go	go	VERB
cet-3930	65	5	to	to	PART
cet-3930	65	6	step	step	VERB
cet-3930	65	7	(	(	PUNCT
cet-3930	65	8	2	2	NUM
cet-3930	65	9	)	)	PUNCT
cet-3930	65	10	and	and	CCONJ
cet-3930	65	11	continue	continue	VERB
cet-3930	65	12	to	to	PART
cet-3930	65	13	calculate	calculate	VERB
cet-3930	65	14	,	,	PUNCT
cet-3930	65	15	otherwise	otherwise	ADV
cet-3930	65	16	continue	continue	VERB
cet-3930	65	17	the	the	DET
cet-3930	65	18	following	follow	VERB
cet-3930	65	19	steps	step	NOUN
cet-3930	65	20	.	.	PUNCT
cet-3930	66	1	(	(	PUNCT
cet-3930	66	2	6	6	NUM
cet-3930	66	3	)	)	PUNCT
cet-3930	66	4	update	update	NOUN
cet-3930	66	5	of	of	ADP
cet-3930	66	6	weights	weight	NOUN
cet-3930	66	7	and	and	CCONJ
cet-3930	66	8	thresholds	threshold	NOUN
cet-3930	66	9	.	.	PUNCT
cet-3930	67	1	(	(	PUNCT
cet-3930	67	2	7	7	X
cet-3930	67	3	)	)	PUNCT
cet-3930	67	4	using	use	VERB
cet-3930	67	5	the	the	DET
cet-3930	67	6	new	new	ADJ
cet-3930	67	7	weights	weight	NOUN
cet-3930	67	8	to	to	PART
cet-3930	67	9	calculate	calculate	VERB
cet-3930	67	10	.	.	PUNCT
cet-3930	68	1	if	if	SCONJ
cet-3930	68	2	the	the	DET
cet-3930	68	3	error	error	NOUN
cet-3930	68	4	condition	condition	NOUN
cet-3930	68	5	is	be	AUX
cet-3930	68	6	satisfied	satisfied	ADJ
cet-3930	68	7	or	or	CCONJ
cet-3930	68	8	the	the	DET
cet-3930	68	9	maximum	maximum	ADJ
cet-3930	68	10	number	number	NOUN
cet-3930	68	11	of	of	ADP
cet-3930	68	12	learning	learning	NOUN
cet-3930	68	13	is	be	AUX
cet-3930	68	14	reached	reach	VERB
cet-3930	68	15	,	,	PUNCT
cet-3930	68	16	stop	stop	VERB
cet-3930	68	17	learning	learn	VERB
cet-3930	68	18	,	,	PUNCT
cet-3930	68	19	otherwise	otherwise	ADV
cet-3930	68	20	jump	jump	VERB
cet-3930	68	21	to	to	PART
cet-3930	68	22	step	step	VERB
cet-3930	68	23	(	(	PUNCT
cet-3930	68	24	2	2	NUM
cet-3930	68	25	)	)	PUNCT
cet-3930	68	26	to	to	PART
cet-3930	68	27	continue	continue	VERB
cet-3930	68	28	a	a	DET
cet-3930	68	29	new	new	ADJ
cet-3930	68	30	round	round	NOUN
cet-3930	68	31	of	of	ADP
cet-3930	68	32	learning	learning	NOUN
cet-3930	68	33	.	.	PUNCT
cet-3930	69	1	in	in	ADP
cet-3930	69	2	this	this	DET
cet-3930	69	3	paper	paper	NOUN
cet-3930	69	4	,	,	PUNCT
cet-3930	69	5	genetic	genetic	ADJ
cet-3930	69	6	algorithm	algorithm	NOUN
cet-3930	69	7	is	be	AUX
cet-3930	69	8	used	use	VERB
cet-3930	69	9	to	to	PART
cet-3930	69	10	optimize	optimize	VERB
cet-3930	69	11	the	the	DET
cet-3930	69	12	weights	weight	NOUN
cet-3930	69	13	and	and	CCONJ
cet-3930	69	14	thresholds	threshold	NOUN
cet-3930	69	15	of	of	ADP
cet-3930	69	16	bp	bp	PROPN
cet-3930	69	17	neural	neural	ADJ
cet-3930	69	18	network	network	NOUN
cet-3930	69	19	,	,	PUNCT
cet-3930	69	20	so	so	SCONJ
cet-3930	69	21	that	that	SCONJ
cet-3930	69	22	the	the	DET
cet-3930	69	23	optimized	optimize	VERB
cet-3930	69	24	bp	bp	PROPN
cet-3930	69	25	neural	neural	ADJ
cet-3930	69	26	network	network	NOUN
cet-3930	69	27	can	can	AUX
cet-3930	69	28	better	well	ADV
cet-3930	69	29	predict	predict	VERB
cet-3930	69	30	the	the	DET
cet-3930	69	31	output	output	NOUN
cet-3930	69	32	value	value	NOUN
cet-3930	69	33	of	of	ADP
cet-3930	69	34	the	the	DET
cet-3930	69	35	function	function	NOUN
cet-3930	69	36	.	.	PUNCT
cet-3930	70	1	the	the	DET
cet-3930	70	2	selected	select	VERB
cet-3930	70	3	individual	individual	NOUN
cet-3930	70	4	is	be	AUX
cet-3930	70	5	a	a	DET
cet-3930	70	6	string	string	NOUN
cet-3930	70	7	that	that	PRON
cet-3930	70	8	contains	contain	VERB
cet-3930	70	9	all	all	DET
cet-3930	70	10	the	the	DET
cet-3930	70	11	weights	weight	NOUN
cet-3930	70	12	between	between	ADP
cet-3930	70	13	input	input	NOUN
cet-3930	70	14	and	and	CCONJ
cet-3930	70	15	hidden	hidden	ADJ
cet-3930	70	16	layers	layer	NOUN
cet-3930	70	17	,	,	PUNCT
cet-3930	70	18	and	and	CCONJ
cet-3930	70	19	the	the	DET
cet-3930	70	20	hidden	hide	VERB
cet-3930	70	21	layer	layer	NOUN
cet-3930	70	22	and	and	CCONJ
cet-3930	70	23	the	the	DET
cet-3930	70	24	output	output	NOUN
cet-3930	70	25	layer	layer	NOUN
cet-3930	70	26	.	.	PUNCT
cet-3930	71	1	at	at	ADP
cet-3930	71	2	this	this	DET
cet-3930	71	3	point	point	NOUN
cet-3930	71	4	,	,	PUNCT
cet-3930	71	5	let	let	VERB
cet-3930	71	6	n	n	PRON
cet-3930	71	7	be	be	AUX
cet-3930	71	8	the	the	DET
cet-3930	71	9	number	number	NOUN
cet-3930	71	10	of	of	ADP
cet-3930	71	11	nodes	node	NOUN
cet-3930	71	12	in	in	ADP
cet-3930	71	13	the	the	DET
cet-3930	71	14	network	network	NOUN
cet-3930	71	15	output	output	NOUN
cet-3930	71	16	;	;	PUNCT
cet-3930	71	17	yi	yi	PROPN
cet-3930	71	18	is	be	AUX
cet-3930	71	19	the	the	DET
cet-3930	71	20	expected	expect	VERB
cet-3930	71	21	output	output	NOUN
cet-3930	71	22	of	of	ADP
cet-3930	71	23	the	the	DET
cet-3930	71	24	i	i	PROPN
cet-3930	71	25	th	th	X
cet-3930	71	26	node	node	NOUN
cet-3930	71	27	of	of	ADP
cet-3930	71	28	the	the	DET
cet-3930	71	29	bp	bp	PROPN
cet-3930	71	30	neural	neural	PROPN
cet-3930	71	31	network	network	NOUN
cet-3930	71	32	;	;	PUNCT
cet-3930	71	33	oi	oi	ADV
cet-3930	71	34	is	be	AUX
cet-3930	71	35	the	the	DET
cet-3930	71	36	predicted	predict	VERB
cet-3930	71	37	output	output	NOUN
cet-3930	71	38	of	of	ADP
cet-3930	71	39	the	the	DET
cet-3930	71	40	i	i	PROPN
cet-3930	71	41	th	th	X
cet-3930	71	42	node	node	NOUN
cet-3930	71	43	,	,	PUNCT
cet-3930	71	44	and	and	CCONJ
cet-3930	71	45	the	the	DET
cet-3930	71	46	fitness	fitness	NOUN
cet-3930	71	47	value	value	NOUN
cet-3930	71	48	is	be	AUX
cet-3930	71	49	1	1	NUM
cet-3930	71	50	n	n	NOUN
cet-3930	72	1	i	i	PRON
cet-3930	73	1	i	i	INTJ
cet-3930	74	1	i	i	PRON
cet-3930	74	2	f	f	VERB
cet-3930	75	1	k	k	PROPN
cet-3930	75	2	y	y	PROPN
cet-3930	75	3	o	o	NOUN
cet-3930	76	1			NUM
cet-3930	76	2			NUM
cet-3930	77	1			X
cet-3930	77	2	.	.	PUNCT
cet-3930	78	1	the	the	PRON
cet-3930	78	2	smaller	small	ADJ
cet-3930	78	3	the	the	DET
cet-3930	78	4	individual	individual	ADJ
cet-3930	78	5	fitness	fitness	NOUN
cet-3930	78	6	value	value	NOUN
cet-3930	78	7	is	be	AUX
cet-3930	78	8	,	,	PUNCT
cet-3930	78	9	the	the	PRON
cet-3930	78	10	better	well	ADJ
cet-3930	78	11	the	the	DET
cet-3930	78	12	individual	individual	NOUN
cet-3930	78	13	is	be	AUX
cet-3930	78	14	.	.	PUNCT
cet-3930	79	1	in	in	ADP
cet-3930	79	2	this	this	DET
cet-3930	79	3	way	way	NOUN
cet-3930	79	4	,	,	PUNCT
cet-3930	79	5	the	the	DET
cet-3930	79	6	preparation	preparation	NOUN
cet-3930	79	7	of	of	ADP
cet-3930	79	8	genetic	genetic	ADJ
cet-3930	79	9	algorithm	algorithm	NOUN
cet-3930	79	10	is	be	AUX
cet-3930	79	11	completed	complete	VERB
cet-3930	79	12	.	.	PUNCT
cet-3930	80	1	next	next	ADV
cet-3930	80	2	,	,	PUNCT
cet-3930	80	3	we	we	PRON
cet-3930	80	4	introduce	introduce	VERB
cet-3930	80	5	the	the	DET
cet-3930	80	6	basic	basic	ADJ
cet-3930	80	7	steps	step	NOUN
cet-3930	80	8	of	of	ADP
cet-3930	80	9	genetic	genetic	ADJ
cet-3930	80	10	algorithm	algorithm	NOUN
cet-3930	80	11	.	.	PUNCT
cet-3930	81	1	the	the	DET
cet-3930	81	2	selective	selective	ADJ
cet-3930	81	3	probability	probability	NOUN
cet-3930	81	4	of	of	ADP
cet-3930	81	5	each	each	DET
cet-3930	81	6	individual	individual	NOUN
cet-3930	81	7	is	be	AUX
cet-3930	81	8	:	:	PUNCT
cet-3930	81	9	1	1	NUM
cet-3930	81	10	(	(	PUNCT
cet-3930	81	11	)	)	PUNCT
cet-3930	82	1	n	n	CCONJ
cet-3930	82	2	i	i	PRON
cet-3930	83	1	i	i	PRON
cet-3930	84	1	i	i	PRON
cet-3930	84	2	j	j	VERB
cet-3930	85	1	cp	cp	INTJ
cet-3930	86	1	k	k	PROPN
cet-3930	86	2	f	f	PROPN
cet-3930	87	1	f	f	PROPN
cet-3930	87	2			NUM
cet-3930	87	3			NUM
cet-3930	87	4			X
cet-3930	87	5	(	(	PUNCT
cet-3930	87	6	6	6	NUM
cet-3930	87	7	)	)	PUNCT
cet-3930	87	8	as	as	SCONJ
cet-3930	87	9	the	the	DET
cet-3930	87	10	fitness	fitness	NOUN
cet-3930	87	11	value	value	NOUN
cet-3930	87	12	is	be	AUX
cet-3930	87	13	smaller	small	ADJ
cet-3930	87	14	the	the	PRON
cet-3930	87	15	better	well	ADV
cet-3930	87	16	,	,	PUNCT
cet-3930	87	17	we	we	PRON
cet-3930	87	18	should	should	AUX
cet-3930	87	19	calculate	calculate	VERB
cet-3930	87	20	the	the	DET
cet-3930	87	21	reciprocal	reciprocal	NOUN
cet-3930	87	22	of	of	ADP
cet-3930	87	23	fitness	fitness	NOUN
cet-3930	87	24	value	value	NOUN
cet-3930	87	25	before	before	ADP
cet-3930	87	26	selecting	select	VERB
cet-3930	87	27	individual	individual	NOUN
cet-3930	87	28	.	.	PUNCT
cet-3930	88	1	where	where	SCONJ
cet-3930	88	2	,	,	PUNCT
cet-3930	88	3	n	n	PRON
cet-3930	88	4	is	be	AUX
cet-3930	88	5	the	the	DET
cet-3930	88	6	number	number	NOUN
cet-3930	88	7	of	of	ADP
cet-3930	88	8	individuals	individual	NOUN
cet-3930	88	9	.	.	PUNCT
cet-3930	89	1	we	we	PRON
cet-3930	89	2	use	use	VERB
cet-3930	89	3	real	real	ADJ
cet-3930	89	4	number	number	NOUN
cet-3930	89	5	for	for	ADP
cet-3930	89	6	coding	code	VERB
cet-3930	89	7	the	the	DET
cet-3930	89	8	individual	individual	NOUN
cet-3930	89	9	,	,	PUNCT
cet-3930	89	10	so	so	SCONJ
cet-3930	89	11	the	the	DET
cet-3930	89	12	crossover	crossover	NOUN
cet-3930	89	13	operation	operation	NOUN
cet-3930	89	14	is	be	AUX
cet-3930	89	15	also	also	ADV
cet-3930	89	16	using	use	VERB
cet-3930	89	17	the	the	DET
cet-3930	89	18	real	real	ADJ
cet-3930	89	19	intersection	intersection	NOUN
cet-3930	89	20	method	method	NOUN
cet-3930	89	21	.	.	PUNCT
cet-3930	90	1	the	the	DET
cet-3930	90	2	specific	specific	ADJ
cet-3930	90	3	method	method	NOUN
cet-3930	90	4	for	for	ADP
cet-3930	90	5	exchanging	exchange	VERB
cet-3930	90	6	a	a	DET
cet-3930	90	7	fragment	fragment	NOUN
cet-3930	90	8	of	of	ADP
cet-3930	90	9	the	the	DET
cet-3930	90	10	chromosome	chromosome	NOUN
cet-3930	90	11	is	be	AUX
