id	sid	tid	token	lemma	pos
ctmj-112	1	1	1	1	NUM
ctmj-112	1	2	ctmj	ctmj	NOUN
ctmj-112	1	3	|	|	ADV
ctmj-112	1	4	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	1	5	chinese	chinese	ADJ
ctmj-112	1	6	traditional	traditional	ADJ
ctmj-112	1	7	medicine	medicine	NOUN
ctmj-112	1	8	journal	journal	NOUN
ctmj-112	1	9	|	|	ADV
ctmj-112	1	10	2022|	2022|	NUM
ctmj-112	1	11	vol5	vol5	ADJ
ctmj-112	1	12	|issue3	|issue3	PUNCT
ctmj-112	1	13	chinese	chinese	ADJ
ctmj-112	1	14	traditional	traditional	ADJ
ctmj-112	1	15	medical	medical	ADJ
ctmj-112	1	16	journal	journal	PROPN
ctmj-112	1	17	an	an	DET
ctmj-112	1	18	advanced	advanced	ADJ
ctmj-112	1	19	ensemble	ensemble	ADJ
ctmj-112	1	20	enhanced	enhance	VERB
ctmj-112	1	21	feature	feature	NOUN
ctmj-112	1	22	selection	selection	NOUN
ctmj-112	1	23	approach	approach	NOUN
ctmj-112	1	24	for	for	ADP
ctmj-112	1	25	intrusion	intrusion	NOUN
ctmj-112	1	26	detection	detection	NOUN
ctmj-112	1	27	system	system	NOUN
ctmj-112	1	28	pegg	pegg	PROPN
ctmj-112	1	29	bosh	bosh	PROPN
ctmj-112	1	30	,	,	PUNCT
ctmj-112	1	31	heik	heik	NOUN
ctmj-112	1	32	staud	staud	NOUN
ctmj-112	1	33	,	,	PUNCT
ctmj-112	1	34	sujun	sujun	PROPN
ctmj-112	1	35	ye	ye	PROPN
ctmj-112	1	36	donders	donders	PROPN
ctmj-112	1	37	centre	centre	VERB
ctmj-112	1	38	for	for	ADP
ctmj-112	1	39	cognition	cognition	NOUN
ctmj-112	1	40	,	,	PUNCT
ctmj-112	1	41	radboud	radboud	PROPN
ctmj-112	1	42	university	university	PROPN
ctmj-112	1	43	nijmegen	nijmegen	NOUN
ctmj-112	1	44	,	,	PUNCT
ctmj-112	1	45	nijmegen	nijmegen	PROPN
ctmj-112	1	46	psychiatric	psychiatric	PROPN
ctmj-112	1	47	research	research	PROPN
ctmj-112	1	48	institute	institute	PROPN
ctmj-112	1	49	,	,	PUNCT
ctmj-112	1	50	lvr	lvr	PROPN
ctmj-112	1	51	-	-	PUNCT
ctmj-112	1	52	klinik	klinik	PROPN
ctmj-112	1	53	bedburg	bedburg	PROPN
ctmj-112	1	54	-	-	PUNCT
ctmj-112	1	55	hau	hau	PROPN
ctmj-112	1	56	,	,	PUNCT
ctmj-112	1	57	bedburg	bedburg	NOUN
ctmj-112	1	58	-	-	PUNCT
ctmj-112	1	59	hau	hau	PROPN
ctmj-112	1	60	research	research	NOUN
ctmj-112	1	61	group	group	NOUN
ctmj-112	1	62	of	of	ADP
ctmj-112	1	63	pain	pain	NOUN
ctmj-112	1	64	and	and	CCONJ
ctmj-112	1	65	neuroscience	neuroscience	NOUN
ctmj-112	1	66	,	,	PUNCT
ctmj-112	1	67	kyung	kyung	PROPN
ctmj-112	1	68	hee	hee	PROPN
ctmj-112	1	69	university	university	PROPN
ctmj-112	1	70	,	,	PUNCT
ctmj-112	1	71	seoul	seoul	PROPN
ctmj-112	1	72	introduction	introduction	NOUN
ctmj-112	1	73	2	2	NUM
ctmj-112	1	74	.	.	PUNCT
ctmj-112	2	1	as	as	SCONJ
ctmj-112	2	2	network	network	NOUN
ctmj-112	2	3	based	base	VERB
ctmj-112	2	4	pc	pc	NOUN
ctmj-112	2	5	frameworks	framework	NOUN
ctmj-112	2	6	assume	assume	VERB
ctmj-112	2	7	increasingly	increasingly	ADV
ctmj-112	2	8	important	important	ADJ
ctmj-112	2	9	parts	part	NOUN
ctmj-112	2	10	in	in	ADP
ctmj-112	2	11	modern	modern	ADJ
ctmj-112	2	12	civilization	civilization	NOUN
ctmj-112	2	13	,	,	PUNCT
ctmj-112	2	14	they	they	PRON
ctmj-112	2	15	have	have	AUX
ctmj-112	2	16	turned	turn	VERB
ctmj-112	2	17	into	into	ADP
ctmj-112	2	18	the	the	DET
ctmj-112	2	19	targets	target	NOUN
ctmj-112	2	20	of	of	ADP
ctmj-112	2	21	our	our	PRON
ctmj-112	2	22	enemies	enemy	NOUN
ctmj-112	2	23	and	and	CCONJ
ctmj-112	2	24	hoodlums	hoodlum	NOUN
ctmj-112	2	25	.	.	PUNCT
ctmj-112	3	1	as	as	ADP
ctmj-112	3	2	a	a	DET
ctmj-112	3	3	result	result	NOUN
ctmj-112	3	4	,	,	PUNCT
ctmj-112	3	5	we	we	PRON
ctmj-112	3	6	must	must	AUX
ctmj-112	3	7	seek	seek	VERB
ctmj-112	3	8	out	out	ADP
ctmj-112	3	9	the	the	DET
ctmj-112	3	10	most	most	ADV
ctmj-112	3	11	optimal	optimal	ADJ
ctmj-112	3	12	methods	method	NOUN
ctmj-112	3	13	possible	possible	ADJ
ctmj-112	3	14	in	in	ADP
ctmj-112	3	15	order	order	NOUN
ctmj-112	3	16	to	to	PART
ctmj-112	3	17	safeguard	safeguard	VERB
ctmj-112	3	18	our	our	PRON
ctmj-112	3	19	foundations	foundation	NOUN
ctmj-112	3	20	.	.	PUNCT
ctmj-112	4	1	the	the	DET
ctmj-112	4	2	security	security	NOUN
ctmj-112	4	3	of	of	ADP
ctmj-112	4	4	a	a	DET
ctmj-112	4	5	pc	pc	NOUN
ctmj-112	4	6	framework	framework	NOUN
ctmj-112	4	7	is	be	AUX
ctmj-112	4	8	traded	trade	VERB
ctmj-112	4	9	off	off	ADP
ctmj-112	4	10	when	when	SCONJ
ctmj-112	4	11	an	an	DET
ctmj-112	4	12	interruption	interruption	NOUN
ctmj-112	4	13	arises	arise	VERB
ctmj-112	4	14	.	.	PUNCT
ctmj-112	5	1	an	an	DET
ctmj-112	5	2	interruption	interruption	NOUN
ctmj-112	5	3	may	may	AUX
ctmj-112	5	4	be	be	AUX
ctmj-112	5	5	classified	classify	VERB
ctmj-112	6	1	[	[	PUNCT
ctmj-112	6	2	hlms90	hlms90	NOUN
ctmj-112	6	3	]	]	PUNCT
ctmj-112	6	4	as	as	ADP
ctmj-112	6	5	"	"	PUNCT
ctmj-112	6	6	any	any	DET
ctmj-112	6	7	arrangement	arrangement	NOUN
ctmj-112	6	8	of	of	ADP
ctmj-112	6	9	operations	operation	NOUN
ctmj-112	6	10	that	that	PRON
ctmj-112	6	11	aim	aim	VERB
ctmj-112	6	12	to	to	PART
ctmj-112	6	13	trade	trade	VERB
ctmj-112	6	14	off	off	ADP
ctmj-112	6	15	the	the	DET
ctmj-112	6	16	honesty	honesty	NOUN
ctmj-112	6	17	,	,	PUNCT
ctmj-112	6	18	categorization	categorization	NOUN
ctmj-112	6	19	or	or	CCONJ
ctmj-112	6	20	accessibility	accessibility	NOUN
ctmj-112	6	21	of	of	ADP
ctmj-112	6	22	an	an	DET
ctmj-112	6	23	asset	asset	NOUN
ctmj-112	6	24	"	"	PUNCT
ctmj-112	6	25	.	.	PUNCT
ctmj-112	7	1	client	client	NOUN
ctmj-112	7	2	validation	validation	NOUN
ctmj-112	7	3	(	(	PUNCT
ctmj-112	7	4	e.g.	e.g.	ADV
ctmj-112	7	5	using	use	VERB
ctmj-112	7	6	passwords	password	NOUN
ctmj-112	7	7	or	or	CCONJ
ctmj-112	7	8	biometrics	biometric	NOUN