cet-3930	90	12	:	:	PUNCT
cet-3930	90	13	(	(	PUNCT
cet-3930	90	14	1	1	X
cet-3930	90	15	)	)	PUNCT
cet-3930	90	16	(	(	PUNCT
cet-3930	90	17	1	1	X
cet-3930	90	18	)	)	PUNCT
cet-3930	90	19	kj	kj	PROPN
cet-3930	90	20	kj	kj	PROPN
cet-3930	91	1	ij	ij	INTJ
cet-3930	91	2	il	il	PROPN
cet-3930	92	1	lj	lj	PROPN
cet-3930	92	2	kj	kj	PROPN
cet-3930	92	3	a	a	DET
cet-3930	92	4	a	a	DET
cet-3930	92	5	b	b	NOUN
cet-3930	92	6	a	a	DET
cet-3930	92	7	b	b	NOUN
cet-3930	92	8	a	a	DET
cet-3930	92	9	a	a	DET
cet-3930	92	10	b	b	NOUN
cet-3930	92	11	a	a	DET
cet-3930	92	12	b	b	NOUN
cet-3930	92	13			PROPN
cet-3930	92	14			PROPN
cet-3930	92	15			VERB
cet-3930	92	16			NUM
cet-3930	92	17			NUM
cet-3930	92	18			PROPN
cet-3930	92	19			PROPN
cet-3930	92	20	(	(	PUNCT
cet-3930	92	21	7	7	NUM
cet-3930	92	22	)	)	PUNCT
cet-3930	92	23	the	the	DET
cet-3930	92	24	mutation	mutation	NOUN
cet-3930	92	25	process	process	NOUN
cet-3930	92	26	acts	act	VERB
cet-3930	92	27	on	on	ADP
cet-3930	92	28	a	a	DET
cet-3930	92	29	single	single	ADJ
cet-3930	92	30	individual	individual	NOUN
cet-3930	92	31	,	,	PUNCT
cet-3930	92	32	and	and	CCONJ
cet-3930	92	33	the	the	DET
cet-3930	92	34	procedure	procedure	NOUN
cet-3930	92	35	uses	use	VERB
cet-3930	92	36	a	a	DET
cet-3930	92	37	very	very	ADV
cet-3930	92	38	small	small	ADJ
cet-3930	92	39	probability	probability	NOUN
cet-3930	92	40	to	to	PART
cet-3930	92	41	randomly	randomly	ADV
cet-3930	92	42	change	change	VERB
cet-3930	92	43	the	the	DET
cet-3930	92	44	value	value	NOUN
cet-3930	92	45	of	of	ADP
cet-3930	92	46	a	a	DET
cet-3930	92	47	bit	bit	NOUN
cet-3930	92	48	string	string	NOUN
cet-3930	92	49	.	.	PUNCT
cet-3930	93	1	the	the	DET
cet-3930	93	2	specific	specific	ADJ
cet-3930	93	3	operation	operation	NOUN
cet-3930	93	4	method	method	NOUN
cet-3930	93	5	for	for	ADP
cet-3930	93	6	gene	gene	NOUN
cet-3930	93	7	mutating	mutating	NOUN
cet-3930	93	8	is	be	AUX
cet-3930	93	9	:	:	PUNCT
cet-3930	93	10	max	max	PROPN
cet-3930	93	11	min	min	PROPN
cet-3930	93	12	(	(	PUNCT
cet-3930	93	13	)	)	PUNCT
cet-3930	93	14	(	(	PUNCT
cet-3930	93	15	)	)	PUNCT
cet-3930	93	16	0.5	0.5	NUM
cet-3930	93	17	(	(	PUNCT
cet-3930	93	18	)	)	PUNCT
cet-3930	93	19	(	(	PUNCT
cet-3930	94	1	)	)	PUNCT
cet-3930	94	2	0.5	0.5	NUM
cet-3930	94	3	ij	ij	NUM
cet-3930	94	4	ij	ij	INTJ
cet-3930	94	5	ij	ij	INTJ
cet-3930	94	6	ij	ij	INTJ
cet-3930	94	7	ij	ij	INTJ
cet-3930	94	8	a	a	PRON
cet-3930	94	9	a	a	DET
cet-3930	94	10	a	a	DET
cet-3930	94	11	f	f	NOUN
cet-3930	94	12	g	g	PROPN
cet-3930	94	13	r	r	NOUN
cet-3930	94	14	a	a	PRON
cet-3930	94	15	a	a	DET
cet-3930	94	16	a	a	NOUN
cet-3930	94	17	a	a	DET
cet-3930	94	18	f	f	NOUN
cet-3930	94	19	g	g	NOUN
cet-3930	94	20	r	r	NOUN
cet-3930	94	21			PUNCT
cet-3930	94	22			VERB
cet-3930	94	23			PROPN
cet-3930	94	24			PROPN
cet-3930	95	1			NUM
cet-3930	95	2			PUNCT
cet-3930	95	3			PROPN
cet-3930	95	4			X
cet-3930	95	5	(	(	PUNCT
cet-3930	95	6	8)	8)	NUM
cet-3930	95	7	in	in	ADP
cet-3930	95	8	the	the	DET
cet-3930	95	9	formula	formula	NOUN
cet-3930	95	10	,	,	PUNCT
cet-3930	95	11	amax	amax	PROPN
cet-3930	95	12	is	be	AUX
cet-3930	95	13	the	the	DET
cet-3930	95	14	upper	upper	ADJ
cet-3930	95	15	bound	bound	NOUN
cet-3930	95	16	of	of	ADP
cet-3930	95	17	the	the	DET
cet-3930	95	18	aij	aij	PROPN
cet-3930	95	19	,	,	PUNCT
cet-3930	95	20	amin	amin	NOUN
cet-3930	95	21	is	be	AUX
cet-3930	95	22	the	the	DET
cet-3930	95	23	lower	low	ADJ
cet-3930	95	24	bound	bind	VERB
cet-3930	95	25	of	of	ADP
cet-3930	95	26	the	the	DET
cet-3930	95	27	aij	aij	PROPN
cet-3930	95	28	,	,	PUNCT
cet-3930	95	29	m	m	VERB
cet-3930	95	30	is	be	AUX
cet-3930	95	31	a	a	DET
cet-3930	95	32	random	random	ADJ
cet-3930	95	33	number	number	NOUN
cet-3930	95	34	,	,	PUNCT
cet-3930	95	35	g	g	PROPN
cet-3930	95	36	is	be	AUX
cet-3930	95	37	the	the	DET
cet-3930	95	38	number	number	NOUN
cet-3930	95	39	of	of	ADP
cet-3930	95	40	the	the	DET
cet-3930	95	41	current	current	ADJ
cet-3930	95	42	iteration	iteration	NOUN
cet-3930	95	43	,	,	PUNCT
cet-3930	95	44	gmax	gmax	PROPN
cet-3930	95	45	is	be	AUX
cet-3930	95	46	the	the	DET
cet-3930	95	47	maximum	maximum	ADJ
cet-3930	95	48	number	number	NOUN
cet-3930	95	49	of	of	ADP
cet-3930	95	50	evolution	evolution	NOUN
cet-3930	95	51	,	,	PUNCT
cet-3930	95	52	and	and	CCONJ
cet-3930	95	53	f(g)=m(1	f(g)=m(1	NOUN
cet-3930	95	54	-	-	PUNCT
cet-3930	95	55	g	g	NOUN
cet-3930	95	56	/	/	SYM
cet-3930	95	57	gmax	gmax	NOUN
cet-3930	95	58	,	,	PUNCT
cet-3930	95	59	)	)	PUNCT
cet-3930	95	60	.	.	PUNCT
cet-3930	96	1	393	393	NUM
cet-3930	96	2	4	4	NUM
cet-3930	96	3	.	.	PUNCT
cet-3930	96	4	simulation	simulation	NOUN
cet-3930	96	5	experiment	experiment	NOUN
cet-3930	96	6	and	and	CCONJ
cet-3930	96	7	result	result	VERB
cet-3930	96	8	analysis	analysis	NOUN
cet-3930	96	9	4.1	4.1	NUM
cet-3930	96	10	the	the	DET
cet-3930	96	11	experimental	experimental	ADJ
cet-3930	96	12	data	datum	NOUN
cet-3930	96	13	the	the	DET
cet-3930	96	14	training	training	NOUN
cet-3930	96	15	and	and	CCONJ
cet-3930	96	16	testing	testing	NOUN
cet-3930	96	17	datasets	dataset	NOUN
cet-3930	96	18	are	be	AUX
cet-3930	96	19	stored	store	VERB
cet-3930	96	20	by	by	ADP
cet-3930	96	21	using	use	VERB
cet-3930	96	22	text	text	NOUN
cet-3930	96	23	format	format	NOUN
cet-3930	96	24	in	in	ADP
cet-3930	96	25	the	the	DET
cet-3930	96	26	kdd	kdd	PROPN
cet-3930	96	27	cup99	cup99	PROPN
cet-3930	96	28	.	.	PUNCT
cet-3930	97	1	in	in	ADP
cet-3930	97	2	this	this	DET
cet-3930	97	3	data	datum	NOUN
cet-3930	97	4	set	set	VERB
cet-3930	97	5	,	,	PUNCT
cet-3930	97	6	each	each	DET
cet-3930	97	7	row	row	NOUN
cet-3930	97	8	represents	represent	VERB
cet-3930	97	9	a	a	DET
cet-3930	97	10	record	record	NOUN
cet-3930	97	11	that	that	PRON
cet-3930	97	12	contains	contain	VERB
cet-3930	97	13	41	41	NUM
cet-3930	97	14	characteristic	characteristic	ADJ
cet-3930	97	15	values	value	NOUN
cet-3930	97	16	and	and	CCONJ
cet-3930	97	17	1	1	NUM
cet-3930	97	18	the	the	DET
cet-3930	97	19	decision	decision	NOUN
cet-3930	97	20	attribute	attribute	NOUN
cet-3930	97	21	value	value	NOUN
cet-3930	97	22	.	.	PUNCT
cet-3930	98	1	decision	decision	NOUN
cet-3930	98	2	attributes	attribute	NOUN
cet-3930	98	3	represent	represent	VERB
cet-3930	98	4	the	the	DET
cet-3930	98	5	categories	category	NOUN
cet-3930	98	6	of	of	ADP
cet-3930	98	7	each	each	DET
cet-3930	98	8	data	datum	NOUN
cet-3930	98	9	,	,	PUNCT
cet-3930	98	10	and	and	CCONJ
cet-3930	98	11	they	they	PRON
cet-3930	98	12	are	be	AUX
cet-3930	98	13	only	only	ADV
cet-3930	98	14	used	use	VERB
cet-3930	98	15	as	as	ADP
cet-3930	98	16	judgment	judgment	NOUN
cet-3930	98	17	conditions	condition	NOUN
cet-3930	98	18	in	in	ADP
cet-3930	98	19	the	the	DET
cet-3930	98	20	test	test	NOUN
cet-3930	98	21	.	.	PUNCT
cet-3930	99	1	the	the	DET
cet-3930	99	2	remaining	remain	VERB
cet-3930	99	3	41	41	NUM
cet-3930	99	4	attributes	attribute	NOUN
cet-3930	99	5	can	can	AUX
cet-3930	99	6	be	be	AUX
cet-3930	99	7	divided	divide	VERB
cet-3930	99	8	into	into	ADP
cet-3930	99	9	the	the	DET
cet-3930	99	10	basic	basic	ADJ
cet-3930	99	11	attribute	attribute	NOUN
cet-3930	99	12	set	set	VERB
cet-3930	99	13	,	,	PUNCT
cet-3930	99	14	the	the	DET
cet-3930	99	15	content	content	NOUN
cet-3930	99	16	attribute	attribute	NOUN
cet-3930	99	17	set	set	PROPN
cet-3930	99	18	,	,	PUNCT
cet-3930	99	19	the	the	DET
cet-3930	99	20	traffic	traffic	NOUN
cet-3930	99	21	attribute	attribute	NOUN
cet-3930	99	22	set	set	VERB
cet-3930	99	23	and	and	CCONJ
cet-3930	99	24	the	the	DET
cet-3930	99	25	host	host	NOUN
cet-3930	99	26	traffic	traffic	NOUN
cet-3930	99	27	attribute	attribute	NOUN
cet-3930	99	28	set	set	VERB
cet-3930	99	29	.	.	PUNCT
cet-3930	100	1	among	among	ADP
cet-3930	100	2	them	they	PRON
cet-3930	100	3	,	,	PUNCT
cet-3930	100	4	there	there	PRON
cet-3930	100	5	are	be	VERB
cet-3930	100	6	8	8	NUM
cet-3930	100	7	attributes	attribute	NOUN
cet-3930	100	8	that	that	PRON
cet-3930	100	9	are	be	AUX
cet-3930	100	10	discrete	discrete	ADJ
cet-3930	100	11	variables	variable	NOUN
cet-3930	100	12	,	,	PUNCT
cet-3930	100	13	and	and	CCONJ
cet-3930	100	14	the	the	DET
cet-3930	100	15	remaining	remain	VERB
cet-3930	100	16	attributes	attribute	NOUN
cet-3930	100	17	are	be	AUX
cet-3930	100	18	continuous	continuous	ADJ
cet-3930	100	19	variables	variable	NOUN
cet-3930	100	20	.	.	PUNCT
cet-3930	101	1	in	in	ADP
cet-3930	101	2	order	order	NOUN
cet-3930	101	3	to	to	PART
cet-3930	101	4	make	make	VERB
cet-3930	101	5	the	the	DET
cet-3930	101	6	data	datum	NOUN
cet-3930	101	7	conform	conform	VERB
cet-3930	101	8	to	to	ADP
cet-3930	101	9	the	the	DET
cet-3930	101	10	experimental	experimental	ADJ
cet-3930	101	11	requirement	requirement	NOUN
cet-3930	101	12	,	,	PUNCT
cet-3930	101	13	the	the	DET
cet-3930	101	14	data	datum	NOUN
cet-3930	101	15	need	need	VERB
cet-3930	101	16	to	to	PART
cet-3930	101	17	be	be	AUX
cet-3930	101	18	preprocessed	preprocesse	VERB
cet-3930	101	19	.	.	PUNCT
cet-3930	102	1	data	datum	NOUN
cet-3930	102	2	preprocessing	preprocessing	NOUN
cet-3930	102	3	includes	include	VERB
cet-3930	102	4	two	two	NUM
cet-3930	102	5	steps	step	NOUN
cet-3930	102	6	that	that	PRON
cet-3930	102	7	are	be	AUX
cet-3930	102	8	the	the	DET
cet-3930	102	9	data	datum	NOUN
cet-3930	102	10	processing	processing	NOUN
cet-3930	102	11	of	of	ADP
cet-3930	102	12	symbolic	symbolic	ADJ
cet-3930	102	13	data	datum	NOUN
cet-3930	102	14	and	and	CCONJ
cet-3930	102	15	the	the	DET
cet-3930	102	16	standard	standard	ADJ
cet-3930	102	17	processing	processing	NOUN
cet-3930	102	18	of	of	ADP
cet-3930	102	19	numerical	numerical	ADJ
cet-3930	102	20	data	datum	NOUN
cet-3930	102	21	.	.	PUNCT
cet-3930	103	1	since	since	SCONJ
cet-3930	103	2	each	each	DET
cet-3930	103	3	data	data	NOUN
cet-3930	103	4	contains	contain	VERB
cet-3930	103	5	3	3	NUM
cet-3930	103	6	symbolic	symbolic	ADJ
cet-3930	103	7	attributes	attribute	NOUN
cet-3930	103	8	which	which	PRON
cet-3930	103	9	are	be	AUX
cet-3930	103	10	protocol_type	protocol_type	ADJ
cet-3930	103	11	,	,	PUNCT
cet-3930	103	12	service	service	NOUN
cet-3930	103	13	,	,	PUNCT
cet-3930	103	14	and	and	CCONJ
cet-3930	103	15	flag	flag	NOUN
cet-3930	103	16	,	,	PUNCT
cet-3930	103	17	we	we	PRON
cet-3930	103	18	should	should	AUX
cet-3930	103	19	convert	convert	VERB
cet-3930	103	20	them	they	PRON
cet-3930	103	21	to	to	ADP
cet-3930	103	22	numeric	numeric	ADJ
cet-3930	103	23	attributes	attribute	NOUN
cet-3930	103	24	.	.	PUNCT
cet-3930	104	1	the	the	DET
cet-3930	104	2	protocol_type	protocol_type	PROPN
cet-3930	104	3	property	property	NOUN
cet-3930	104	4	has	have	VERB
cet-3930	104	5	3	3	NUM
cet-3930	104	6	properties	property	NOUN
cet-3930	104	7	,	,	PUNCT
cet-3930	104	8	we	we	PRON
cet-3930	104	9	can	can	AUX
cet-3930	104	10	use	use	VERB
cet-3930	104	11	1	1	NUM
cet-3930	104	12	-	-	SYM
cet-3930	104	13	3	3	NUM
cet-3930	104	14	to	to	PART
cet-3930	104	15	represent	represent	VERB
cet-3930	104	16	them	they	PRON
cet-3930	104	17	.	.	PUNCT
cet-3930	105	1	the	the	DET
cet-3930	105	2	service	service	NOUN
cet-3930	105	3	property	property	NOUN
cet-3930	105	4	contains	contain	VERB
cet-3930	105	5	70	70	NUM
cet-3930	105	6	kinds	kind	NOUN
cet-3930	105	7	of	of	ADP
cet-3930	105	8	values	value	NOUN
cet-3930	105	9	,	,	PUNCT
cet-3930	105	10	through	through	ADP
cet-3930	105	11	the	the	DET
cet-3930	105	12	reduction	reduction	NOUN
cet-3930	105	13	of	of	ADP
cet-3930	105	14	attributes	attribute	NOUN
cet-3930	105	15	,	,	PUNCT
cet-3930	105	16	we	we	PRON
cet-3930	105	17	can	can	AUX
cet-3930	105	18	use	use	VERB
cet-3930	105	19	1	1	NUM
cet-3930	105	20	-	-	SYM
cet-3930	105	21	9	9	NUM
cet-3930	105	22	to	to	PART
cet-3930	105	23	represent	represent	VERB
cet-3930	105	24	them	they	PRON
cet-3930	105	25	.	.	PUNCT
cet-3930	106	1	the	the	DET
cet-3930	106	2	flag	flag	NOUN
cet-3930	106	3	property	property	NOUN
cet-3930	106	4	contains	contain	VERB
cet-3930	106	5	11	11	NUM
cet-3930	106	6	kinds	kind	NOUN
cet-3930	106	7	of	of	ADP
cet-3930	106	8	attributes	attribute	NOUN
cet-3930	106	9	.	.	PUNCT
cet-3930	107	1	we	we	PRON
cet-3930	107	2	can	can	AUX
cet-3930	107	3	use	use	VERB
cet-3930	107	4	1	1	NUM
cet-3930	107	5	-	-	SYM
cet-3930	107	6	4	4	NUM
cet-3930	107	7	to	to	PART
cet-3930	107	8	represent	represent	VERB
cet-3930	107	9	them	they	PRON
cet-3930	107	10	by	by	ADP
cet-3930	107	11	means	mean	NOUN
cet-3930	107	12	of	of	ADP
cet-3930	107	13	attribute	attribute	NOUN
cet-3930	107	14	reduction	reduction	NOUN
cet-3930	107	15	.	.	PUNCT
cet-3930	108	1	next	next	ADV
cet-3930	108	2	,	,	PUNCT
cet-3930	108	3	we	we	PRON
cet-3930	108	4	give	give	VERB
cet-3930	108	5	the	the	DET
cet-3930	108	6	sample	sample	NOUN
cet-3930	108	7	data	datum	NOUN
cet-3930	108	8	table	table	NOUN
cet-3930	108	9	.	.	PUNCT
cet-3930	109	1	it	it	PRON
cet-3930	109	2	consists	consist	VERB
cet-3930	109	3	of	of	ADP
cet-3930	109	4	1000	1000	NUM
cet-3930	109	5	vectors	vector	NOUN
cet-3930	109	6	,	,	PUNCT
cet-3930	109	7	each	each	DET
cet-3930	109	8	data	datum	NOUN
cet-3930	109	9	has	have	VERB
cet-3930	109	10	41	41	NUM
cet-3930	109	11	characteristics	characteristic	NOUN
cet-3930	109	12	.	.	PUNCT
cet-3930	110	1	table	table	NOUN
cet-3930	110	2	1	1	NUM
cet-3930	110	3	:	:	PUNCT
cet-3930	110	4	the	the	DET
cet-3930	110	5	sample	sample	NOUN
cet-3930	110	6	data	datum	NOUN
cet-3930	110	7	set	set	VERB
cet-3930	110	8	x1	x1	PROPN
cet-3930	110	9	x2	x2	PROPN
cet-3930	110	10	x3	x3	PROPN
cet-3930	110	11	x4	x4	PROPN
cet-3930	110	12	x5	x5	PROPN
cet-3930	110	13	x6	x6	PROPN
cet-3930	110	14	x7	x7	NOUN
cet-3930	110	15	x8	x8	NOUN
cet-3930	110	16	x9	x9	NOUN
cet-3930	110	17	x10	x10	ADP
cet-3930	110	18	x11	x11	PROPN
cet-3930	110	19	x	x	PROPN
cet-3930	110	20	x40	x40	PROPN
cet-3930	110	21	x41	x41	PROPN
cet-3930	110	22	y	y	PROPN
cet-3930	110	23	0	0	PROPN
cet-3930	110	24	tcp	tcp	PROPN
cet-3930	110	25	http	http	PROPN
cet-3930	110	26	sf	sf	PROPN
cet-3930	110	27	215	215	NUM
cet-3930	110	28	45076	45076	NUM
cet-3930	110	29	0	0	NUM
cet-3930	110	30	0	0	NUM
cet-3930	110	31	0	0	NUM
cet-3930	110	32	0	0	NUM
cet-3930	110	33	0	0	NUM
cet-3930	110	34	0	0	NUM
cet-3930	110	35	0	0	NUM
cet-3930	111	1	normal	normal	ADJ
cet-3930	111	2	0	0	NUM
cet-3930	111	3	tcp	tcp	X
cet-3930	111	4	http	http	PROPN
cet-3930	111	5	sf	sf	PROPN
cet-3930	111	6	162	162	NUM
cet-3930	111	7	45076	45076	NUM
cet-3930	111	8	0	0	NUM
cet-3930	111	9	0	0	NUM
cet-3930	111	10	0	0	NUM
cet-3930	111	11	0	0	NUM
cet-3930	111	12	0	0	NUM
cet-3930	111	13	0	0	NUM
cet-3930	111	14	0	0	NUM
cet-3930	111	15	normal	normal	ADJ
cet-3930	111	16	43	43	NUM
cet-3930	111	17	tcp	tcp	NOUN
cet-3930	111	18	telnet	telnet	NOUN
cet-3930	111	19	sf	sf	PROPN
cet-3930	111	20	756	756	NUM
cet-3930	111	21	369448	369448	NUM
cet-3930	111	22	0	0	NUM
cet-3930	111	23	0	0	NUM
cet-3930	111	24	0	0	NUM
cet-3930	111	25	0	0	NUM
cet-3930	111	26	0	0	NUM
cet-3930	111	27	0	0	NUM
cet-3930	111	28	0	0	NUM
cet-3930	111	29	normal	normal	ADJ
cet-3930	111	30	38	38	NUM
cet-3930	111	31	tcp	tcp	ADJ
cet-3930	111	32	telnet	telnet	NOUN
cet-3930	111	33	sf	sf	PROPN
cet-3930	111	34	755	755	NUM
cet-3930	111	35	417500	417500	NUM
cet-3930	111	36	0	0	NUM
cet-3930	111	37	0	0	NUM
cet-3930	111	38	0	0	NUM
cet-3930	111	39	0	0	NUM
cet-3930	111	40	0	0	NUM
cet-3930	111	41	0	0	NUM
cet-3930	111	42	0	0	NUM
cet-3930	111	43	normal	normal	ADJ
cet-3930	111	44	18	18	NUM
cet-3930	111	45	tcp	tcp	NOUN
cet-3930	111	46	telnet	telnet	NOUN
cet-3930	111	47	sf	sf	PROPN
cet-3930	111	48	154	154	NUM
cet-3930	111	49	187774	187774	NUM
cet-3930	111	50	0	0	NUM
cet-3930	111	51	0	0	NUM
cet-3930	111	52	0	0	NUM
cet-3930	111	53	0	0	NUM
cet-3930	111	54	0	0	NUM
cet-3930	111	55	0	0	NUM
cet-3930	111	56	0	0	NUM
cet-3930	111	57	normal	normal	ADJ
cet-3930	111	58	3	3	NUM
cet-3930	111	59	tcp	tcp	PROPN
cet-3930	111	60	smtp	smtp	PROPN
cet-3930	111	61	sf	sf	PROPN
cet-3930	111	62	833	833	NUM
cet-3930	111	63	345	345	NUM
cet-3930	111	64	0	0	NUM
cet-3930	111	65	0	0	NUM
cet-3930	111	66	0	0	NUM
cet-3930	111	67	0	0	NUM
cet-3930	111	68	0	0	NUM
cet-3930	111	69	0	0	NUM
cet-3930	111	70	0	0	NUM
cet-3930	111	71	normal	normal	ADJ
cet-3930	111	72	0	0	NUM
cet-3930	112	1	icmp	icmp	ADJ
cet-3930	112	2	ecr_i	ecr_i	NOUN
cet-3930	112	3	sf	sf	ADP
cet-3930	112	4	1032	1032	NUM
cet-3930	112	5	0	0	NUM
cet-3930	112	6	0	0	NUM
cet-3930	112	7	0	0	NUM
cet-3930	112	8	0	0	NUM
cet-3930	112	9	0	0	NUM
cet-3930	112	10	0	0	NUM
cet-3930	112	11	0	0	NUM
cet-3930	112	12	0	0	NUM
cet-3930	112	13	smurf	smurf	NOUN
cet-3930	112	14	0	0	NUM
cet-3930	113	1	icmp	icmp	ADJ
cet-3930	113	2	ecr_i	ecr_i	PROPN
cet-3930	113	3	sf	sf	ADP
cet-3930	113	4	1032	1032	NUM
cet-3930	113	5	0	0	NUM
cet-3930	113	6	0	0	NUM
cet-3930	113	7	0	0	NUM
cet-3930	113	8	0	0	NUM
cet-3930	113	9	0	0	NUM
cet-3930	113	10	0	0	NUM
cet-3930	113	11	0	0	NUM
cet-3930	113	12	0	0	NUM
cet-3930	113	13	smurf	smurf	NOUN
cet-3930	113	14	0	0	PROPN
cet-3930	114	1	udp	udp	PROPN
cet-3930	114	2	dom	dom	NOUN
cet-3930	114	3	sf	sf	PROPN
cet-3930	114	4	35	35	NUM
cet-3930	114	5	0	0	NUM
cet-3930	114	6	0	0	NUM
cet-3930	114	7	0	0	NUM
cet-3930	114	8	0	0	NUM
cet-3930	114	9	0	0	NUM
cet-3930	114	10	0	0	NUM
cet-3930	114	11	0	0	NUM
cet-3930	114	12	0	0	NUM
cet-3930	114	13	normal	normal	ADJ
cet-3930	114	14	0	0	NUM
cet-3930	114	15	tcp	tcp	PROPN
cet-3930	114	16	smtp	smtp	PROPN
cet-3930	114	17	sf	sf	PROPN
cet-3930	114	18	571	571	NUM
cet-3930	114	19	330	330	NUM
cet-3930	114	20	0	0	NUM
cet-3930	114	21	0	0	NUM
cet-3930	114	22	0	0	NUM
cet-3930	114	23	0	0	NUM
cet-3930	114	24	0	0	NUM
cet-3930	114	25	0	0	NUM
cet-3930	114	26	0	0	NUM
cet-3930	114	27	normal	normal	ADJ
cet-3930	114	28	0	0	NUM
cet-3930	114	29	tcp	tcp	PROPN
cet-3930	114	30	finger	finger	NOUN
cet-3930	114	31	sf	sf	PROPN
cet-3930	114	32	9	9	NUM
cet-3930	114	33	366	366	NUM
cet-3930	114	34	0	0	NUM
cet-3930	114	35	0	0	NUM
cet-3930	114	36	0	0	NUM
cet-3930	114	37	0	0	NUM
cet-3930	114	38	0	0	NUM
cet-3930	114	39	0	0	NUM
cet-3930	114	40	0	0	NUM
cet-3930	114	41	normal	normal	ADJ
cet-3930	114	42	0	0	NUM
cet-3930	114	43	tcp	tcp	ADJ
cet-3930	114	44	private	private	ADJ
cet-3930	114	45	s0	s0	NOUN
cet-3930	114	46	0	0	PUNCT
cet-3930	114	47	0	0	NUM
cet-3930	114	48	0	0	NUM
cet-3930	114	49	0	0	NUM
cet-3930	114	50	0	0	NUM
cet-3930	114	51	0	0	NUM
cet-3930	114	52	0	0	NUM
cet-3930	114	53	0	0	NUM
cet-3930	114	54	0	0	NUM
cet-3930	114	55	neptune	neptune	NOUN
cet-3930	114	56	0	0	NUM
cet-3930	114	57	tcp	tcp	PROPN
cet-3930	114	58	private	private	ADJ
cet-3930	114	59	s0	s0	NOUN
cet-3930	114	60	0	0	PUNCT
cet-3930	114	61	0	0	NUM
cet-3930	114	62	0	0	NUM
cet-3930	114	63	0	0	NUM
cet-3930	114	64	0	0	NUM
cet-3930	114	65	0	0	NUM
cet-3930	114	66	0	0	NUM
cet-3930	114	67	0	0	NUM
cet-3930	114	68	0	0	NUM
cet-3930	114	69	neptune	neptune	NOUN
cet-3930	114	70	0	0	NUM
cet-3930	114	71	tcp	tcp	PROPN
cet-3930	114	72	private	private	ADJ
cet-3930	114	73	s0	s0	NOUN
cet-3930	114	74	0	0	PUNCT
cet-3930	114	75	0	0	NUM