ctmj-112	7	9	)	)	PUNCT
ctmj-112	7	10	,	,	PUNCT
ctmj-112	7	11	avoiding	avoid	VERB
ctmj-112	7	12	programming	programming	NOUN
ctmj-112	7	13	errors	error	NOUN
ctmj-112	7	14	,	,	PUNCT
ctmj-112	7	15	and	and	CCONJ
ctmj-112	7	16	data	data	NOUN
ctmj-112	7	17	assurance	assurance	NOUN
ctmj-112	7	18	(	(	PUNCT
ctmj-112	7	19	e.g.	e.g.	ADV
ctmj-112	7	20	encryption	encryption	NOUN
ctmj-112	7	21	)	)	PUNCT
ctmj-112	7	22	are	be	AUX
ctmj-112	7	23	all	all	PRON
ctmj-112	7	24	interruption	interruption	NOUN
ctmj-112	7	25	counteraction	counteraction	NOUN
ctmj-112	7	26	measures	measure	NOUN
ctmj-112	7	27	that	that	PRON
ctmj-112	7	28	have	have	AUX
ctmj-112	7	29	been	be	AUX
ctmj-112	7	30	used	use	VERB
ctmj-112	7	31	to	to	PART
ctmj-112	7	32	assure	assure	VERB
ctmj-112	7	33	pc	pc	NOUN
ctmj-112	7	34	frameworks	framework	NOUN
ctmj-112	7	35	as	as	ADP
ctmj-112	7	36	a	a	DET
ctmj-112	7	37	first	first	ADJ
ctmj-112	7	38	line	line	NOUN
ctmj-112	7	39	of	of	ADP
ctmj-112	7	40	defence	defence	NOUN
ctmj-112	7	41	.	.	PUNCT
ctmj-112	8	1	interruption	interruption	NOUN
ctmj-112	8	2	counteractive	counteractive	ADJ
ctmj-112	8	3	action	action	NOUN
ctmj-112	8	4	alone	alone	ADV
ctmj-112	8	5	is	be	AUX
ctmj-112	8	6	not	not	PART
ctmj-112	8	7	adequate	adequate	ADJ
ctmj-112	8	8	in	in	ADP
ctmj-112	8	9	view	view	NOUN
ctmj-112	8	10	of	of	ADP
ctmj-112	8	11	the	the	DET
ctmj-112	8	12	way	way	NOUN
ctmj-112	8	13	that	that	SCONJ
ctmj-112	8	14	since	since	SCONJ
ctmj-112	8	15	frameworks	framework	NOUN
ctmj-112	8	16	grow	grow	VERB
ctmj-112	8	17	out	out	ADP
ctmj-112	8	18	to	to	PART
ctmj-112	8	19	be	be	AUX
ctmj-112	8	20	persistently	persistently	ADV
ctmj-112	8	21	unexpected	unexpected	ADJ
ctmj-112	8	22	,	,	PUNCT
ctmj-112	8	23	there	there	PRON
ctmj-112	8	24	are	be	VERB
ctmj-112	8	25	constantly	constantly	ADV
ctmj-112	8	26	exploitable	exploitable	ADJ
ctmj-112	8	27	inadequacies	inadequacy	NOUN
ctmj-112	8	28	in	in	ADP
ctmj-112	8	29	the	the	DET
ctmj-112	8	30	abstract	abstract	NOUN
ctmj-112	8	31	:	:	PUNCT
ctmj-112	8	32	in	in	ADP
ctmj-112	8	33	recent	recent	ADJ
ctmj-112	8	34	years	year	NOUN
ctmj-112	8	35	intrusion	intrusion	NOUN
ctmj-112	8	36	detection	detection	NOUN
ctmj-112	8	37	systems	system	NOUN
ctmj-112	8	38	(	(	PUNCT
ctmj-112	8	39	ids	id	NOUN
ctmj-112	8	40	's	's	PART
ctmj-112	8	41	)	)	PUNCT
ctmj-112	8	42	play	play	VERB
ctmj-112	8	43	a	a	DET
ctmj-112	8	44	key	key	ADJ
ctmj-112	8	45	part	part	NOUN
ctmj-112	8	46	in	in	ADP
ctmj-112	8	47	data	datum	NOUN
ctmj-112	8	48	security	security	NOUN
ctmj-112	8	49	.	.	PUNCT
ctmj-112	9	1	the	the	DET
ctmj-112	9	2	goal	goal	NOUN
ctmj-112	9	3	of	of	ADP
ctmj-112	9	4	ids	id	NOUN
ctmj-112	9	5	is	be	AUX
ctmj-112	9	6	to	to	PART
ctmj-112	9	7	assist	assist	VERB
ctmj-112	9	8	computer	computer	NOUN
ctmj-112	9	9	systems	system	NOUN
ctmj-112	9	10	in	in	ADP
ctmj-112	9	11	dealing	deal	VERB
ctmj-112	9	12	with	with	ADP
ctmj-112	9	13	attacks	attack	NOUN
ctmj-112	9	14	.	.	PUNCT
ctmj-112	10	1	the	the	DET
ctmj-112	10	2	ids	id	NOUN
ctmj-112	10	3	for	for	ADP
ctmj-112	10	4	identifying	identify	VERB
ctmj-112	10	5	the	the	DET
ctmj-112	10	6	attacks	attack	NOUN
ctmj-112	10	7	effectively	effectively	ADV
ctmj-112	10	8	has	have	AUX
ctmj-112	10	9	been	be	AUX
ctmj-112	10	10	suggested	suggest	VERB
ctmj-112	10	11	and	and	CCONJ
ctmj-112	10	12	actualized	actualize	VERB
ctmj-112	10	13	.	.	PUNCT
ctmj-112	11	1	for	for	ADP
ctmj-112	11	2	this	this	DET
ctmj-112	11	3	reason	reason	NOUN
ctmj-112	11	4	,	,	PUNCT
ctmj-112	11	5	another	another	DET
ctmj-112	11	6	component	component	NOUN
ctmj-112	11	7	determination	determination	NOUN
ctmj-112	11	8	method	method	NOUN
ctmj-112	11	9	called	call	VERB
ctmj-112	11	10	optimal	optimal	ADJ
ctmj-112	11	11	feature	feature	NOUN
ctmj-112	11	12	selection	selection	NOUN
ctmj-112	11	13	approach	approach	NOUN
ctmj-112	11	14	.	.	PUNCT
ctmj-112	12	1	the	the	DET
ctmj-112	12	2	idea	idea	NOUN
ctmj-112	12	3	of	of	ADP
ctmj-112	12	4	an	an	DET
ctmj-112	12	5	information	information	NOUN
ctmj-112	12	6	gain	gain	NOUN
ctmj-112	12	7	ratio	ratio	NOUN
ctmj-112	12	8	has	have	AUX
ctmj-112	12	9	been	be	AUX
ctmj-112	12	10	put	put	VERB
ctmj-112	12	11	up	up	ADP
ctmj-112	12	12	in	in	ADP
ctmj-112	12	13	light	light	NOUN
ctmj-112	12	14	of	of	ADP
ctmj-112	12	15	this	this	DET
ctmj-112	12	16	strategy	strategy	NOUN
ctmj-112	12	17	.	.	PUNCT
ctmj-112	13	1	the	the	DET
ctmj-112	13	2	primary	primary	ADJ
ctmj-112	13	3	purpose	purpose	NOUN
ctmj-112	13	4	of	of	ADP
ctmj-112	13	5	algorithm	algorithm	NOUN
ctmj-112	13	6	determines	determine	VERB
ctmj-112	13	7	appropriate	appropriate	ADJ
ctmj-112	13	8	amount	amount	NOUN
ctmj-112	13	9	of	of	ADP
ctmj-112	13	10	features	feature	NOUN
ctmj-112	13	11	from	from	ADP
ctmj-112	13	12	kdd	kdd	PROPN
ctmj-112	13	13	cup	cup	PROPN
ctmj-112	13	14	dataset	dataset	NOUN
ctmj-112	13	15	.	.	PUNCT
ctmj-112	14	1	svm	svm	PROPN
ctmj-112	14	2	and	and	CCONJ
ctmj-112	14	3	rule	rule	NOUN
ctmj-112	14	4	based	base	VERB
ctmj-112	14	5	classification	classification	NOUN
ctmj-112	14	6	have	have	AUX
ctmj-112	14	7	both	both	PRON
ctmj-112	14	8	been	be	AUX
ctmj-112	14	9	used	use	VERB
ctmj-112	14	10	to	to	PART
ctmj-112	14	11	characterise	characterise	VERB
ctmj-112	14	12	the	the	DET
ctmj-112	14	13	data	datum	NOUN
ctmj-112	14	14	,	,	PUNCT
ctmj-112	14	15	making	make	VERB
ctmj-112	14	16	it	it	PRON
ctmj-112	14	17	possible	possible	ADJ
ctmj-112	14	18	to	to	PART
ctmj-112	14	19	categorise	categorise	VERB
ctmj-112	14	20	it	it	PRON
ctmj-112	14	21	even	even	ADV
ctmj-112	14	22	more	more	ADV
ctmj-112	14	23	effectively	effectively	ADV
ctmj-112	14	24	.	.	PUNCT
ctmj-112	15	1	in	in	ADP
ctmj-112	15	2	comparison	comparison	NOUN
ctmj-112	15	3	to	to	ADP
ctmj-112	15	4	previously	previously	ADV
ctmj-112	15	5	published	publish	VERB
ctmj-112	15	6	findings	finding	NOUN
ctmj-112	15	7	,	,	PUNCT
ctmj-112	15	8	our	our	PRON
ctmj-112	15	9	ofsa	ofsa	NOUN
ctmj-112	15	10	model	model	NOUN
ctmj-112	15	11	shows	show	VERB
ctmj-112	15	12	promise	promise	VERB
ctmj-112	15	13	in	in	ADP
ctmj-112	15	14	detection	detection	NOUN
ctmj-112	15	15	.	.	PUNCT
ctmj-112	16	1	.keywords	.keyword	NOUN
ctmj-112	16	2	:	:	PUNCT
ctmj-112	16	3	intrusion	intrusion	NOUN
ctmj-112	16	4	detection	detection	NOUN
ctmj-112	16	5	,	,	PUNCT
ctmj-112	16	6	information	information	NOUN
ctmj-112	16	7	gain	gain	NOUN
ctmj-112	16	8	,	,	PUNCT
ctmj-112	16	9	support	support	NOUN
ctmj-112	16	10	vector	vector	NOUN
ctmj-112	16	11	machine	machine	NOUN
ctmj-112	16	12	feature	feature	NOUN
ctmj-112	16	13	selection	selection	NOUN
ctmj-112	16	14	technique	technique	NOUN
ctmj-112	16	15	and	and	CCONJ
ctmj-112	16	16	classification	classification	NOUN
ctmj-112	16	17	2	2	NUM
ctmj-112	16	18	ctmj	ctmj	NOUN
ctmj-112	16	19	|	|	ADV
ctmj-112	16	20	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	16	21	chinese	chinese	ADJ
ctmj-112	16	22	traditional	traditional	ADJ
ctmj-112	16	23	medicine	medicine	NOUN
ctmj-112	16	24	journal	journal	NOUN
ctmj-112	16	25	|	|	ADV
ctmj-112	16	26	2022|	2022|	NUM
ctmj-112	16	27	vol5	vol5	ADJ
ctmj-112	16	28	|issue3	|issue3	NOUN
ctmj-112	16	29	frameworks	framework	NOUN
ctmj-112	16	30	because	because	SCONJ
ctmj-112	16	31	of	of	ADP
ctmj-112	16	32	outline	outline	NOUN
ctmj-112	16	33	and	and	CCONJ
ctmj-112	16	34	programming	programming	NOUN
ctmj-112	16	35	faults	fault	NOUN
ctmj-112	16	36	,	,	PUNCT
ctmj-112	16	37	or	or	CCONJ
ctmj-112	16	38	various	various	ADJ
ctmj-112	16	39	"	"	PUNCT
ctmj-112	16	40	socially	socially	ADV
ctmj-112	16	41	intended	intended	ADJ
ctmj-112	16	42	"	"	PUNCT
ctmj-112	16	43	infiltration	infiltration	NOUN
ctmj-112	16	44	strategies	strategy	NOUN
ctmj-112	16	45	.	.	PUNCT
ctmj-112	17	1	the	the	DET
ctmj-112	17	2	existence	existence	NOUN
ctmj-112	17	3	of	of	ADP
ctmj-112	17	4	exploitable	exploitable	ADJ
ctmj-112	17	5	"	"	PUNCT
ctmj-112	17	6	cushion	cushion	NOUN
ctmj-112	17	7	flood	flood	NOUN
ctmj-112	17	8	"	"	PUNCT
ctmj-112	17	9	due	due	ADP
ctmj-112	17	10	to	to	ADP
ctmj-112	17	11	programming	programming	NOUN
ctmj-112	17	12	errors	error	NOUN
ctmj-112	17	13	in	in	ADP
ctmj-112	17	14	certain	certain	ADJ
ctmj-112	17	15	late	late	ADJ
ctmj-112	17	16	framework	framework	NOUN
ctmj-112	17	17	programming	programming	NOUN
ctmj-112	17	18	was	be	AUX
ctmj-112	17	19	first	first	ADV
ctmj-112	17	20	documented	document	VERB
ctmj-112	17	21	many	many	ADJ
ctmj-112	17	22	years	year	NOUN
ctmj-112	17	23	ago	ago	ADV
ctmj-112	17	24	and	and	CCONJ
ctmj-112	17	25	has	have	AUX
ctmj-112	17	26	persisted	persist	VERB
ctmj-112	17	27	ever	ever	ADV
ctmj-112	17	28	since	since	ADV
ctmj-112	17	29	.	.	PUNCT
ctmj-112	18	1	3	3	X
ctmj-112	18	2	.	.	X
ctmj-112	18	3	because	because	SCONJ
ctmj-112	18	4	of	of	ADP
ctmj-112	18	5	the	the	DET
ctmj-112	18	6	tactics	tactic	NOUN
ctmj-112	18	7	that	that	PRON
ctmj-112	18	8	balance	balance	NOUN
ctmj-112	18	9	ease	ease	NOUN
ctmj-112	18	10	of	of	ADP
ctmj-112	18	11	use	use	NOUN
ctmj-112	18	12	with	with	ADP
ctmj-112	18	13	stringent	stringent	ADJ
ctmj-112	18	14	control	control	NOUN
ctmj-112	18	15	over	over	ADP
ctmj-112	18	16	a	a	DET
ctmj-112	18	17	framework	framework	NOUN
ctmj-112	18	18	and	and	CCONJ
ctmj-112	18	19	its	its	PRON
ctmj-112	18	20	data	datum	NOUN
ctmj-112	18	21	,	,	PUNCT
ctmj-112	18	22	it	it	PRON
ctmj-112	18	23	is	be	AUX
ctmj-112	18	24	now	now	ADV
ctmj-112	18	25	impossible	impossible	ADJ
ctmj-112	18	26	for	for	SCONJ
ctmj-112	18	27	a	a	DET
ctmj-112	18	28	business	business	NOUN
ctmj-112	18	29	activity	activity	NOUN
ctmj-112	18	30	to	to	PART
ctmj-112	18	31	be	be	AUX
ctmj-112	18	32	completely	completely	ADV
ctmj-112	18	33	safe	safe	ADJ
ctmj-112	18	34	.	.	PUNCT
ctmj-112	19	1	as	as	ADP
ctmj-112	19	2	a	a	DET
ctmj-112	19	3	secondary	secondary	ADJ
ctmj-112	19	4	line	line	NOUN
ctmj-112	19	5	of	of	ADP
ctmj-112	19	6	defence	defence	NOUN
ctmj-112	19	7	against	against	ADP
ctmj-112	19	8	unauthorised	unauthorised	ADJ
ctmj-112	19	9	access	access	NOUN
ctmj-112	19	10	,	,	PUNCT
ctmj-112	19	11	intrusion	intrusion	NOUN
ctmj-112	19	12	detection	detection	NOUN
ctmj-112	19	13	systems	system	NOUN
ctmj-112	19	14	are	be	AUX
ctmj-112	19	15	essential	essential	ADJ
ctmj-112	19	16	.	.	PUNCT
ctmj-112	20	1	to	to	PART
ctmj-112	20	2	guard	guard	VERB
ctmj-112	20	3	these	these	DET
ctmj-112	20	4	frameworks	framework	NOUN
ctmj-112	20	5	from	from	ADP
ctmj-112	20	6	being	be	AUX
ctmj-112	20	7	assailed	assail	VERB
ctmj-112	20	8	by	by	ADP
ctmj-112	20	9	interlopers	interloper	NOUN
ctmj-112	20	10	,	,	PUNCT
ctmj-112	20	11	another	another	DET
ctmj-112	20	12	intrusion	intrusion	NOUN
ctmj-112	20	13	detection	detection	NOUN
ctmj-112	20	14	system	system	NOUN
ctmj-112	20	15	has	have	AUX
ctmj-112	20	16	been	be	AUX
ctmj-112	20	17	designed	design	VERB
ctmj-112	20	18	and	and	CCONJ
ctmj-112	20	19	built	build	VERB
ctmj-112	20	20	in	in	ADP
ctmj-112	20	21	this	this	DET