cet-3930	114	76	0	0	NUM
cet-3930	114	77	0	0	NUM
cet-3930	114	78	0	0	NUM
cet-3930	114	79	0	0	NUM
cet-3930	114	80	0	0	NUM
cet-3930	114	81	0	0	NUM
cet-3930	114	82	0	0	NUM
cet-3930	114	83	neptune	neptune	NOUN
cet-3930	114	84	table	table	NOUN
cet-3930	114	85	1	1	NUM
cet-3930	114	86	reflects	reflect	VERB
cet-3930	114	87	the	the	DET
cet-3930	114	88	kdd	kdd	PROPN
cet-3930	114	89	cup99	cup99	PROPN
cet-3930	114	90	data	datum	NOUN
cet-3930	114	91	set	set	VERB
cet-3930	114	92	from	from	ADP
cet-3930	114	93	different	different	ADJ
cet-3930	114	94	angles	angle	NOUN
cet-3930	114	95	.	.	PUNCT
cet-3930	115	1	as	as	SCONJ
cet-3930	115	2	the	the	DET
cet-3930	115	3	dimensions	dimension	NOUN
cet-3930	115	4	of	of	ADP
cet-3930	115	5	the	the	DET
cet-3930	115	6	various	various	ADJ
cet-3930	115	7	indicators	indicator	NOUN
cet-3930	115	8	are	be	AUX
cet-3930	115	9	different	different	ADJ
cet-3930	115	10	,	,	PUNCT
cet-3930	115	11	so	so	SCONJ
cet-3930	115	12	we	we	PRON
cet-3930	115	13	can	can	AUX
cet-3930	115	14	not	not	PART
cet-3930	115	15	make	make	VERB
cet-3930	115	16	a	a	DET
cet-3930	115	17	direct	direct	ADJ
cet-3930	115	18	comparison	comparison	NOUN
cet-3930	115	19	.	.	PUNCT
cet-3930	116	1	in	in	ADP
cet-3930	116	2	order	order	NOUN
cet-3930	116	3	to	to	PART
cet-3930	116	4	make	make	VERB
cet-3930	116	5	the	the	DET
cet-3930	116	6	index	index	NOUN
cet-3930	116	7	have	have	VERB
cet-3930	116	8	comparability	comparability	NOUN
cet-3930	116	9	,	,	PUNCT
cet-3930	116	10	and	and	CCONJ
cet-3930	116	11	to	to	PART
cet-3930	116	12	speed	speed	VERB
cet-3930	116	13	up	up	ADP
cet-3930	116	14	the	the	DET
cet-3930	116	15	convergence	convergence	NOUN
cet-3930	116	16	rate	rate	NOUN
cet-3930	116	17	of	of	ADP
cet-3930	116	18	the	the	DET
cet-3930	116	19	neural	neural	ADJ
cet-3930	116	20	network	network	NOUN
cet-3930	116	21	,	,	PUNCT
cet-3930	116	22	this	this	DET
cet-3930	116	23	paper	paper	NOUN
cet-3930	116	24	has	have	AUX
cet-3930	116	25	carried	carry	VERB
cet-3930	116	26	on	on	ADP
cet-3930	116	27	the	the	DET
cet-3930	116	28	normalized	normalized	ADJ
cet-3930	116	29	processing	processing	NOUN
cet-3930	116	30	to	to	ADP
cet-3930	116	31	each	each	DET
cet-3930	116	32	index	index	NOUN
cet-3930	116	33	:	:	PUNCT
cet-3930	116	34	for	for	ADP
cet-3930	116	35	quantitative	quantitative	ADJ
cet-3930	116	36	indicators	indicator	NOUN
cet-3930	116	37	:	:	PUNCT
cet-3930	116	38	the	the	DET
cet-3930	116	39	following	follow	VERB
cet-3930	116	40	formula	formula	NOUN
cet-3930	116	41	is	be	AUX
cet-3930	116	42	used	use	VERB
cet-3930	116	43	to	to	PART
cet-3930	116	44	normalize	normalize	VERB
cet-3930	116	45	.	.	PUNCT
cet-3930	117	1	min	min	PROPN
cet-3930	117	2	max	max	PROPN
cet-3930	117	3	min	min	PROPN
cet-3930	118	1	i	i	PRON
cet-3930	118	2	i	i	PRON
cet-3930	119	1	i	i	PRON
cet-3930	119	2	i	i	VERB
cet-3930	119	3	x	x	VERB
cet-3930	120	1	x	x	PUNCT
cet-3930	120	2	x	x	PUNCT
cet-3930	120	3	x	x	PUNCT
cet-3930	120	4	x	x	SYM
cet-3930	120	5			PROPN
cet-3930	120	6			NUM
cet-3930	120	7			NOUN
cet-3930	120	8	(	(	PUNCT
cet-3930	120	9	9	9	NUM
cet-3930	120	10	)	)	PUNCT
cet-3930	120	11	where	where	SCONJ
cet-3930	120	12	,	,	PUNCT
cet-3930	120	13	the	the	DET
cet-3930	120	14	normalized	normalize	VERB
cet-3930	120	15	values	value	NOUN
cet-3930	120	16	for	for	ADP
cet-3930	120	17	the	the	DET
cet-3930	120	18	i	i	PROPN
cet-3930	120	19	th	th	X
cet-3930	120	20	indicator	indicator	NOUN
cet-3930	120	21	is	be	AUX
cet-3930	120	22	ix	ix	ADV
cet-3930	120	23	,	,	PUNCT
cet-3930	120	24	the	the	DET
cet-3930	120	25	minimum	minimum	ADJ
cet-3930	120	26	value	value	NOUN
cet-3930	120	27	of	of	ADP
cet-3930	120	28	the	the	DET
cet-3930	120	29	i	i	PROPN
cet-3930	120	30	th	th	INTJ
cet-3930	120	31	indicator	indicator	NOUN
cet-3930	120	32	is	be	AUX
cet-3930	120	33	ximin	ximin	ADJ
cet-3930	120	34	,	,	PUNCT
cet-3930	120	35	and	and	CCONJ
cet-3930	120	36	the	the	DET
cet-3930	120	37	maximum	maximum	ADJ
cet-3930	120	38	value	value	NOUN
cet-3930	120	39	of	of	ADP
cet-3930	120	40	the	the	PRON
cet-3930	120	41	i	i	PROPN
cet-3930	120	42	th	th	INTJ
cet-3930	120	43	indicator	indicator	NOUN
cet-3930	120	44	is	be	AUX
cet-3930	120	45	ximax	ximax	PRON
cet-3930	120	46	.	.	PUNCT
cet-3930	121	1	in	in	ADP
cet-3930	121	2	this	this	DET
cet-3930	121	3	paper	paper	NOUN
cet-3930	121	4	,	,	PUNCT
cet-3930	121	5	the	the	DET
cet-3930	121	6	characteristic	characteristic	ADJ
cet-3930	121	7	values	value	NOUN
cet-3930	121	8	are	be	AUX
cet-3930	121	9	used	use	VERB
cet-3930	121	10	as	as	ADP
cet-3930	121	11	the	the	DET
cet-3930	121	12	input	input	NOUN
cet-3930	121	13	values	value	NOUN
cet-3930	121	14	of	of	ADP
cet-3930	121	15	the	the	DET
cet-3930	121	16	ga	ga	PROPN
cet-3930	121	17	-	-	PUNCT
cet-3930	121	18	bpnn	bpnn	PROPN
cet-3930	121	19	model	model	NOUN
cet-3930	121	20	.	.	PUNCT
cet-3930	122	1	as	as	SCONJ
cet-3930	122	2	the	the	DET
cet-3930	122	3	neural	neural	ADJ
cet-3930	122	4	network	network	NOUN
cet-3930	122	5	model	model	NOUN
cet-3930	122	6	of	of	ADP
cet-3930	122	7	this	this	DET
cet-3930	122	8	paper	paper	NOUN
cet-3930	122	9	is	be	AUX
cet-3930	122	10	a	a	DET
cet-3930	122	11	41	41	NUM
cet-3930	122	12	-	-	PUNCT
cet-3930	122	13	x-1	x-1	NOUN
cet-3930	122	14	model	model	NOUN
cet-3930	122	15	,	,	PUNCT
cet-3930	122	16	we	we	PRON
cet-3930	122	17	carry	carry	VERB
cet-3930	122	18	out	out	ADP
cet-3930	122	19	the	the	DET
cet-3930	122	20	training	training	NOUN
cet-3930	122	21	of	of	ADP
cet-3930	122	22	the	the	DET
cet-3930	122	23	sample	sample	NOUN
cet-3930	122	24	according	accord	VERB
cet-3930	122	25	to	to	ADP
cet-3930	122	26	principle	principle	NOUN
cet-3930	122	27	.	.	PUNCT
cet-3930	123	1	the	the	DET
cet-3930	123	2	principle	principle	NOUN
cet-3930	123	3	is	be	AUX
cet-3930	123	4	that	that	SCONJ
cet-3930	123	5	the	the	DET
cet-3930	123	6	number	number	NOUN
cet-3930	123	7	of	of	ADP
cet-3930	123	8	nodes	node	NOUN
cet-3930	123	9	in	in	ADP
cet-3930	123	10	the	the	DET
cet-3930	123	11	hidden	hide	VERB
cet-3930	123	12	layer	layer	NOUN
cet-3930	123	13	is	be	AUX
cet-3930	123	14	in	in	ADP
cet-3930	123	15	n	n	PRON
cet-3930	123	16	m	m	VERB
cet-3930	123	17	a	a	NOUN
cet-3930	123	18			VERB
cet-3930	123	19			PUNCT
cet-3930	123	20	.	.	PUNCT
cet-3930	124	1	we	we	PRON
cet-3930	124	2	try	try	VERB
cet-3930	124	3	to	to	PART
cet-3930	124	4	set	set	VERB
cet-3930	124	5	the	the	DET
cet-3930	124	6	number	number	NOUN
cet-3930	124	7	of	of	ADP
cet-3930	124	8	nodes	node	NOUN
cet-3930	124	9	in	in	ADP
cet-3930	124	10	the	the	DET
cet-3930	124	11	hidden	hide	VERB
cet-3930	124	12	layer	layer	NOUN
cet-3930	124	13	to	to	ADP
cet-3930	124	14	8	8	NUM
cet-3930	124	15	,	,	PUNCT
cet-3930	124	16	12	12	NUM
cet-3930	124	17	,	,	PUNCT
cet-3930	124	18	16	16	NUM
cet-3930	124	19	,	,	PUNCT
cet-3930	124	20	and	and	CCONJ
cet-3930	124	21	20	20	NUM
cet-3930	124	22	.	.	PUNCT
cet-3930	125	1	from	from	ADP
cet-3930	125	2	the	the	DET
cet-3930	125	3	results	result	NOUN
cet-3930	125	4	of	of	ADP
cet-3930	125	5	training	training	NOUN
cet-3930	125	6	,	,	PUNCT
cet-3930	125	7	it	it	PRON
cet-3930	125	8	can	can	AUX
cet-3930	125	9	be	be	AUX
cet-3930	125	10	known	know	VERB
cet-3930	125	11	that	that	SCONJ
cet-3930	125	12	the	the	DET
cet-3930	125	13	number	number	NOUN
cet-3930	125	14	of	of	ADP
cet-3930	125	15	hidden	hide	VERB
cet-3930	125	16	layer	layer	NOUN
cet-3930	125	17	nodes	node	NOUN
cet-3930	125	18	is	be	AUX
cet-3930	125	19	x=16	x=16	ADJ
cet-3930	125	20	when	when	SCONJ
cet-3930	125	21	the	the	DET
cet-3930	125	22	system	system	NOUN
cet-3930	125	23	fitting	fit	VERB
cet-3930	125	24	residual	residual	ADJ
cet-3930	125	25	is	be	AUX
cet-3930	125	26	the	the	DET
cet-3930	125	27	smallest	small	ADJ
cet-3930	125	28	.	.	PUNCT
cet-3930	126	1	next	next	ADV
cet-3930	126	2	,	,	PUNCT
cet-3930	126	3	we	we	PRON
cet-3930	126	4	use	use	VERB
cet-3930	126	5	the	the	DET
cet-3930	126	6	ga	ga	PROPN
cet-3930	126	7	-	-	PUNCT
cet-3930	126	8	bpnn	bpnn	PROPN
cet-3930	126	9	model	model	NOUN
cet-3930	126	10	,	,	PUNCT
cet-3930	126	11	svm	svm	ADJ
cet-3930	126	12	model	model	NOUN
cet-3930	126	13	and	and	CCONJ
cet-3930	126	14	clustering	clustering	ADJ
cet-3930	126	15	model	model	NOUN
cet-3930	126	16	to	to	PART
cet-3930	126	17	detect	detect	VERB
cet-3930	126	18	the	the	DET
cet-3930	126	19	15	15	NUM
cet-3930	126	20	sets	set	NOUN
cet-3930	126	21	of	of	ADP
cet-3930	126	22	data	datum	NOUN
cet-3930	126	23	in	in	ADP
cet-3930	126	24	the	the	DET
cet-3930	126	25	table	table	NOUN
cet-3930	126	26	2	2	NUM
cet-3930	126	27	,	,	PUNCT
cet-3930	126	28	and	and	CCONJ
cet-3930	126	29	the	the	DET
cet-3930	126	30	experiment	experiment	NOUN
cet-3930	126	31	is	be	AUX
cet-3930	126	32	repeated	repeat	VERB
cet-3930	126	33	3	3	NUM
cet-3930	126	34	times	time	NOUN
cet-3930	126	35	.	.	PUNCT
cet-3930	127	1	the	the	DET
cet-3930	127	2	correctness	correctness	NOUN
cet-3930	127	3	of	of	ADP
cet-3930	127	4	the	the	DET
cet-3930	127	5	classification	classification	NOUN
cet-3930	127	6	is	be	AUX
cet-3930	127	7	shown	show	VERB
cet-3930	127	8	in	in	ADP
cet-3930	127	9	figure	figure	NOUN
cet-3930	127	10	3	3	NUM
cet-3930	127	11	.	.	NOUN
cet-3930	127	12	394	394	NUM
cet-3930	127	13	figure	figure	NOUN
cet-3930	127	14	3	3	NUM
cet-3930	127	15	:	:	PUNCT
cet-3930	127	16	the	the	DET
cet-3930	127	17	number	number	NOUN
cet-3930	127	18	of	of	ADP
cet-3930	127	19	hidden	hide	VERB
cet-3930	127	20	layer	layer	NOUN
cet-3930	127	21	nodes	node	NOUN
cet-3930	127	22	is	be	AUX
cet-3930	127	23	16	16	NUM
cet-3930	127	24	in	in	ADP
cet-3930	127	25	neural	neural	ADJ
cet-3930	127	26	network	network	NOUN
cet-3930	127	27	training	training	NOUN
cet-3930	127	28	table	table	NOUN
cet-3930	128	1	2	2	NUM
cet-3930	128	2	:	:	PUNCT
cet-3930	128	3	the	the	DET
cet-3930	128	4	test	test	NOUN
cet-3930	128	5	data	datum	NOUN
cet-3930	128	6	set	set	VERB
cet-3930	128	7	x1	x1	PROPN
cet-3930	128	8	x2	x2	PROPN
cet-3930	128	9	x3	x3	PROPN
cet-3930	128	10	x4	x4	PROPN
cet-3930	128	11	x5	x5	PROPN
cet-3930	128	12	x6	x6	PROPN
cet-3930	128	13	x7	x7	NOUN
cet-3930	128	14	x8	x8	NOUN
cet-3930	128	15	x9	x9	NOUN
cet-3930	129	1	x10	x10	ADP
cet-3930	129	2	x11	x11	PROPN
cet-3930	129	3	x12	x12	NUM
cet-3930	129	4	x	x	SYM
cet-3930	129	5	x40	x40	PROPN
cet-3930	129	6	x41	x41	PROPN
cet-3930	129	7	0	0	NUM
cet-3930	129	8	tcp	tcp	PROPN
cet-3930	129	9	http	http	PROPN
cet-3930	129	10	sf	sf	PROPN
cet-3930	129	11	236	236	NUM
cet-3930	130	1	622	622	NUM
cet-3930	130	2	0	0	NUM
cet-3930	130	3	0	0	NUM
cet-3930	130	4	0	0	NUM
cet-3930	130	5	0	0	NUM
cet-3930	130	6	0	0	NUM
cet-3930	130	7	1	1	NUM
cet-3930	130	8	0	0	NUM
cet-3930	130	9	0	0	NUM
cet-3930	130	10	0	0	NUM
cet-3930	130	11	tcp	tcp	PROPN
cet-3930	130	12	http	http	NOUN
cet-3930	130	13	sf	sf	PROPN
cet-3930	130	14	253	253	NUM
cet-3930	130	15	5230	5230	NUM
cet-3930	130	16	0	0	NUM
cet-3930	130	17	0	0	NUM
cet-3930	130	18	0	0	NUM
cet-3930	130	19	0	0	NUM
cet-3930	130	20	0	0	NUM
cet-3930	130	21	1	1	NUM
cet-3930	130	22	0	0	NUM
cet-3930	130	23	0	0	NUM
cet-3930	130	24	0	0	NUM
cet-3930	130	25	tcp	tcp	PROPN
cet-3930	130	26	http	http	NOUN
cet-3930	130	27	sf	sf	PROPN
cet-3930	130	28	232	232	NUM
cet-3930	131	1	757	757	NUM
cet-3930	131	2	0	0	NUM
cet-3930	131	3	0	0	NUM
cet-3930	131	4	0	0	NUM
cet-3930	131	5	0	0	NUM
cet-3930	131	6	0	0	NUM
cet-3930	131	7	1	1	NUM
cet-3930	131	8	0	0	NUM
cet-3930	131	9	0	0	NUM
cet-3930	131	10	0	0	NUM
cet-3930	131	11	tcp	tcp	PROPN
cet-3930	131	12	http	http	NOUN
cet-3930	131	13	sf	sf	PROPN
cet-3930	131	14	250	250	NUM
cet-3930	131	15	3267	3267	NUM
cet-3930	131	16	0	0	NUM
cet-3930	131	17	0	0	NUM
cet-3930	131	18	0	0	NUM
cet-3930	131	19	0	0	NUM
cet-3930	131	20	0	0	NUM
cet-3930	131	21	1	1	NUM
cet-3930	131	22	0	0	NUM
cet-3930	131	23	0	0	NUM
cet-3930	131	24	0	0	NUM
cet-3930	131	25	icmp	icmp	ADJ
cet-3930	131	26	ecr_i	ecr_i	NOUN
cet-3930	132	1	sf	sf	ADP
cet-3930	132	2	1032	1032	NUM
cet-3930	132	3	0	0	NUM
cet-3930	132	4	0	0	NUM
cet-3930	132	5	0	0	NUM
cet-3930	132	6	0	0	NUM
cet-3930	132	7	0	0	NUM
cet-3930	132	8	0	0	NUM
cet-3930	132	9	0	0	NUM
cet-3930	132	10	0	0	NUM
cet-3930	132	11	0	0	NUM
cet-3930	132	12	0	0	NUM
cet-3930	132	13	icmp	icmp	ADJ
cet-3930	132	14	ecr_i	ecr_i	NOUN
cet-3930	133	1	sf	sf	ADP
cet-3930	133	2	1032	1032	NUM
cet-3930	133	3	0	0	NUM
cet-3930	133	4	0	0	NUM
cet-3930	133	5	0	0	NUM
cet-3930	133	6	0	0	NUM
cet-3930	133	7	0	0	NUM
cet-3930	133	8	0	0	NUM
cet-3930	133	9	0	0	NUM
cet-3930	133	10	0	0	NUM
cet-3930	133	11	0	0	NUM
cet-3930	133	12	0	0	NUM
cet-3930	133	13	tcp	tcp	PROPN
cet-3930	133	14	http	http	NOUN
cet-3930	133	15	sf	sf	PROPN
cet-3930	133	16	168	168	NUM
cet-3930	133	17	36438	36438	NUM
cet-3930	133	18	0	0	NUM
cet-3930	133	19	0	0	NUM
cet-3930	133	20	0	0	NUM
cet-3930	133	21	0	0	NUM
cet-3930	133	22	0	0	NUM
cet-3930	133	23	1	1	NUM
cet-3930	133	24	0	0	NUM
cet-3930	133	25	0	0	NUM
cet-3930	133	26	0	0	NUM
cet-3930	133	27	tcp	tcp	PROPN
cet-3930	133	28	http	http	NOUN
cet-3930	133	29	sf	sf	PROPN
cet-3930	133	30	232	232	NUM
cet-3930	134	1	337	337	NUM
cet-3930	134	2	0	0	NUM
cet-3930	134	3	0	0	NUM
cet-3930	134	4	0	0	NUM
cet-3930	134	5	0	0	NUM
cet-3930	134	6	0	0	NUM
cet-3930	134	7	1	1	NUM
cet-3930	134	8	0	0	NUM
cet-3930	134	9	0	0	NUM
cet-3930	134	10	0	0	NUM
cet-3930	134	11	icmp	icmp	ADJ
cet-3930	134	12	ecr_i	ecr_i	NOUN
cet-3930	134	13	sf	sf	ADP
cet-3930	134	14	1032	1032	NUM
cet-3930	134	15	0	0	NUM
cet-3930	134	16	0	0	NUM
cet-3930	134	17	0	0	NUM
cet-3930	134	18	0	0	NUM
cet-3930	134	19	0	0	NUM
cet-3930	134	20	0	0	NUM
cet-3930	134	21	0	0	NUM
cet-3930	134	22	0	0	NUM
cet-3930	134	23	0	0	NUM
cet-3930	134	24	0	0	NUM
cet-3930	134	25	icmp	icmp	ADJ
cet-3930	134	26	ecr_i	ecr_i	NOUN
cet-3930	135	1	sf	sf	ADP
cet-3930	135	2	1032	1032	NUM
cet-3930	135	3	0	0	NUM
cet-3930	135	4	0	0	NUM
cet-3930	135	5	0	0	NUM
cet-3930	135	6	0	0	NUM
cet-3930	135	7	0	0	NUM
cet-3930	135	8	0	0	NUM
cet-3930	135	9	0	0	NUM
cet-3930	135	10	0	0	NUM
cet-3930	135	11	0	0	NUM
cet-3930	135	12	0	0	NUM
cet-3930	135	13	icmp	icmp	ADJ
cet-3930	135	14	ecr_i	ecr_i	NOUN
cet-3930	136	1	sf	sf	ADP
cet-3930	136	2	1032	1032	NUM
cet-3930	136	3	0	0	NUM
cet-3930	136	4	0	0	NUM
cet-3930	136	5	0	0	NUM
cet-3930	136	6	0	0	NUM
cet-3930	136	7	0	0	NUM
cet-3930	136	8	0	0	NUM
cet-3930	136	9	0	0	NUM
cet-3930	136	10	0	0	NUM
cet-3930	136	11	0	0	NUM
cet-3930	136	12	0	0	NUM
cet-3930	136	13	tcp	tcp	PROPN
cet-3930	136	14	http	http	PROPN
cet-3930	136	15	sf	sf	PROPN
cet-3930	136	16	248	248	NUM
cet-3930	136	17	4739	4739	NUM
cet-3930	136	18	0	0	NUM
cet-3930	136	19	0	0	NUM
cet-3930	136	20	0	0	NUM
cet-3930	136	21	0	0	NUM
cet-3930	136	22	0	0	NUM
cet-3930	136	23	1	1	NUM
cet-3930	136	24	0	0	NUM
cet-3930	136	25	0	0	NUM
cet-3930	136	26	0	0	NUM
cet-3930	136	27	tcp	tcp	PROPN
cet-3930	136	28	http	http	NOUN
cet-3930	136	29	sf	sf	PROPN
cet-3930	136	30	236	236	NUM
cet-3930	136	31	1667	1667	NUM
cet-3930	136	32	0	0	NUM
cet-3930	136	33	0	0	NUM
cet-3930	136	34	0	0	NUM
cet-3930	136	35	0	0	NUM
cet-3930	136	36	0	0	NUM
cet-3930	136	37	1	1	NUM
cet-3930	136	38	0	0	NUM
cet-3930	136	39	0	0	NUM
cet-3930	136	40	0	0	NUM
cet-3930	136	41	tcp	tcp	PROPN
cet-3930	136	42	http	http	PROPN
cet-3930	136	43	sf	sf	PROPN
cet-3930	136	44	222	222	NUM
cet-3930	137	1	622	622	NUM
cet-3930	137	2	0	0	NUM
cet-3930	137	3	0	0	NUM
cet-3930	137	4	0	0	NUM
cet-3930	137	5	0	0	NUM
cet-3930	137	6	0	0	NUM
cet-3930	137	7	1	1	NUM
cet-3930	137	8	0	0	NUM
cet-3930	137	9	0	0	NUM
cet-3930	137	10	0	0	NUM
cet-3930	137	11	tcp	tcp	PROPN
cet-3930	137	12	http	http	NOUN
cet-3930	137	13	sf	sf	PROPN
cet-3930	137	14	245	245	NUM
cet-3930	137	15	3432	3432	NUM
cet-3930	137	16	0	0	NUM
cet-3930	137	17	0	0	NUM
cet-3930	137	18	0	0	NUM
cet-3930	137	19	0	0	NUM
cet-3930	137	20	0	0	NUM
cet-3930	137	21	1	1	NUM
cet-3930	137	22	0	0	NUM
cet-3930	137	23	0	0	NUM
cet-3930	137	24	4.2	4.2	NUM
cet-3930	137	25	the	the	DET
cet-3930	137	26	experiment	experiment	NOUN
cet-3930	137	27	steps	step	NOUN
cet-3930	137	28	and	and	CCONJ
cet-3930	137	29	the	the	DET
cet-3930	137	30	result	result	NOUN
cet-3930	137	31	analysis	analysis	NOUN
cet-3930	137	32	in	in	ADP
cet-3930	137	33	order	order	NOUN
cet-3930	137	34	to	to	PART
cet-3930	137	35	evaluate	evaluate	VERB
cet-3930	137	36	the	the	DET
cet-3930	137	37	advantages	advantage	NOUN
cet-3930	137	38	and	and	CCONJ
cet-3930	137	39	disadvantages	disadvantage	NOUN
cet-3930	137	40	of	of	ADP
cet-3930	137	41	detection	detection	NOUN
cet-3930	137	42	technology	technology	NOUN
cet-3930	137	43	,	,	PUNCT
cet-3930	137	44	we	we	PRON
cet-3930	137	45	need	need	VERB
cet-3930	137	46	a	a	DET
cet-3930	137	47	series	series	NOUN
cet-3930	137	48	of	of	ADP
cet-3930	137	49	quantitative	quantitative	ADJ
cet-3930	137	50	evaluation	evaluation	NOUN
cet-3930	137	51	index	index	NOUN
cet-3930	137	52	.	.	PUNCT
cet-3930	138	1	the	the	DET
cet-3930	138	2	main	main	ADJ
cet-3930	138	3	evaluation	evaluation	NOUN
cet-3930	138	4	indicators	indicator	NOUN
cet-3930	138	5	include	include	VERB
cet-3930	138	6	total	total	ADJ
cet-3930	138	7	detection	detection	NOUN
cet-3930	138	8	accuracy	accuracy	NOUN
cet-3930	138	9	,	,	PUNCT
cet-3930	138	10	missed	miss	VERB
cet-3930	138	11	alarm	alarm	NOUN
cet-3930	138	12	rate	rate	NOUN
cet-3930	138	13	,	,	PUNCT
cet-3930	138	14	false	false	ADJ
cet-3930	138	15	alarm	alarm	NOUN
cet-3930	138	16	rate	rate	NOUN
cet-3930	138	17	,	,	PUNCT
cet-3930	138	18	detection	detection	NOUN
cet-3930	138	19	delay	delay	NOUN
cet-3930	138	20	and	and	CCONJ
cet-3930	138	21	learning	learning	NOUN
cet-3930	138	22	ability	ability	NOUN
cet-3930	138	23	.	.	PUNCT
cet-3930	139	1	the	the	DET
cet-3930	139	2	total	total	ADJ
cet-3930	139	3	detection	detection	NOUN
cet-3930	139	4	accuracy	accuracy	NOUN
cet-3930	139	5	refers	refer	VERB
cet-3930	139	6	to	to	ADP
cet-3930	139	7	the	the	DET
cet-3930	139	8	ratio	ratio	NOUN
cet-3930	139	9	of	of	ADP
cet-3930	139	10	the	the	DET
cet-3930	139	11	number	number	NOUN
cet-3930	139	12	of	of	ADP
cet-3930	139	13	correct	correct	ADJ
cet-3930	139	14	classification	classification	NOUN
cet-3930	139	15	and	and	CCONJ
cet-3930	139	16	the	the	DET
cet-3930	139	17	total	total	ADJ
cet-3930	139	18	number	number	NOUN
cet-3930	139	19	of	of	ADP
cet-3930	139	20	samples	sample	NOUN
cet-3930	139	21	.	.	PUNCT
cet-3930	140	1	the	the	DET
cet-3930	140	2	number	number	NOUN
cet-3930	140	3	of	of	ADP
cet-3930	140	4	correct	correct	ADJ
cet-3930	140	5	classification	classification	NOUN
cet-3930	140	6	total	total	NOUN
cet-3930	140	7	detection	detection	NOUN
cet-3930	140	8	accuracy(tda	accuracy(tda	NOUN
cet-3930	140	9	)	)	PUNCT
cet-3930	140	10	the	the	DET
cet-3930	140	11	total	total	ADJ
cet-3930	140	12	number	number	NOUN
cet-3930	140	13	of	of	ADP
cet-3930	140	14	samples	sample	NOUN
cet-3930	140	15			PRON
cet-3930	140	16	(	(	PUNCT
cet-3930	140	17	10	10	NUM
cet-3930	140	18	)	)	PUNCT
cet-3930	140	19	this	this	PRON
cet-3930	140	20	is	be	AUX