ctmj-112	20	22	project	project	NOUN
ctmj-112	20	23	effort	effort	NOUN
ctmj-112	20	24	,	,	PUNCT
ctmj-112	20	25	which	which	PRON
ctmj-112	20	26	combines	combine	VERB
ctmj-112	20	27	a	a	DET
ctmj-112	20	28	basic	basic	ADJ
ctmj-112	20	29	feature	feature	NOUN
ctmj-112	20	30	selection	selection	NOUN
ctmj-112	20	31	method	method	NOUN
ctmj-112	20	32	and	and	CCONJ
ctmj-112	20	33	svm	svm	ADJ
ctmj-112	20	34	approach	approach	NOUN
ctmj-112	20	35	to	to	PART
ctmj-112	20	36	discover	discover	VERB
ctmj-112	20	37	.	.	PUNCT
ctmj-112	21	1	4	4	X
ctmj-112	21	2	.	.	NUM
ctmj-112	21	3	attacks	attack	NOUN
ctmj-112	21	4	.	.	PUNCT
ctmj-112	22	1	using	use	VERB
ctmj-112	22	2	kdd	kdd	PROPN
ctmj-112	22	3	cup	cup	PROPN
ctmj-112	22	4	data	datum	NOUN
ctmj-112	22	5	set	set	VERB
ctmj-112	22	6	and	and	CCONJ
ctmj-112	22	7	data	datum	NOUN
ctmj-112	22	8	mining	mining	NOUN
ctmj-112	22	9	retrieve	retrieve	NOUN
ctmj-112	22	10	the	the	DET
ctmj-112	22	11	hidden	hide	VERB
ctmj-112	22	12	predictive	predictive	ADJ
ctmj-112	22	13	information	information	NOUN
ctmj-112	22	14	from	from	ADP
ctmj-112	22	15	big	big	ADJ
ctmj-112	22	16	databases	database	NOUN
ctmj-112	22	17	.	.	PUNCT
ctmj-112	23	1	using	use	VERB
ctmj-112	23	2	this	this	DET
ctmj-112	23	3	powerful	powerful	ADJ
ctmj-112	23	4	new	new	ADJ
ctmj-112	23	5	technology	technology	NOUN
ctmj-112	23	6	,	,	PUNCT
ctmj-112	23	7	corporations	corporation	NOUN
ctmj-112	23	8	can	can	AUX
ctmj-112	23	9	zero	zero	VERB
ctmj-112	23	10	in	in	ADP
ctmj-112	23	11	on	on	ADP
ctmj-112	23	12	the	the	DET
ctmj-112	23	13	most	most	ADV
ctmj-112	23	14	critical	critical	ADJ
ctmj-112	23	15	information	information	NOUN
ctmj-112	23	16	in	in	ADP
ctmj-112	23	17	their	their	PRON
ctmj-112	23	18	data	data	NOUN
ctmj-112	23	19	warehouses	warehouse	NOUN
ctmj-112	23	20	,	,	PUNCT
ctmj-112	23	21	which	which	PRON
ctmj-112	23	22	has	have	VERB
ctmj-112	23	23	enormous	enormous	ADJ
ctmj-112	23	24	potential	potential	NOUN
ctmj-112	23	25	.	.	PUNCT
ctmj-112	23	26	.	.	PUNCT
ctmj-112	24	1	5	5	NUM
ctmj-112	24	2	any	any	DET
ctmj-112	24	3	kind	kind	NOUN
ctmj-112	24	4	of	of	ADP
ctmj-112	24	5	data	datum	NOUN
ctmj-112	24	6	repository	repository	NOUN
ctmj-112	24	7	may	may	AUX
ctmj-112	24	8	be	be	AUX
ctmj-112	24	9	linked	link	VERB
ctmj-112	24	10	to	to	ADP
ctmj-112	24	11	information	information	NOUN
ctmj-112	24	12	mining	mining	NOUN
ctmj-112	24	13	.	.	PUNCT
ctmj-112	25	1	algorithms	algorithm	NOUN
ctmj-112	25	2	and	and	CCONJ
ctmj-112	25	3	techniques	technique	NOUN
ctmj-112	25	4	,	,	PUNCT
ctmj-112	25	5	on	on	ADP
ctmj-112	25	6	the	the	DET
ctmj-112	25	7	other	other	ADJ
ctmj-112	25	8	hand	hand	NOUN
ctmj-112	25	9	,	,	PUNCT
ctmj-112	25	10	might	might	AUX
ctmj-112	25	11	differ	differ	VERB
ctmj-112	25	12	depending	depend	VERB
ctmj-112	25	13	on	on	ADP
ctmj-112	25	14	the	the	DET
ctmj-112	25	15	kind	kind	NOUN
ctmj-112	25	16	of	of	ADP
ctmj-112	25	17	data	datum	NOUN
ctmj-112	25	18	they	they	PRON
ctmj-112	25	19	are	be	AUX
ctmj-112	25	20	working	work	VERB
ctmj-112	25	21	with	with	ADP
ctmj-112	25	22	.	.	PUNCT
ctmj-112	26	1	in	in	ADP
ctmj-112	26	2	recent	recent	ADJ
ctmj-112	26	3	years	year	NOUN
ctmj-112	26	4	,	,	PUNCT
ctmj-112	26	5	the	the	DET
ctmj-112	26	6	internet	internet	NOUN
ctmj-112	26	7	has	have	AUX
ctmj-112	26	8	become	become	VERB
ctmj-112	26	9	an	an	DET
ctmj-112	26	10	integral	integral	ADJ
ctmj-112	26	11	part	part	NOUN
ctmj-112	26	12	of	of	ADP
ctmj-112	26	13	our	our	PRON
ctmj-112	26	14	daily	daily	ADJ
ctmj-112	26	15	lives	life	NOUN
ctmj-112	26	16	.	.	PUNCT
ctmj-112	27	1	the	the	DET
ctmj-112	27	2	current	current	ADJ
ctmj-112	27	3	virtual	virtual	ADJ
ctmj-112	27	4	worlds	world	NOUN
ctmj-112	27	5	taking	take	VERB
ctmj-112	27	6	into	into	ADP
ctmj-112	27	7	consideration	consideration	NOUN
ctmj-112	27	8	data	datum	NOUN
ctmj-112	27	9	preparation	preparation	NOUN
ctmj-112	27	10	systems	system	NOUN
ctmj-112	27	11	are	be	AUX
ctmj-112	27	12	predisposed	predispose	VERB
ctmj-112	27	13	to	to	ADP
ctmj-112	27	14	various	various	ADJ
ctmj-112	27	15	type	type	NOUN
ctmj-112	27	16	of	of	ADP
ctmj-112	27	17	risks	risk	NOUN
ctmj-112	27	18	which	which	PRON
ctmj-112	27	19	lead	lead	VERB
ctmj-112	27	20	to	to	ADP
ctmj-112	27	21	diverse	diverse	ADJ
ctmj-112	27	22	sorts	sort	NOUN
ctmj-112	27	23	of	of	ADP
ctmj-112	27	24	damages	damage	NOUN
ctmj-112	27	25	bringing	bring	VERB
ctmj-112	27	26	about	about	ADP
ctmj-112	27	27	major	major	ADJ
ctmj-112	27	28	calamities	calamity	NOUN
ctmj-112	27	29	.	.	PUNCT
ctmj-112	28	1	as	as	ADP
ctmj-112	28	2	a	a	DET
ctmj-112	28	3	result	result	NOUN
ctmj-112	28	4	,	,	PUNCT
ctmj-112	28	5	data	datum	NOUN
ctmj-112	28	6	security	security	NOUN
ctmj-112	28	7	is	be	AUX
ctmj-112	28	8	becoming	become	VERB
ctmj-112	28	9	more	more	ADV
ctmj-112	28	10	important	important	ADJ
ctmj-112	28	11	.	.	PUNCT
ctmj-112	29	1	protecting	protect	VERB
ctmj-112	29	2	administrative	administrative	ADJ
ctmj-112	29	3	systems	system	NOUN
ctmj-112	29	4	against	against	ADP
ctmj-112	29	5	unauthorised	unauthorised	ADJ
ctmj-112	29	6	access	access	NOUN
ctmj-112	29	7	via	via	ADP
ctmj-112	29	8	disclosure	disclosure	NOUN
ctmj-112	29	9	,	,	PUNCT
ctmj-112	29	10	interruption	interruption	NOUN
ctmj-112	29	11	,	,	PUNCT
ctmj-112	29	12	alteration	alteration	NOUN
ctmj-112	29	13	,	,	PUNCT
ctmj-112	29	14	or	or	CCONJ
ctmj-112	29	15	pulverisation	pulverisation	NOUN
ctmj-112	29	16	is	be	AUX