cet-3930	140	21	an	an	DET
cet-3930	140	22	evaluation	evaluation	NOUN
cet-3930	140	23	index	index	NOUN
cet-3930	140	24	of	of	ADP
cet-3930	140	25	the	the	DET
cet-3930	140	26	distinguishing	distinguish	VERB
cet-3930	140	27	ability	ability	NOUN
cet-3930	140	28	of	of	ADP
cet-3930	140	29	sample	sample	NOUN
cet-3930	140	30	of	of	ADP
cet-3930	140	31	intrusion	intrusion	NOUN
cet-3930	140	32	detection	detection	NOUN
cet-3930	140	33	technology	technology	NOUN
cet-3930	140	34	,	,	PUNCT
cet-3930	140	35	which	which	PRON
cet-3930	140	36	reflects	reflect	VERB
cet-3930	140	37	the	the	DET
cet-3930	140	38	overall	overall	ADJ
cet-3930	140	39	detection	detection	NOUN
cet-3930	140	40	ability	ability	NOUN
cet-3930	140	41	of	of	ADP
cet-3930	140	42	intrusion	intrusion	NOUN
cet-3930	140	43	detection	detection	NOUN
cet-3930	140	44	technology	technology	NOUN
cet-3930	140	45	in	in	ADP
cet-3930	140	46	a	a	DET
cet-3930	140	47	certain	certain	ADJ
cet-3930	140	48	extent	extent	NOUN
cet-3930	140	49	.	.	PUNCT
cet-3930	141	1	we	we	PRON
cet-3930	141	2	hope	hope	VERB
cet-3930	141	3	that	that	SCONJ
cet-3930	141	4	the	the	DET
cet-3930	141	5	total	total	ADJ
cet-3930	141	6	detection	detection	NOUN
cet-3930	141	7	accuracy	accuracy	NOUN
cet-3930	141	8	as	as	ADV
cet-3930	141	9	high	high	ADJ
cet-3930	141	10	as	as	ADP
cet-3930	141	11	possible	possible	ADJ
cet-3930	141	12	.	.	PUNCT
cet-3930	142	1	figure	figure	VERB
cet-3930	142	2	4	4	NUM
cet-3930	142	3	.	.	PUNCT
cet-3930	143	1	the	the	DET
cet-3930	143	2	comparison	comparison	NOUN
cet-3930	143	3	of	of	ADP
cet-3930	143	4	detection	detection	NOUN
cet-3930	143	5	accuracy	accuracy	NOUN
cet-3930	143	6	395	395	NUM
cet-3930	143	7	from	from	ADP
cet-3930	143	8	figure	figure	NOUN
cet-3930	143	9	4	4	NUM
cet-3930	143	10	we	we	PRON
cet-3930	143	11	can	can	AUX
cet-3930	143	12	see	see	VERB
cet-3930	143	13	that	that	SCONJ
cet-3930	143	14	the	the	DET
cet-3930	143	15	detection	detection	NOUN
cet-3930	143	16	accuracy	accuracy	NOUN
cet-3930	143	17	of	of	ADP
cet-3930	143	18	the	the	DET
cet-3930	143	19	type	type	NOUN
cet-3930	143	20	of	of	ADP
cet-3930	143	21	dos	do	NOUN
cet-3930	143	22	attack	attack	NOUN
cet-3930	143	23	is	be	AUX
cet-3930	143	24	the	the	DET
cet-3930	143	25	highest	high	ADJ
cet-3930	143	26	,	,	PUNCT
cet-3930	143	27	and	and	CCONJ
cet-3930	143	28	the	the	DET
cet-3930	143	29	type	type	NOUN
cet-3930	143	30	of	of	ADP
cet-3930	143	31	r2l	r2l	NOUN
cet-3930	143	32	attack	attack	NOUN
cet-3930	143	33	is	be	AUX
cet-3930	143	34	the	the	DET
cet-3930	143	35	lowest	low	ADJ
cet-3930	143	36	.	.	PUNCT
cet-3930	144	1	this	this	PRON
cet-3930	144	2	is	be	AUX
cet-3930	144	3	because	because	SCONJ
cet-3930	144	4	the	the	DET
cet-3930	144	5	type	type	NOUN
cet-3930	144	6	of	of	ADP
cet-3930	144	7	r2l	r2l	NOUN
cet-3930	144	8	attack	attack	NOUN
cet-3930	144	9	is	be	AUX
cet-3930	144	10	often	often	ADV
cet-3930	144	11	disguised	disguise	VERB
cet-3930	144	12	as	as	ADP
cet-3930	144	13	a	a	DET
cet-3930	144	14	legitimate	legitimate	ADJ
cet-3930	144	15	user	user	NOUN
cet-3930	144	16	identity	identity	NOUN
cet-3930	144	17	.	.	PUNCT
cet-3930	145	1	at	at	ADP
cet-3930	145	2	the	the	DET
cet-3930	145	3	same	same	ADJ
cet-3930	145	4	time	time	NOUN
cet-3930	145	5	,	,	PUNCT
cet-3930	145	6	we	we	PRON
cet-3930	145	7	found	find	VERB
cet-3930	145	8	that	that	SCONJ
cet-3930	145	9	the	the	DET
cet-3930	145	10	number	number	NOUN
cet-3930	145	11	of	of	ADP
cet-3930	145	12	experiments	experiment	NOUN
cet-3930	145	13	for	for	ADP
cet-3930	145	14	the	the	DET
cet-3930	145	15	analysis	analysis	NOUN
cet-3930	145	16	of	of	ADP
cet-3930	145	17	the	the	DET
cet-3930	145	18	final	final	ADJ
cet-3930	145	19	results	result	NOUN
cet-3930	145	20	have	have	VERB
cet-3930	145	21	a	a	DET
cet-3930	145	22	greater	great	ADJ
cet-3930	145	23	impact	impact	NOUN
cet-3930	145	24	.	.	PUNCT
cet-3930	146	1	through	through	ADP
cet-3930	146	2	many	many	ADJ
cet-3930	146	3	tests	test	NOUN
cet-3930	146	4	,	,	PUNCT
cet-3930	146	5	the	the	DET
cet-3930	146	6	final	final	ADJ
cet-3930	146	7	test	test	NOUN
cet-3930	146	8	results	result	NOUN
cet-3930	146	9	are	be	AUX
cet-3930	146	10	the	the	DET
cet-3930	146	11	highest	high	ADJ
cet-3930	146	12	detection	detection	NOUN
cet-3930	146	13	accuracy	accuracy	NOUN
cet-3930	146	14	which	which	PRON
cet-3930	146	15	are	be	AUX
cet-3930	146	16	obtained	obtain	VERB
cet-3930	146	17	from	from	ADP
cet-3930	146	18	the	the	DET
cet-3930	146	19	experiment	experiment	NOUN
cet-3930	146	20	.	.	PUNCT
cet-3930	147	1	in	in	ADP
cet-3930	147	2	summary	summary	NOUN
cet-3930	147	3	,	,	PUNCT
cet-3930	147	4	compared	compare	VERB
cet-3930	147	5	with	with	ADP
cet-3930	147	6	the	the	DET
cet-3930	147	7	results	result	NOUN
cet-3930	147	8	of	of	ADP
cet-3930	147	9	classification	classification	NOUN
cet-3930	147	10	of	of	ADP
cet-3930	147	11	cu99	cu99	PROPN
cet-3930	147	12	kdd	kdd	PROPN
cet-3930	147	13	data	datum	NOUN
cet-3930	147	14	set	set	VERB
cet-3930	147	15	by	by	ADP
cet-3930	147	16	clustering	cluster	VERB
cet-3930	147	17	,	,	PUNCT
cet-3930	147	18	svm	svm	ADJ
cet-3930	147	19	algorithm	algorithm	NOUN
cet-3930	147	20	and	and	CCONJ
cet-3930	147	21	other	other	ADJ
cet-3930	147	22	methods	method	NOUN
cet-3930	147	23	,	,	PUNCT
cet-3930	147	24	the	the	DET
cet-3930	147	25	ga	ga	PROPN
cet-3930	147	26	-	-	PUNCT
cet-3930	147	27	bpnn	bpnn	NOUN
cet-3930	147	28	algorithm	algorithm	NOUN
cet-3930	147	29	can	can	AUX
cet-3930	147	30	get	get	VERB
cet-3930	147	31	better	well	ADJ
cet-3930	147	32	classification	classification	NOUN
cet-3930	147	33	results	result	NOUN
cet-3930	147	34	.	.	PUNCT
cet-3930	148	1	therefore	therefore	ADV
cet-3930	148	2	,	,	PUNCT
cet-3930	148	3	it	it	PRON
cet-3930	148	4	is	be	AUX
cet-3930	148	5	feasible	feasible	ADJ
cet-3930	148	6	and	and	CCONJ
cet-3930	148	7	effective	effective	ADJ
cet-3930	148	8	to	to	PART
cet-3930	148	9	use	use	VERB
cet-3930	148	10	this	this	DET
cet-3930	148	11	classification	classification	NOUN
cet-3930	148	12	theory	theory	NOUN
cet-3930	148	13	in	in	ADP
cet-3930	148	14	intrusion	intrusion	NOUN
cet-3930	148	15	detection	detection	NOUN
cet-3930	148	16	model	model	NOUN
cet-3930	148	17	.	.	PUNCT
cet-3930	149	1	5	5	X
cet-3930	149	2	.	.	X
cet-3930	149	3	conclusions	conclusion	NOUN
cet-3930	149	4	in	in	ADP
cet-3930	149	5	order	order	NOUN
cet-3930	149	6	to	to	PART
cet-3930	149	7	solve	solve	VERB
cet-3930	149	8	the	the	DET
cet-3930	149	9	problem	problem	NOUN
cet-3930	149	10	of	of	ADP
cet-3930	149	11	traditional	traditional	ADJ
cet-3930	149	12	intrusion	intrusion	NOUN
cet-3930	149	13	detection	detection	NOUN
cet-3930	149	14	algorithm	algorithm	NOUN
cet-3930	149	15	in	in	ADP
cet-3930	149	16	the	the	DET
cet-3930	149	17	presence	presence	NOUN
cet-3930	149	18	of	of	ADP
cet-3930	149	19	high	high	ADJ
cet-3930	149	20	false	false	ADJ
cet-3930	149	21	negative	negative	ADJ
cet-3930	149	22	rate	rate	NOUN
cet-3930	149	23	and	and	CCONJ
cet-3930	149	24	high	high	ADJ
cet-3930	149	25	false	false	ADJ
cet-3930	149	26	positive	positive	ADJ
cet-3930	149	27	rate	rate	NOUN
cet-3930	149	28	,	,	PUNCT
cet-3930	149	29	combined	combine	VERB
cet-3930	149	30	with	with	ADP
cet-3930	149	31	the	the	DET
cet-3930	149	32	advantages	advantage	NOUN
cet-3930	149	33	of	of	ADP
cet-3930	149	34	bp	bp	PROPN
cet-3930	149	35	neural	neural	ADJ
cet-3930	149	36	network	network	NOUN
cet-3930	149	37	algorithm	algorithm	NOUN
cet-3930	149	38	,	,	PUNCT
cet-3930	149	39	this	this	DET
cet-3930	149	40	paper	paper	NOUN
cet-3930	149	41	puts	put	VERB
cet-3930	149	42	forward	forward	ADV
cet-3930	149	43	a	a	DET
cet-3930	149	44	kind	kind	NOUN
cet-3930	149	45	of	of	ADP
cet-3930	149	46	intrusion	intrusion	NOUN
cet-3930	149	47	detection	detection	NOUN
cet-3930	149	48	algorithm	algorithm	NOUN
cet-3930	149	49	which	which	PRON
cet-3930	149	50	is	be	AUX
cet-3930	149	51	used	use	VERB
cet-3930	149	52	the	the	DET
cet-3930	149	53	genetic	genetic	ADJ
cet-3930	149	54	algorithm	algorithm	NOUN
cet-3930	149	55	to	to	PART
cet-3930	149	56	optimize	optimize	VERB
cet-3930	149	57	the	the	DET
cet-3930	149	58	bp	bp	PROPN
cet-3930	149	59	neural	neural	ADJ
cet-3930	149	60	network	network	NOUN
cet-3930	149	61	algorithm	algorithm	NOUN
cet-3930	149	62	.	.	PUNCT
cet-3930	150	1	firstly	firstly	ADV
cet-3930	150	2	,	,	PUNCT
cet-3930	150	3	we	we	PRON
cet-3930	150	4	find	find	VERB
cet-3930	150	5	the	the	DET
cet-3930	150	6	most	most	ADV
cet-3930	150	7	suitable	suitable	ADJ
cet-3930	150	8	weights	weight	NOUN
cet-3930	150	9	of	of	ADP
cet-3930	150	10	bp	bp	PROPN
cet-3930	150	11	neural	neural	ADJ
cet-3930	150	12	network	network	NOUN
cet-3930	150	13	by	by	ADP
cet-3930	150	14	genetic	genetic	ADJ
cet-3930	150	15	algorithm	algorithm	NOUN
cet-3930	150	16	.	.	PUNCT
cet-3930	151	1	then	then	ADV
cet-3930	151	2	,	,	PUNCT
cet-3930	151	3	we	we	PRON
cet-3930	151	4	use	use	VERB
cet-3930	151	5	the	the	DET
cet-3930	151	6	optimized	optimize	VERB
cet-3930	151	7	bp	bp	PROPN
cet-3930	151	8	neural	neural	ADJ
cet-3930	151	9	network	network	NOUN
cet-3930	151	10	for	for	ADP
cet-3930	151	11	model	model	NOUN
cet-3930	151	12	learning	learning	NOUN
cet-3930	151	13	and	and	CCONJ
cet-3930	151	14	testing	testing	NOUN
cet-3930	151	15	.	.	PUNCT
cet-3930	152	1	simulation	simulation	NOUN
cet-3930	152	2	results	result	NOUN
cet-3930	152	3	show	show	VERB
cet-3930	152	4	that	that	SCONJ
cet-3930	152	5	compared	compare	VERB