ctmj-112	29	17	the	the	DET
ctmj-112	29	18	most	most	ADV
ctmj-112	29	19	important	important	ADJ
ctmj-112	29	20	goal	goal	NOUN
ctmj-112	29	21	of	of	ADP
ctmj-112	29	22	system	system	NOUN
ctmj-112	29	23	security	security	NOUN
ctmj-112	29	24	.	.	PUNCT
ctmj-112	30	1	system	system	NOUN
ctmj-112	30	2	security	security	NOUN
ctmj-112	30	3	also	also	ADV
ctmj-112	30	4	reduces	reduce	VERB
ctmj-112	30	5	the	the	DET
ctmj-112	30	6	risks	risk	NOUN
ctmj-112	30	7	associated	associate	VERB
ctmj-112	30	8	with	with	ADP
ctmj-112	30	9	the	the	DET
ctmj-112	30	10	core	core	ADJ
ctmj-112	30	11	security	security	NOUN
ctmj-112	30	12	goals	goal	NOUN
ctmj-112	30	13	,	,	PUNCT
ctmj-112	30	14	such	such	ADJ
ctmj-112	30	15	as	as	ADP
ctmj-112	30	16	confidentiality	confidentiality	NOUN
ctmj-112	30	17	,	,	PUNCT
ctmj-112	30	18	integrity	integrity	NOUN
ctmj-112	30	19	,	,	PUNCT
ctmj-112	30	20	and	and	CCONJ
ctmj-112	30	21	openness	openness	NOUN
ctmj-112	30	22	.	.	PUNCT
ctmj-112	31	1	6	6	NUM
ctmj-112	31	2	related	related	ADJ
ctmj-112	31	3	work	work	NOUN
ctmj-112	31	4	lately	lately	ADV
ctmj-112	31	5	,	,	PUNCT
ctmj-112	31	6	network	network	NOUN
ctmj-112	31	7	security	security	NOUN
ctmj-112	31	8	has	have	AUX
ctmj-112	31	9	been	be	AUX
ctmj-112	31	10	the	the	DET
ctmj-112	31	11	focus	focus	NOUN
ctmj-112	31	12	of	of	ADP
ctmj-112	31	13	various	various	ADJ
ctmj-112	31	14	study	study	NOUN
ctmj-112	31	15	efforts	effort	NOUN
ctmj-112	31	16	with	with	ADP
ctmj-112	31	17	arrival	arrival	NOUN
ctmj-112	31	18	of	of	ADP
ctmj-112	31	19	web	web	NOUN
ctmj-112	31	20	.	.	PUNCT
ctmj-112	32	1	there	there	PRON
ctmj-112	32	2	are	be	VERB
ctmj-112	32	3	several	several	ADJ
ctmj-112	32	4	books	book	NOUN
ctmj-112	32	5	in	in	ADP
ctmj-112	32	6	the	the	DET
ctmj-112	32	7	literary	literary	NOUN
ctmj-112	32	8	that	that	PRON
ctmj-112	32	9	discuss	discuss	VERB
ctmj-112	32	10	about	about	ADP
ctmj-112	32	11	intrusion	intrusion	NOUN
ctmj-112	32	12	detection	detection	NOUN
ctmj-112	32	13	system	system	NOUN
ctmj-112	32	14	.	.	PUNCT
ctmj-112	33	1	idss	idss	PROPN
ctmj-112	33	2	are	be	AUX
ctmj-112	33	3	applied	apply	VERB
ctmj-112	33	4	to	to	PART
ctmj-112	33	5	distinguish	distinguish	VERB
ctmj-112	33	6	the	the	DET
ctmj-112	33	7	attacks	attack	NOUN
ctmj-112	33	8	made	make	VERB
ctmj-112	33	9	by	by	ADP
ctmj-112	33	10	gatecrashers	gatecrasher	NOUN
ctmj-112	33	11	.	.	PUNCT
ctmj-112	34	1	[	[	X
ctmj-112	34	2	1]sindhu	1]sindhu	NUM
ctmj-112	34	3	et	et	NOUN
ctmj-112	34	4	al	al	PROPN
ctmj-112	34	5	presented	present	VERB
ctmj-112	34	6	a	a	DET
ctmj-112	34	7	heredity	heredity	NOUN
ctmj-112	34	8	based	base	VERB
ctmj-112	34	9	component	component	NOUN
ctmj-112	34	10	determination	determination	NOUN
ctmj-112	34	11	calculation	calculation	NOUN
ctmj-112	34	12	for	for	ADP
ctmj-112	34	13	decreasing	decrease	VERB
ctmj-112	34	14	the	the	DET
ctmj-112	34	15	computational	computational	ADJ
ctmj-112	34	16	complex	complex	ADJ
ctmj-112	34	17	nature	nature	NOUN
ctmj-112	34	18	of	of	ADP
ctmj-112	34	19	the	the	DET
ctmj-112	34	20	classifier	classifier	NOUN
ctmj-112	34	21	.	.	PUNCT
ctmj-112	35	1	jianping	jianping	NOUN
ctmj-112	35	2	li	li	PROPN
ctmj-112	35	3	et	et	PROPN
ctmj-112	35	4	al	al	PROPN
ctmj-112	36	1	[	[	X
ctmj-112	36	2	2	2	NUM
ctmj-112	36	3	]	]	PUNCT
ctmj-112	36	4	proposed	propose	VERB
ctmj-112	36	5	another	another	DET
ctmj-112	36	6	technique	technique	NOUN
ctmj-112	36	7	taking	taking	NOUN
ctmj-112	36	8	into	into	ADP
ctmj-112	36	9	account	account	NOUN
ctmj-112	36	10	continuous	continuous	ADJ
ctmj-112	36	11	random	random	ADJ
ctmj-112	36	12	function	function	NOUN
ctmj-112	36	13	for	for	ADP
ctmj-112	36	14	picking	pick	VERB
ctmj-112	36	15	suitable	suitable	ADJ
ctmj-112	36	16	capabilities	capability	NOUN
ctmj-112	36	17	to	to	PART
ctmj-112	36	18	execute	execute	VERB
ctmj-112	36	19	system	system	NOUN
ctmj-112	36	20	interruption	interruption	NOUN
ctmj-112	36	21	discovery	discovery	NOUN
ctmj-112	36	22	.	.	PUNCT
ctmj-112	37	1	many	many	ADJ
ctmj-112	37	2	svm	svm	ADJ
ctmj-112	37	3	-	-	PUNCT
ctmj-112	37	4	related	relate	VERB
ctmj-112	37	5	order	order	NOUN
ctmj-112	37	6	computations	computation	NOUN
ctmj-112	37	7	may	may	AUX
ctmj-112	37	8	be	be	AUX
ctmj-112	37	9	found	find	VERB
ctmj-112	37	10	in	in	ADP
ctmj-112	37	11	the	the	DET
ctmj-112	37	12	ids	id	NOUN
ctmj-112	37	13	writings	writing	NOUN
ctmj-112	37	14	.	.	PUNCT
ctmj-112	38	1	for	for	ADP
ctmj-112	38	2	instance	instance	NOUN
ctmj-112	38	3	,	,	PUNCT
ctmj-112	38	4	a	a	DET
ctmj-112	38	5	computation	computation	NOUN
ctmj-112	38	6	called	call	VERB
ctmj-112	38	7	tree	tree	NOUN
ctmj-112	38	8	structured	structure	VERB
ctmj-112	38	9	multiclass	multiclass	ADJ
ctmj-112	38	10	svm	svm	NOUN
ctmj-112	38	11	has	have	AUX
ctmj-112	38	12	been	be	AUX
ctmj-112	38	13	presented	present	VERB
ctmj-112	38	14	by	by	ADP
ctmj-112	38	15	snehal	snehal	VERB
ctmj-112	38	16	a.	a.	NOUN
ctmj-112	38	17	mulay	mulay	PROPN
ctmj-112	38	18	et	et	PROPN
ctmj-112	38	19	al	al	PROPN
ctmj-112	39	1	[	[	X
ctmj-112	39	2	3	3	X
ctmj-112	39	3	]	]	PUNCT
ctmj-112	39	4	for	for	ADP
ctmj-112	39	5	grouping	group	VERB
ctmj-112	39	6	information	information	NOUN
ctmj-112	39	7	viably	viably	ADV
ctmj-112	39	8	.	.	PUNCT
ctmj-112	40	1	there	there	PRON
ctmj-112	40	2	are	be	VERB
ctmj-112	40	3	several	several	ADJ
ctmj-112	40	4	works	work	NOUN
ctmj-112	40	5	in	in	ADP
ctmj-112	40	6	the	the	DET
ctmj-112	40	7	literature	literature	NOUN
ctmj-112	40	8	that	that	PRON
ctmj-112	40	9	evaluate	evaluate	VERB
ctmj-112	40	10	about	about	ADP
ctmj-112	40	11	pre‐	pre‐	NOUN
ctmj-112	40	12	preparation	preparation	NOUN
ctmj-112	40	13	.	.	PUNCT
ctmj-112	41	1	the	the	DET
ctmj-112	41	2	greater	great	ADJ
ctmj-112	41	3	part	part	NOUN
ctmj-112	41	4	of	of	ADP
ctmj-112	41	5	the	the	DET
ctmj-112	41	6	actual	actual	ADJ
ctmj-112	41	7	troubles	trouble	NOUN
ctmj-112	41	8	undoubtedly	undoubtedly	ADV
ctmj-112	41	9	demand	demand	VERB
ctmj-112	41	10	an	an	DET
ctmj-112	41	11	ideal	ideal	ADJ
ctmj-112	41	12	and	and	CCONJ
ctmj-112	41	13	deserving	deserving	ADJ
ctmj-112	41	14	arrangement	arrangement	NOUN
ctmj-112	41	15	as	as	SCONJ
ctmj-112	41	16	opposed	oppose	VERB
ctmj-112	41	17	to	to	ADP
ctmj-112	41	18	figuring	figure	VERB
ctmj-112	41	19	them	they	PRON
ctmj-112	41	20	utterly	utterly	ADV
ctmj-112	41	21	at	at	ADP
ctmj-112	41	22	the	the	DET
ctmj-112	41	23	price	price	NOUN
ctmj-112	41	24	of	of	ADP
ctmj-112	41	25	debased	debased	ADJ
ctmj-112	41	26	execution	execution	NOUN
ctmj-112	41	27	,	,	PUNCT
ctmj-112	41	28	time	time	NOUN
ctmj-112	41	29	and	and	CCONJ
ctmj-112	41	30	space	space	NOUN
ctmj-112	41	31	.	.	PUNCT
ctmj-112	42	1	the	the	DET
ctmj-112	42	2	element	element	NOUN
ctmj-112	42	3	choice	choice	NOUN
ctmj-112	42	4	quest	quest	NOUN
ctmj-112	42	5	started	start	VERB
ctmj-112	42	6	with	with	ADP
ctmj-112	42	7	invalid	invalid	ADJ
ctmj-112	42	8	set	set	NOUN
ctmj-112	42	9	where	where	SCONJ
ctmj-112	42	10	elements	element	NOUN
ctmj-112	42	11	were	be	AUX
ctmj-112	42	12	incorporated	incorporate	VERB
ctmj-112	42	13	one	one	NUM
ctmj-112	42	14	by	by	ADP
ctmj-112	42	15	one	one	NUM
ctmj-112	42	16	or	or	CCONJ
ctmj-112	42	17	it	it	PRON
ctmj-112	42	18	was	be	AUX
ctmj-112	42	19	commenced	commence	VERB
ctmj-112	42	20	with	with	ADP
ctmj-112	42	21	a	a	DET
ctmj-112	42	22	complete	complete	ADJ
ctmj-112	42	23	arrangement	arrangement	NOUN
ctmj-112	42	24	of	of	ADP
ctmj-112	42	25	elements	element	NOUN
ctmj-112	42	26	where	where	SCONJ
ctmj-112	42	27	components	component	NOUN
ctmj-112	42	28	were	be	AUX
ctmj-112	42	29	dispensed	dispense	VERB
ctmj-112	42	30	with	with	ADP
ctmj-112	42	31	one	one	NUM
ctmj-112	42	32	by	by	ADP
ctmj-112	42	33	one	one	NUM
ctmj-112	42	34	.	.	PUNCT
ctmj-112	43	1	li	li	PROPN
ctmj-112	43	2	et	et	PROPN
ctmj-112	43	3	al	al	PROPN
ctmj-112	43	4	suggested	suggest	VERB
ctmj-112	43	5	a	a	DET
ctmj-112	43	6	wrapper	wrapper	NOUN
ctmj-112	43	7	based	base	VERB
ctmj-112	43	8	element	element	NOUN
ctmj-112	43	9	choice	choice	NOUN
ctmj-112	43	10	computation	computation	NOUN
ctmj-112	43	11	with	with	ADP
ctmj-112	43	12	a	a	DET
ctmj-112	43	13	defined	define	VERB
ctmj-112	43	14	end	end	NOUN
ctmj-112	43	15	aim	aim	VERB
ctmj-112	43	16	to	to	PART
ctmj-112	43	17	build	build	VERB
ctmj-112	43	18	up	up	ADP
ctmj-112	43	19	an	an	DET
ctmj-112	43	20	ids	id	NOUN
ctmj-112	43	21	.	.	PUNCT
ctmj-112	44	1	using	use	VERB
ctmj-112	44	2	geetha	geetha	PROPN
ctmj-112	44	3	raman's[4	raman's[4	PROPN
ctmj-112	44	4	]	]	PUNCT
ctmj-112	44	5	component	component	NOUN
ctmj-112	44	6	determination	determination	NOUN
ctmj-112	44	7	algorithm	algorithm	NOUN
ctmj-112	44	8	,	,	PUNCT
ctmj-112	44	9	we	we	PRON
ctmj-112	44	10	can	can	AUX
ctmj-112	44	11	better	well	ADV
ctmj-112	44	12	parse	parse	VERB
ctmj-112	44	13	the	the	DET
ctmj-112	44	14	massive	massive	ADJ
ctmj-112	44	15	kdd	kdd	PROPN
ctmj-112	44	16	cup	cup	PROPN
ctmj-112	44	17	dataset	dataset	NOUN
ctmj-112	44	18	.	.	PUNCT
ctmj-112	45	1	there	there	PRON
ctmj-112	45	2	are	be	VERB
ctmj-112	45	3	various	various	ADJ
ctmj-112	45	4	works	work	NOUN
ctmj-112	45	5	in	in	ADP
ctmj-112	45	6	the	the	DET
ctmj-112	45	7	literature	literature	NOUN
ctmj-112	45	8	that	that	PRON
ctmj-112	45	9	explore	explore	VERB
ctmj-112	45	10	about	about	ADP
ctmj-112	45	11	grouping	group	VERB
ctmj-112	45	12	methods	method	NOUN
ctmj-112	45	13	and	and	CCONJ
ctmj-112	45	14	tools	tool	NOUN
ctmj-112	45	15	.	.	PUNCT
ctmj-112	46	1	in	in	ADP
ctmj-112	46	2	the	the	DET
ctmj-112	46	3	beginning	beginning	NOUN
ctmj-112	46	4	,	,	PUNCT
ctmj-112	46	5	classifiers	classifier	NOUN
ctmj-112	46	6	like	like	AUX
ctmj-112	46	7	bolster	bolster	VERB
ctmj-112	46	8	vector	vector	NOUN
ctmj-112	46	9	machines	machine	NOUN
ctmj-112	46	10	(	(	PUNCT
ctmj-112	46	11	svm	svm	PROPN
ctmj-112	46	12	)	)	PUNCT
ctmj-112	46	13	were	be	AUX
ctmj-112	46	14	designed	design	VERB
ctmj-112	46	15	with	with	ADP
ctmj-112	46	16	paired	pair	VERB
ctmj-112	46	17	characterisation	characterisation	NOUN
ctmj-112	46	18	in	in	ADP
ctmj-112	46	19	mind	mind	NOUN
ctmj-112	46	20	.	.	PUNCT
ctmj-112	47	1	ids	id	NOUN
ctmj-112	47	2	's	's	PART
ctmj-112	47	3	3	3	NUM
ctmj-112	47	4	ctmj	ctmj	NOUN
ctmj-112	47	5	|	|	ADV
ctmj-112	47	6	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	47	7	chinese	chinese	ADJ
ctmj-112	47	8	traditional	traditional	ADJ
ctmj-112	47	9	medicine	medicine	NOUN
ctmj-112	47	10	journal	journal	NOUN
ctmj-112	47	11	|	|	ADV
ctmj-112	47	12	2022|	2022|	NUM
ctmj-112	47	13	vol5	vol5	ADJ
ctmj-112	47	14	|issue3	|issue3	PUNCT
ctmj-112	47	15	neural	neural	ADJ
ctmj-112	47	16	network	network	NOUN
ctmj-112	47	17	model	model	NOUN
ctmj-112	47	18	was	be	AUX
ctmj-112	47	19	developed	develop	VERB
ctmj-112	47	20	by	by	ADP
ctmj-112	47	21	debar	debar	NOUN
ctmj-112	48	1	et	et	PROPN
ctmj-112	48	2	al	al	PROPN
ctmj-112	48	3	..	..	PROPN
ctmj-112	48	4	dewan	dewan	PROPN