cet-3930	152	6	with	with	ADP
cet-3930	152	7	the	the	DET
cet-3930	152	8	traditional	traditional	ADJ
cet-3930	152	9	network	network	NOUN
cet-3930	152	10	intrusion	intrusion	NOUN
cet-3930	152	11	detection	detection	NOUN
cet-3930	152	12	algorithm	algorithm	NOUN
cet-3930	152	13	,	,	PUNCT
cet-3930	152	14	the	the	DET
cet-3930	152	15	training	training	NOUN
cet-3930	152	16	time	time	NOUN
cet-3930	152	17	is	be	AUX
cet-3930	152	18	shorter	short	ADJ
cet-3930	152	19	,	,	PUNCT
cet-3930	152	20	and	and	CCONJ
cet-3930	152	21	the	the	DET
cet-3930	152	22	algorithm	algorithm	NOUN
cet-3930	152	23	has	have	VERB
cet-3930	152	24	better	well	ADJ
cet-3930	152	25	recognition	recognition	NOUN
cet-3930	152	26	rate	rate	NOUN
cet-3930	152	27	and	and	CCONJ
cet-3930	152	28	detection	detection	NOUN
cet-3930	152	29	rate	rate	NOUN
cet-3930	152	30	.	.	PUNCT
cet-3930	153	1	references	reference	NOUN
cet-3930	153	2	fox	fox	PROPN
cet-3930	153	3	k.	k.	PROPN
cet-3930	153	4	,	,	PUNCT
cet-3930	153	5	henning	henning	PROPN
cet-3930	153	6	r.	r.	PROPN
cet-3930	153	7	,	,	PUNCT
cet-3930	153	8	reed	reed	PROPN
cet-3930	153	9	,	,	PUNCT
cet-3930	153	10	j.	j.	PROPN
cet-3930	153	11	et	et	PROPN
cet-3930	153	12	al	al	PROPN
cet-3930	153	13	.	.	PROPN
cet-3930	153	14	,	,	PUNCT
cet-3930	153	15	1990	1990	NUM
cet-3930	153	16	,	,	PUNCT
cet-3930	153	17	a	a	DET
cet-3930	153	18	neural	neural	ADJ
cet-3930	153	19	network	network	NOUN
cet-3930	153	20	approach	approach	NOUN
cet-3930	153	21	towards	towards	ADP
cet-3930	153	22	intrusion	intrusion	NOUN
cet-3930	153	23	detection[c	detection[c	NUM
cet-3930	153	24	]	]	PUNCT
cet-3930	153	25	.	.	PUNCT
cet-3930	154	1	proceedings	proceeding	NOUN
cet-3930	154	2	of	of	ADP
cet-3930	154	3	the	the	DET
cet-3930	154	4	13th	13th	ADJ
cet-3930	154	5	national	national	ADJ
cet-3930	154	6	computer	computer	NOUN
cet-3930	154	7	security	security	NOUN
cet-3930	154	8	conference	conference	NOUN
cet-3930	154	9	,	,	PUNCT
cet-3930	154	10	125	125	NUM
cet-3930	154	11	-	-	SYM
cet-3930	154	12	134	134	NUM
cet-3930	154	13	.	.	PUNCT
cet-3930	155	1	guan	guan	PROPN
cet-3930	155	2	j.	j.	PROPN
cet-3930	155	3	,	,	PUNCT
cet-3930	155	4	liu	liu	PROPN
cet-3930	155	5	d.x	d.x	PROPN
cet-3930	155	6	,	,	PUNCT
cet-3930	155	7	2004	2004	NUM
cet-3930	155	8	,	,	PUNCT
cet-3930	155	9	study	study	NOUN
cet-3930	155	10	of	of	ADP
cet-3930	155	11	building	build	VERB
cet-3930	155	12	misuse	misuse	NOUN
cet-3930	155	13	detection	detection	NOUN
cet-3930	155	14	models	model	NOUN
cet-3930	155	15	based	base	VERB
cet-3930	155	16	on	on	ADP
cet-3930	155	17	genetic	genetic	ADJ
cet-3930	155	18	algorithms[j	algorithms[j	PROPN
cet-3930	155	19	]	]	X
cet-3930	155	20	.	.	PUNCT
cet-3930	155	21	journal	journal	PROPN
cet-3930	155	22	of	of	ADP
cet-3930	155	23	harbin	harbin	PROPN
cet-3930	155	24	engineering	engineering	PROPN
cet-3930	155	25	university	university	PROPN
cet-3930	155	26	,	,	PUNCT
cet-3930	155	27	25(1	25(1	NUM
cet-3930	155	28	):	):	PUNCT
cet-3930	155	29	80	80	NUM
cet-3930	155	30	-	-	SYM
cet-3930	155	31	84	84	NUM
cet-3930	155	32	.	.	PUNCT
cet-3930	156	1	kannan	kannan	PROPN
cet-3930	156	2	a.	a.	PROPN
cet-3930	156	3	,	,	PUNCT
cet-3930	156	4	maguire	maguire	PROPN
cet-3930	156	5	jr	jr	PROPN
cet-3930	156	6	g.q	g.q	PROPN
cet-3930	156	7	.	.	PROPN
cet-3930	156	8	,	,	PUNCT
cet-3930	156	9	sharma	sharma	PROPN
cet-3930	156	10	a.	a.	PROPN
cet-3930	156	11	,	,	PUNCT
cet-3930	156	12	et	et	PROPN
cet-3930	156	13	al	al	PROPN
cet-3930	156	14	.	.	PROPN
cet-3930	156	15	,	,	PUNCT
cet-3930	156	16	2012	2012	NUM
cet-3930	156	17	,	,	PUNCT
cet-3930	156	18	genetic	genetic	ADJ
cet-3930	156	19	algorithm	algorithm	NOUN
cet-3930	156	20	based	base	VERB
cet-3930	156	21	feature	feature	NOUN
cet-3930	156	22	selection	selection	NOUN
cet-3930	156	23	algorithm	algorithm	NOUN
cet-3930	156	24	for	for	ADP
cet-3930	156	25	effective	effective	ADJ
cet-3930	156	26	intrusion	intrusion	NOUN
cet-3930	156	27	detection	detection	NOUN
cet-3930	156	28	in	in	ADP
cet-3930	156	29	cloud	cloud	NOUN
cet-3930	156	30	networks[c],data	networks[c],data	PROPN
cet-3930	156	31	mining	mining	NOUN
cet-3930	156	32	workshops	workshop	NOUN
cet-3930	156	33	(	(	PUNCT
cet-3930	156	34	icdmw	icdmw	PROPN
cet-3930	156	35	)	)	PUNCT
cet-3930	156	36	,	,	PUNCT
cet-3930	156	37	2012	2012	NUM
cet-3930	156	38	ieee	ieee	PROPN
cet-3930	156	39	12th	12th	PROPN
cet-3930	156	40	international	international	ADJ
cet-3930	156	41	conference	conference	NOUN
cet-3930	156	42	,	,	PUNCT
cet-3930	156	43	416	416	NUM
cet-3930	156	44	-	-	SYM
cet-3930	156	45	423	423	NUM
cet-3930	156	46	.	.	PUNCT
cet-3930	157	1	doi	doi	NOUN
cet-3930	157	2	:	:	PUNCT
cet-3930	157	3	10.1109	10.1109	NUM
cet-3930	157	4	/	/	SYM
cet-3930	157	5	icdmw.2012.56	icdmw.2012.56	VERB
cet-3930	157	6	.	.	PUNCT
cet-3930	158	1	koc	koc	PROPN
cet-3930	158	2	l.	l.	PROPN
cet-3930	158	3	,	,	PUNCT
cet-3930	158	4	mazzuchi	mazzuchi	PROPN
cet-3930	158	5	t.a	t.a	PROPN
cet-3930	158	6	.	.	PROPN
cet-3930	158	7	,	,	PUNCT
cet-3930	158	8	sarkani	sarkani	PROPN
cet-3930	158	9	s.	s.	PROPN
cet-3930	158	10	,	,	PUNCT
cet-3930	158	11	2012	2012	NUM
cet-3930	158	12	,	,	PUNCT
cet-3930	158	13	a	a	DET
cet-3930	158	14	network	network	NOUN
cet-3930	158	15	intrusion	intrusion	NOUN
cet-3930	158	16	detection	detection	NOUN
cet-3930	158	17	system	system	NOUN
cet-3930	158	18	based	base	VERB
cet-3930	158	19	on	on	ADP
cet-3930	158	20	a	a	DET
cet-3930	158	21	hidden	hide	VERB
cet-3930	158	22	naive	naive	ADJ
cet-3930	158	23	bayes	bayes	NOUN
cet-3930	158	24	multiclass	multiclass	ADJ
cet-3930	158	25	classifier	classifier	NOUN
cet-3930	159	1	[	[	X
cet-3930	159	2	j	j	X
cet-3930	159	3	]	]	X
cet-3930	159	4	.	.	PUNCT
cet-3930	160	1	expert	expert	NOUN
cet-3930	160	2	systems	system	NOUN
cet-3930	160	3	with	with	ADP
cet-3930	160	4	applications	application	NOUN
cet-3930	160	5	,	,	PUNCT
cet-3930	160	6	39(18	39(18	NUM
cet-3930	160	7	):	):	PUNCT
cet-3930	160	8	13492	13492	NUM
cet-3930	160	9	-	-	SYM
cet-3930	160	10	13500	13500	NUM
cet-3930	160	11	.	.	PUNCT
cet-3930	161	1	kumar	kumar	PROPN
cet-3930	161	2	p.	p.	PROPN
cet-3930	161	3	,	,	PUNCT
cet-3930	161	4	sehgal	sehgal	PROPN
cet-3930	161	5	v.	v.	PROPN
cet-3930	161	6	,	,	PUNCT
cet-3930	161	7	shah	shah	PROPN
cet-3930	161	8	k.	k.	PROPN
cet-3930	161	9	,	,	PUNCT
cet-3930	161	10	et	et	PROPN
cet-3930	161	11	al	al	PROPN
cet-3930	161	12	.	.	PROPN
cet-3930	161	13	,	,	PUNCT
cet-3930	161	14	2011	2011	NUM
cet-3930	161	15	,	,	PUNCT
cet-3930	161	16	a	a	DET
cet-3930	161	17	novel	novel	ADJ
cet-3930	161	18	approach	approach	NOUN
cet-3930	161	19	for	for	ADP
cet-3930	161	20	security	security	NOUN
cet-3930	161	21	in	in	ADP
cet-3930	161	22	cloud	cloud	NOUN
cet-3930	161	23	computing	computing	NOUN
cet-3930	161	24	using	use	VERB
cet-3930	161	25	hidden	hide	VERB
cet-3930	161	26	markov	markov	NOUN
cet-3930	161	27	model	model	NOUN
cet-3930	161	28	and	and	CCONJ
cet-3930	161	29	clustering[c	clustering[c	PROPN
cet-3930	161	30	]	]	PUNCT
cet-3930	161	31	.	.	PUNCT
cet-3930	162	1	information	information	NOUN
cet-3930	162	2	and	and	CCONJ
cet-3930	162	3	communication	communication	NOUN
cet-3930	162	4	technologies	technology	NOUN
cet-3930	162	5	(	(	PUNCT
cet-3930	162	6	wict	wict	NOUN
cet-3930	162	7	)	)	PUNCT
cet-3930	162	8	,	,	PUNCT
cet-3930	162	9	2011	2011	NUM
cet-3930	162	10	world	world	PROPN
cet-3930	162	11	congress	congress	PROPN
cet-3930	162	12	on	on	ADP
cet-3930	162	13	.	.	PUNCT
cet-3930	163	1	ieee	ieee	PROPN
cet-3930	163	2	,	,	PUNCT
cet-3930	163	3	810	810	NUM
cet-3930	163	4	-	-	SYM
cet-3930	163	5	815	815	NUM
cet-3930	163	6	.	.	PUNCT
cet-3930	163	7	doi	doi	NOUN
cet-3930	163	8	:	:	PUNCT
cet-3930	163	9	10.1109	10.1109	NUM
cet-3930	163	10	/	/	SYM
cet-3930	163	11	wict.2011.6141351	wict.2011.6141351	NOUN
cet-3930	163	12	.	.	PUNCT
cet-3930	164	1	ludovi	ludovi	PROPN
cet-3930	164	2	m.	m.	NOUN
cet-3930	164	3	,	,	PUNCT
cet-3930	164	4	1993	1993	NUM
cet-3930	164	5	,	,	PUNCT
cet-3930	164	6	genetic	genetic	ADJ
cet-3930	164	7	algorithm	algorithm	NOUN
cet-3930	164	8	,	,	PUNCT
cet-3930	164	9	a	a	DET
cet-3930	164	10	biologically	biologically	ADV
cet-3930	164	11	inspired	inspire	VERB
cet-3930	164	12	approach	approach	NOUN
cet-3930	164	13	for	for	ADP
cet-3930	164	14	security	security	NOUN
cet-3930	164	15	audit	audit	NOUN
cet-3930	164	16	trails	trail	NOUN
cet-3930	164	17	analysis[c	analysis[c	PROPN
cet-3930	164	18	]	]	PUNCT
cet-3930	164	19	.	.	PUNCT
cet-3930	165	1	in	in	ADP
cet-3930	165	2	:	:	PUNCT
cet-3930	165	3	proc	proc	NOUN
cet-3930	165	4	.	.	PUNCT
cet-3930	166	1	of	of	ADP
cet-3930	166	2	the	the	DET
cet-3930	166	3	12th	12th	ADJ
cet-3930	166	4	int	int	NOUN
cet-3930	166	5	conf	conf	NOUN
cet-3930	166	6	.	.	PUNCT
cet-3930	167	1	on	on	ADP
cet-3930	167	2	computer	computer	NOUN
cet-3930	167	3	safety	safety	NOUN
cet-3930	167	4	.	.	PUNCT
cet-3930	168	1	mazzariello	mazzariello	PROPN
cet-3930	168	2	c.	c.	PROPN
cet-3930	168	3	,	,	PUNCT
cet-3930	168	4	bifulco	bifulco	PROPN
cet-3930	168	5	r.	r.	PROPN
cet-3930	168	6	,	,	PUNCT
cet-3930	168	7	canonico	canonico	PROPN
cet-3930	168	8	r.	r.	PROPN
cet-3930	168	9	,	,	PUNCT
cet-3930	168	10	2010	2010	NUM
cet-3930	168	11	,	,	PUNCT
cet-3930	168	12	integrating	integrate	VERB
cet-3930	168	13	a	a	DET
cet-3930	168	14	network	network	NOUN
cet-3930	168	15	ids	id	NOUN
cet-3930	168	16	into	into	ADP
cet-3930	168	17	an	an	DET
cet-3930	168	18	open	open	ADJ