ctmj-112	48	5	md	md	PROPN
ctmj-112	48	6	.	.	PROPN
ctmj-112	48	7	farid	farid	PROPN
ctmj-112	48	8	proposed	propose	VERB
ctmj-112	48	9	another	another	DET
ctmj-112	48	10	learning	learn	VERB
ctmj-112	48	11	approach	approach	NOUN
ctmj-112	48	12	for	for	ADP
ctmj-112	48	13	system	system	NOUN
ctmj-112	48	14	interruption	interruption	NOUN
ctmj-112	48	15	recognition	recognition	NOUN
ctmj-112	48	16	utilising	utilise	VERB
ctmj-112	48	17	innocent	innocent	ADJ
ctmj-112	48	18	bayesian	bayesian	NOUN
ctmj-112	48	19	classifier	classifier	NOUN
ctmj-112	48	20	and	and	CCONJ
ctmj-112	48	21	id3	id3	NOUN
ctmj-112	48	22	algorithm	algorithm	NOUN
ctmj-112	48	23	is	be	AUX
ctmj-112	48	24	introduced	introduce	VERB
ctmj-112	48	25	,	,	PUNCT
ctmj-112	48	26	which	which	PRON
ctmj-112	48	27	recognises	recognise	VERB
ctmj-112	48	28	compelling	compelling	ADJ
ctmj-112	48	29	traits	trait	NOUN
ctmj-112	48	30	from	from	ADP
ctmj-112	48	31	the	the	DET
ctmj-112	48	32	preparation	preparation	NOUN
ctmj-112	48	33	dataset	dataset	NOUN
ctmj-112	48	34	,	,	PUNCT
ctmj-112	48	35	ascertains	ascertain	VERB
ctmj-112	48	36	the	the	DET
ctmj-112	48	37	restrictive	restrictive	ADJ
ctmj-112	48	38	probabilities	probability	NOUN
ctmj-112	48	39	for	for	ADP
ctmj-112	48	40	the	the	DET
ctmj-112	48	41	best	good	ADJ
ctmj-112	48	42	property	property	NOUN
ctmj-112	48	43	estimations	estimation	NOUN
ctmj-112	48	44	,	,	PUNCT
ctmj-112	48	45	and	and	CCONJ
ctmj-112	48	46	after	after	ADP
ctmj-112	48	47	that	that	PRON
ctmj-112	48	48	accurately	accurately	ADV
ctmj-112	48	49	7	7	NUM
ctmj-112	48	50	.	.	PUNCT
ctmj-112	49	1	each	each	PRON
ctmj-112	49	2	and	and	CCONJ
ctmj-112	49	3	every	every	DET
ctmj-112	49	4	instance	instance	NOUN
ctmj-112	49	5	of	of	ADP
ctmj-112	49	6	setting	set	VERB
ctmj-112	49	7	up	up	ADP
ctmj-112	49	8	and	and	CCONJ
ctmj-112	49	9	running	run	VERB
ctmj-112	49	10	tests	test	NOUN
ctmj-112	49	11	on	on	ADP
ctmj-112	49	12	a	a	DET
ctmj-112	49	13	dataset	dataset	NOUN
ctmj-112	49	14	is	be	AUX
ctmj-112	49	15	grouped	group	VERB
ctmj-112	49	16	together	together	ADV
ctmj-112	49	17	.	.	PUNCT
ctmj-112	50	1	the	the	DET
ctmj-112	50	2	svm‐	svm‐	PROPN
ctmj-112	50	3	based	base	VERB
ctmj-112	50	4	interruption	interruption	NOUN
ctmj-112	50	5	recognition	recognition	NOUN
ctmj-112	50	6	framework	framework	NOUN
ctmj-112	50	7	consolidates	consolidate	VERB
ctmj-112	50	8	a	a	DET
ctmj-112	50	9	varied	varied	ADJ
ctmj-112	50	10	levels	level	NOUN
ctmj-112	50	11	bunching	bunch	VERB
ctmj-112	50	12	technique	technique	NOUN
ctmj-112	50	13	,	,	PUNCT
ctmj-112	50	14	a	a	DET
ctmj-112	50	15	fundamental	fundamental	ADJ
ctmj-112	50	16	component	component	NOUN
ctmj-112	50	17	choosing	choose	VERB
ctmj-112	50	18	methodology	methodology	NOUN
ctmj-112	50	19	,	,	PUNCT
ctmj-112	50	20	and	and	CCONJ
ctmj-112	50	21	the	the	DET
ctmj-112	50	22	svm	svm	ADJ
ctmj-112	50	23	process	process	NOUN
ctmj-112	50	24	.	.	PUNCT
ctmj-112	51	1	8	8	NUM
ctmj-112	51	2	proposed	propose	VERB
ctmj-112	51	3	approach	approach	NOUN
ctmj-112	51	4	a.	a.	NOUN
ctmj-112	51	5	information	information	PROPN
ctmj-112	51	6	preparation	preparation	NOUN
ctmj-112	51	7	subsystem	subsystem	NOUN
ctmj-112	51	8	1	1	NUM
ctmj-112	51	9	)	)	PUNCT
ctmj-112	51	10	information	information	NOUN
ctmj-112	51	11	collector	collector	NOUN
ctmj-112	51	12	the	the	DET
ctmj-112	51	13	records	record	NOUN
ctmj-112	51	14	from	from	ADP
ctmj-112	51	15	the	the	DET
ctmj-112	51	16	kdd'99	kdd'99	NOUN
ctmj-112	51	17	cup	cup	NOUN
ctmj-112	51	18	data	datum	NOUN
ctmj-112	51	19	set	set	VERB
ctmj-112	51	20	are	be	AUX
ctmj-112	51	21	gathered	gather	VERB
ctmj-112	51	22	by	by	ADP
ctmj-112	51	23	the	the	DET
ctmj-112	51	24	data	data	NOUN
ctmj-112	51	25	accumulation	accumulation	NOUN
ctmj-112	51	26	operator	operator	NOUN
ctmj-112	51	27	.	.	PUNCT
ctmj-112	52	1	the	the	DET
ctmj-112	52	2	pre	pre	ADJ
ctmj-112	52	3	-	-	ADJ
ctmj-112	52	4	processing	processing	ADJ
ctmj-112	52	5	module	module	NOUN
ctmj-112	52	6	receives	receive	VERB
ctmj-112	52	7	this	this	DET
ctmj-112	52	8	data	datum	NOUN
ctmj-112	52	9	and	and	CCONJ
ctmj-112	52	10	uses	use	VERB
ctmj-112	52	11	it	it	PRON
ctmj-112	52	12	to	to	ADP
ctmj-112	52	13	pre	pre	VERB
ctmj-112	52	14	-	-	VERB
ctmj-112	52	15	process	process	VERB
ctmj-112	52	16	the	the	DET
ctmj-112	52	17	data	datum	NOUN
ctmj-112	52	18	.	.	PUNCT
ctmj-112	53	1	the	the	DET
ctmj-112	53	2	records	record	NOUN
ctmj-112	53	3	acquired	acquire	VERB
ctmj-112	53	4	from	from	ADP
ctmj-112	53	5	the	the	DET
ctmj-112	53	6	kdd	kdd	PROPN
ctmj-112	53	7	cup	cup	PROPN
ctmj-112	53	8	dataset	dataset	NOUN
ctmj-112	53	9	could	could	AUX
ctmj-112	53	10	be	be	AUX
ctmj-112	53	11	a	a	DET
ctmj-112	53	12	normal	normal	ADJ
ctmj-112	53	13	information	information	NOUN
ctmj-112	53	14	or	or	CCONJ
ctmj-112	53	15	an	an	DET
ctmj-112	53	16	assaulted	assaulted	ADJ
ctmj-112	53	17	information	information	NOUN
ctmj-112	53	18	.	.	PUNCT
ctmj-112	54	1	2	2	X
ctmj-112	54	2	)	)	PUNCT
ctmj-112	54	3	pre	pre	ADJ
ctmj-112	54	4	-	-	ADJ
ctmj-112	54	5	processing	processing	ADJ
ctmj-112	54	6	module	module	NOUN
ctmj-112	54	7	pre	pre	ADJ
ctmj-112	54	8	-	-	ADJ
ctmj-112	54	9	processing	processing	ADJ
ctmj-112	54	10	strategies	strategy	NOUN
ctmj-112	54	11	are	be	AUX
ctmj-112	54	12	critical	critical	ADJ
ctmj-112	54	13	for	for	ADP
ctmj-112	54	14	information	information	NOUN
ctmj-112	54	15	decreasing	decrease	VERB