cet-3930	168	19	source	source	NOUN
cet-3930	168	20	cloud	cloud	NOUN
cet-3930	168	21	computing	compute	VERB
cet-3930	168	22	environment[c	environment[c	PROPN
cet-3930	168	23	]	]	PUNCT
cet-3930	168	24	.	.	PUNCT
cet-3930	169	1	information	information	NOUN
cet-3930	169	2	assurance	assurance	NOUN
cet-3930	169	3	and	and	CCONJ
cet-3930	169	4	security	security	NOUN
cet-3930	169	5	(	(	PUNCT
cet-3930	169	6	ias	ias	PROPN
cet-3930	169	7	)	)	PUNCT
cet-3930	169	8	,	,	PUNCT
cet-3930	169	9	2010	2010	NUM
cet-3930	169	10	sixth	sixth	ADJ
cet-3930	169	11	international	international	ADJ
cet-3930	169	12	conference	conference	NOUN
cet-3930	169	13	on	on	ADP
cet-3930	169	14	.	.	PUNCT
cet-3930	170	1	ieee	ieee	PROPN
cet-3930	170	2	,	,	PUNCT
cet-3930	170	3	265	265	NUM
cet-3930	170	4	-	-	SYM
cet-3930	170	5	270	270	NUM
cet-3930	170	6	.	.	PUNCT
cet-3930	171	1	doi	doi	NOUN
cet-3930	171	2	:	:	PUNCT
cet-3930	171	3	10.1109	10.1109	NUM
cet-3930	171	4	/	/	SYM
cet-3930	171	5	isias.2010.5604069	isias.2010.5604069	NOUN
cet-3930	171	6	.	.	PUNCT
cet-3930	172	1	modi	modi	PROPN
cet-3930	172	2	c.n	c.n	PROPN
cet-3930	172	3	.	.	PROPN
cet-3930	172	4	,	,	PUNCT
cet-3930	172	5	patel	patel	PROPN
cet-3930	172	6	d.r	d.r	PROPN
cet-3930	172	7	.	.	PROPN
cet-3930	172	8	,	,	PUNCT
cet-3930	172	9	patel	patel	PROPN
cet-3930	172	10	a.	a.	PROPN
cet-3930	172	11	,	,	PUNCT
cet-3930	172	12	et	et	PROPN
cet-3930	172	13	al	al	PROPN
cet-3930	172	14	.	.	PROPN
cet-3930	172	15	,	,	PUNCT
cet-3930	172	16	2012	2012	NUM
cet-3930	172	17	,	,	PUNCT
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cet-3930	172	19	classifier	classifier	NOUN
cet-3930	172	20	and	and	CCONJ
cet-3930	172	21	snort	snort	VERB
cet-3930	172	22	based	base	VERB
cet-3930	172	23	network	network	NOUN
cet-3930	172	24	intrusion	intrusion	NOUN
cet-3930	172	25	detection	detection	NOUN
cet-3930	172	26	system	system	NOUN
cet-3930	172	27	in	in	ADP
cet-3930	172	28	cloud	cloud	PROPN
cet-3930	172	29	computing[c	computing[c	PROPN
cet-3930	172	30	]	]	PUNCT
cet-3930	172	31	.	.	PUNCT
cet-3930	173	1	computing	compute	VERB
cet-3930	173	2	communication	communication	NOUN
cet-3930	173	3	&	&	CCONJ
cet-3930	173	4	networking	networking	NOUN
cet-3930	173	5	technologies	technology	NOUN
cet-3930	173	6	(	(	PUNCT
cet-3930	173	7	icccnt	icccnt	ADJ
cet-3930	173	8	)	)	PUNCT
cet-3930	173	9	,	,	PUNCT
cet-3930	173	10	2012	2012	NUM
cet-3930	173	11	third	third	ADJ
cet-3930	173	12	international	international	ADJ
cet-3930	173	13	conference	conference	NOUN
cet-3930	173	14	on	on	ADP
cet-3930	173	15	.	.	PUNCT
cet-3930	174	1	ieee	ieee	NOUN
cet-3930	174	2	,	,	PUNCT
cet-3930	174	3	1	1	NUM
cet-3930	174	4	-	-	SYM
cet-3930	174	5	7	7	NUM
cet-3930	174	6	.	.	PUNCT
cet-3930	174	7	doi	doi	NOUN
cet-3930	174	8	:	:	PUNCT
cet-3930	174	9	10.1109	10.1109	NUM
cet-3930	174	10	/	/	SYM
cet-3930	174	11	icccnt.2012.6396086	icccnt.2012.6396086	PROPN
cet-3930	174	12	.	.	PUNCT
cet-3930	175	1	shon	shon	PROPN
cet-3930	175	2	t.	t.	PROPN
cet-3930	175	3	,	,	PUNCT
cet-3930	175	4	kovah	kovah	NOUN
cet-3930	175	5	x.	x.	PROPN
cet-3930	175	6	,	,	PUNCT
cet-3930	175	7	moon	moon	PROPN
cet-3930	175	8	j.	j.	PROPN
cet-3930	175	9	,	,	PUNCT
cet-3930	175	10	2006	2006	NUM
cet-3930	175	11	,	,	PUNCT
cet-3930	175	12	applying	apply	VERB
cet-3930	175	13	genetic	genetic	ADJ
cet-3930	175	14	algorithm	algorithm	NOUN
cet-3930	175	15	for	for	ADP
cet-3930	175	16	classifying	classify	VERB
cet-3930	175	17	anomalous	anomalous	ADJ
cet-3930	175	18	tcp	tcp	NOUN
cet-3930	175	19	/	/	SYM
cet-3930	175	20	ip	ip	NOUN
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cet-3930	175	22	[	[	X
cet-3930	175	23	j	j	X
cet-3930	175	24	]	]	X
cet-3930	175	25	.	.	PUNCT
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cet-3930	176	2	,	,	PUNCT
cet-3930	176	3	69(16	69(16	NOUN
cet-3930	176	4	-	-	PUNCT
cet-3930	176	5	18):2429	18):2429	NUM
cet-3930	176	6	-	-	PUNCT
cet-3930	176	7	2433	2433	NUM
cet-3930	176	8	.	.	PUNCT
cet-3930	177	1	doi	doi	NOUN
cet-3930	177	2	:	:	PUNCT
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cet-3930	177	4	/	/	SYM
cet-3930	177	5	j.neucom.2006.01.023	j.neucom.2006.01.023	PROPN
cet-3930	177	6	.	.	PUNCT
cet-3930	178	1	srinivas	srinivas	PROPN
cet-3930	178	2	m.	m.	PROPN
cet-3930	178	3	,	,	PUNCT
cet-3930	178	4	guadalupe	guadalupe	PROPN
cet-3930	178	5	j.	j.	PROPN
cet-3930	178	6	,	,	PUNCT
cet-3930	178	7	andrew	andrew	PROPN
cet-3930	178	8	s.	s.	PROPN
cet-3930	178	9	,	,	PUNCT
cet-3930	178	10	2002	2002	NUM
cet-3930	178	11	,	,	PUNCT
cet-3930	178	12	intrusion	intrusion	NOUN
cet-3930	178	13	detection	detection	NOUN
cet-3930	178	14	using	use	VERB
cet-3930	178	15	neural	neural	ADJ
cet-3930	178	16	networks	network	NOUN
cet-3930	178	17	and	and	CCONJ
cet-3930	178	18	support	support	VERB
cet-3930	178	19	vector	vector	NOUN
cet-3930	178	20	machines	machine	NOUN
cet-3930	179	1	[	[	X
cet-3930	179	2	j	j	X
cet-3930	179	3	]	]	X
cet-3930	179	4	.	.	PUNCT
cet-3930	180	1	neural	neural	ADJ
cet-3930	180	2	networks	network	NOUN
cet-3930	180	3	,	,	PUNCT
cet-3930	180	4	ijcnn	ijcnn	PROPN
cet-3930	180	5	02	02	NUM
cet-3930	180	6	.	.	PUNCT
cet-3930	180	7	proceedings	proceeding	NOUN
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cet-3930	180	10	2002	2002	NUM
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cet-3930	180	16	2(3	2(3	NUM
cet-3930	180	17	):	):	PUNCT
cet-3930	180	18	1702	1702	NUM
cet-3930	180	19	-	-	SYM
cet-3930	180	20	1707	1707	NUM
cet-3930	180	21	.	.	PUNCT
cet-3930	181	1	doi	doi	NOUN
cet-3930	181	2	:	:	PUNCT
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cet-3930	181	4	/	/	SYM
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cet-3930	181	6	.	.	PUNCT
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cet-3930	182	3	,	,	PUNCT
cet-3930	182	4	schulter	schulter	PROPN
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cet-3930	182	6	,	,	PUNCT
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cet-3930	182	16	,	,	PUNCT
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cet-3930	182	19	for	for	ADP
cet-3930	182	20	grid	grid	NOUN
cet-3930	182	21	and	and	CCONJ
cet-3930	182	22	cloud	cloud	ADJ
cet-3930	182	23	computing[j	computing[j	NOUN
cet-3930	182	24	]	]	PUNCT
cet-3930	182	25	.	.	PUNCT
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cet-3930	183	3	,	,	PUNCT
cet-3930	183	4	12(4	12(4	NUM
cet-3930	183	5	):	):	PUNCT
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cet-3930	183	7	-	-	SYM
cet-3930	183	8	43	43	NUM
cet-3930	183	9	.	.	PUNCT
cet-3930	184	1	doi	doi	NOUN
cet-3930	184	2	:	:	PUNCT
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cet-3930	184	4	/	/	SYM
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cet-3930	184	6	.	.	PUNCT
cet-3930	185	1	zhang	zhang	PROPN
cet-3930	185	2	f.b	f.b	PROPN
cet-3930	185	3	.	.	PROPN
cet-3930	185	4	,	,	PUNCT
cet-3930	185	5	yang	yang	PROPN
cet-3930	185	6	y.t	y.t	PROPN
cet-3930	185	7	.	.	PROPN
cet-3930	185	8	,	,	PUNCT
cet-3930	185	9	jiang	jiang	PROPN
cet-3930	185	10	z.y	z.y	PROPN
cet-3930	185	11	.	.	PROPN
cet-3930	185	12	,	,	PUNCT
cet-3930	185	13	2004	2004	NUM
cet-3930	185	14	,	,	PUNCT
cet-3930	185	15	genetic	genetic	ADJ
cet-3930	185	16	algorithms	algorithm	NOUN
cet-3930	185	17	in	in	ADP
cet-3930	185	18	intrusion	intrusion	NOUN
cet-3930	185	19	detection	detection	NOUN
cet-3930	185	20	based	base	VERB
cet-3930	185	21	on	on	ADP
cet-3930	185	22	network	network	NOUN
cet-3930	185	23	anomaly	anomaly	VERB
cet-3930	186	1	[	[	X
cet-3930	186	2	j	j	X
cet-3930	186	3	]	]	X
cet-3930	186	4	.	.	PUNCT
cet-3930	187	1	acta	acta	PROPN
cet-3930	187	2	electronica	electronica	PROPN
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cet-3930	187	4	,	,	PUNCT
cet-3930	187	5	32(5):875	32(5):875	PROPN
cet-3930	187	6	-	-	SYM
cet-3930	187	7	877	877	NUM
cet-3930	187	8	.	.	PUNCT
cet-3930	188	1	zhang	zhang	PROPN
cet-3930	188	2	j.	j.	PROPN
cet-3930	188	3	,	,	PUNCT
cet-3930	188	4	zulkernine	zulkernine	PROPN
cet-3930	188	5	m.	m.	PROPN
cet-3930	188	6	,	,	PUNCT
cet-3930	188	7	haque	haque	PROPN
cet-3930	188	8	a.	a.	PROPN
cet-3930	188	9	,	,	PUNCT
cet-3930	188	10	2008	2008	NUM
cet-3930	188	11	,	,	PUNCT
cet-3930	188	12	random	random	ADJ
cet-3930	188	13	-	-	PUNCT
cet-3930	188	14	forests	forest	NOUN
cet-3930	188	15	-	-	PUNCT
cet-3930	188	16	based	base	VERB
cet-3930	188	17	network	network	NOUN
cet-3930	188	18	intrusion	intrusion	NOUN
cet-3930	188	19	detection	detection	NOUN
cet-3930	188	20	systems	system	NOUN
cet-3930	188	21	[	[	X
cet-3930	188	22	j	j	X
cet-3930	188	23	]	]	X
cet-3930	188	24	.	.	PUNCT
cet-3930	189	1	ieee	ieee	NOUN
cet-3930	189	2	transactions	transaction	NOUN
cet-3930	189	3	on	on	ADP
cet-3930	189	4	system	system	NOUN
cet-3930	189	5	,	,	PUNCT
cet-3930	189	6	man	man	NOUN
cet-3930	189	7	,	,	PUNCT
cet-3930	189	8	and	and	CCONJ
cet-3930	189	9	cybernetics	cybernetic	NOUN
cet-3930	189	10	part	part	NOUN
cet-3930	189	11	b	b	NOUN
cet-3930	189	12	:	:	PUNCT
cet-3930	189	13	cybernetics	cybernetic	NOUN
cet-3930	189	14	,	,	PUNCT
cet-3930	189	15	38(5	38(5	NUM
cet-3930	189	16	):	):	PUNCT
cet-3930	189	17	649	649	NUM
cet-3930	189	18	-	-	SYM
cet-3930	189	19	659	659	NUM
cet-3930	189	20	.	.	PUNCT
cet-3930	190	1	doi	doi	NOUN
cet-3930	190	2	:	:	PUNCT
cet-3930	190	3	10.1109	10.1109	NUM
cet-3930	190	4	/	/	SYM
cet-3930	190	5	tsmcc.2008.923876	tsmcc.2008.923876	NOUN
cet-3930	190	6	.	.	PROPN
cet-3930	190	7	396	396	NUM