ctmj-112	54	16	because	because	SCONJ
ctmj-112	54	17	it	it	PRON
ctmj-112	54	18	is	be	AUX
ctmj-112	54	19	extremely	extremely	ADV
ctmj-112	54	20	hard	hard	ADJ
ctmj-112	54	21	to	to	PART
ctmj-112	54	22	manage	manage	VERB
ctmj-112	54	23	huge	huge	ADJ
ctmj-112	54	24	amount	amount	NOUN
ctmj-112	54	25	of	of	ADP
ctmj-112	54	26	system	system	NOUN
ctmj-112	54	27	movement	movement	NOUN
ctmj-112	54	28	information	information	NOUN
ctmj-112	54	29	with	with	ADP
ctmj-112	54	30	all	all	DET
ctmj-112	54	31	components	component	NOUN
ctmj-112	54	32	to	to	PART
ctmj-112	54	33	detect	detect	VERB
ctmj-112	54	34	gatecrashers	gatecrasher	NOUN
ctmj-112	54	35	progressively	progressively	ADV
ctmj-112	54	36	and	and	CCONJ
ctmj-112	54	37	to	to	PART
ctmj-112	54	38	supply	supply	VERB
ctmj-112	54	39	anticipation	anticipation	NOUN
ctmj-112	54	40	procedures	procedure	NOUN
ctmj-112	54	41	.	.	PUNCT
ctmj-112	55	1	b.	b.	NOUN
ctmj-112	55	2	classification	classification	NOUN
ctmj-112	55	3	subsystem	subsystem	NOUN
ctmj-112	55	4	1	1	NUM
ctmj-112	55	5	)	)	PUNCT
ctmj-112	55	6	rule	rule	NOUN
ctmj-112	55	7	based	base	VERB
ctmj-112	55	8	classifier	classifier	NOUN
ctmj-112	55	9	the	the	DET
ctmj-112	55	10	application	application	NOUN
ctmj-112	55	11	of	of	ADP
ctmj-112	55	12	rules	rule	NOUN
ctmj-112	55	13	fired	fire	VERB
ctmj-112	55	14	by	by	ADP
ctmj-112	55	15	the	the	DET
ctmj-112	55	16	rule	rule	NOUN
ctmj-112	55	17	system	system	NOUN
ctmj-112	55	18	called	call	VERB
ctmj-112	55	19	by	by	ADP
ctmj-112	55	20	intelligent	intelligent	ADJ
ctmj-112	55	21	agents	agent	NOUN
ctmj-112	55	22	improves	improve	VERB
ctmj-112	55	23	judgments	judgment	NOUN
ctmj-112	55	24	on	on	ADP
ctmj-112	55	25	anomalous	anomalous	ADJ
ctmj-112	55	26	intrusion	intrusion	NOUN
ctmj-112	55	27	detection	detection	NOUN
ctmj-112	55	28	and	and	CCONJ
ctmj-112	55	29	prevention	prevention	NOUN
ctmj-112	55	30	in	in	ADP
ctmj-112	55	31	this	this	DET
ctmj-112	55	32	system	system	NOUN
ctmj-112	55	33	.	.	PUNCT
ctmj-112	56	1	rule	rule	NOUN
ctmj-112	56	2	-	-	PUNCT
ctmj-112	56	3	based	base	VERB
ctmj-112	56	4	decision	decision	NOUN
ctmj-112	56	5	-	-	PUNCT
ctmj-112	56	6	making	making	NOUN
ctmj-112	56	7	on	on	ADP
ctmj-112	56	8	incursions	incursion	NOUN
ctmj-112	56	9	is	be	AUX
ctmj-112	56	10	made	make	VERB
ctmj-112	56	11	easier	easy	ADJ
ctmj-112	56	12	with	with	ADP
ctmj-112	56	13	the	the	DET
ctmj-112	56	14	use	use	NOUN
ctmj-112	56	15	of	of	ADP
ctmj-112	56	16	a	a	DET
ctmj-112	56	17	knowledge	knowledge	NOUN
ctmj-112	56	18	base	base	NOUN
ctmj-112	56	19	.	.	PUNCT
ctmj-112	57	1	2	2	X
ctmj-112	57	2	)	)	PUNCT
ctmj-112	57	3	support	support	NOUN
ctmj-112	57	4	vector	vector	NOUN
ctmj-112	57	5	machine	machine	NOUN
ctmj-112	57	6	svm	svm	NOUN
ctmj-112	57	7	is	be	AUX
ctmj-112	57	8	the	the	DET
ctmj-112	57	9	learning	learn	VERB
ctmj-112	57	10	machine	machine	NOUN
ctmj-112	57	11	that	that	PRON
ctmj-112	57	12	can	can	AUX
ctmj-112	57	13	execute	execute	VERB
ctmj-112	57	14	double	double	ADJ
ctmj-112	57	15	order	order	NOUN
ctmj-112	57	16	and	and	CCONJ
ctmj-112	57	17	relapse	relapse	NOUN
ctmj-112	57	18	estimating	estimate	VERB
ctmj-112	57	19	jobs	job	NOUN
ctmj-112	57	20	.	.	PUNCT
ctmj-112	58	1	they	they	PRON
ctmj-112	58	2	are	be	AUX
ctmj-112	58	3	coming	come	VERB
ctmj-112	58	4	out	out	ADP
ctmj-112	58	5	to	to	PART
ctmj-112	58	6	be	be	AUX
ctmj-112	58	7	progressively	progressively	ADV
ctmj-112	58	8	well	well	ADV
ctmj-112	58	9	known	know	VERB
ctmj-112	58	10	as	as	ADP
ctmj-112	58	11	another	another	DET
ctmj-112	58	12	worldview	worldview	NOUN
ctmj-112	58	13	of	of	ADP
ctmj-112	58	14	order	order	NOUN
ctmj-112	58	15	and	and	CCONJ
ctmj-112	58	16	learning	learn	VERB
ctmj-112	58	17	on	on	ADP
ctmj-112	58	18	account	account	NOUN
ctmj-112	58	19	of	of	ADP
ctmj-112	58	20	two	two	NUM
ctmj-112	58	21	key	key	ADJ
ctmj-112	58	22	aspects	aspect	NOUN
ctmj-112	58	23	.	.	PUNCT
ctmj-112	59	1	to	to	PART
ctmj-112	59	2	start	start	VERB
ctmj-112	59	3	with	with	ADP
ctmj-112	59	4	,	,	PUNCT
ctmj-112	59	5	different	different	ADJ
ctmj-112	59	6	to	to	ADP
ctmj-112	59	7	the	the	DET
ctmj-112	59	8	following	follow	VERB
ctmj-112	59	9	arrangement	arrangement	NOUN
ctmj-112	59	10	systems	system	NOUN
ctmj-112	59	11	,	,	PUNCT
ctmj-112	59	12	svm	svm	PROPN
ctmj-112	59	13	reduces	reduce	VERB
ctmj-112	59	14	the	the	DET
ctmj-112	59	15	usual	usual	ADJ
ctmj-112	59	16	blunder	blunder	NOUN
ctmj-112	59	17	as	as	SCONJ
ctmj-112	59	18	opposed	oppose	VERB
ctmj-112	59	19	to	to	ADP
ctmj-112	59	20	minimising	minimise	VERB
ctmj-112	59	21	the	the	DET
ctmj-112	59	22	characterisation	characterisation	NOUN
ctmj-112	59	23	error	error	NOUN
ctmj-112	59	24	.	.	PUNCT
ctmj-112	60	1	to	to	PART
ctmj-112	60	2	achieve	achieve	VERB
ctmj-112	60	3	a	a	DET
ctmj-112	60	4	twofold	twofold	NOUN
ctmj-112	60	5	problem	problem	NOUN
ctmj-112	60	6	,	,	PUNCT
ctmj-112	60	7	svm	svm	PROPN
ctmj-112	60	8	uses	use	VERB
ctmj-112	60	9	the	the	DET
ctmj-112	60	10	duality	duality	NOUN
ctmj-112	60	11	hypothesis	hypothesis	NOUN
ctmj-112	60	12	of	of	ADP
ctmj-112	60	13	numerical	numerical	ADJ
ctmj-112	60	14	programming	programming	NOUN
ctmj-112	60	15	,	,	PUNCT
ctmj-112	60	16	which	which	PRON
ctmj-112	60	17	admits	admit	VERB
ctmj-112	60	18	powerful	powerful	ADJ
ctmj-112	60	19	computing	computing	NOUN
ctmj-112	60	20	techniques	technique	NOUN
ctmj-112	60	21	.	.	PUNCT
ctmj-112	61	1	c.	c.	PROPN
ctmj-112	61	2	proposed	propose	VERB
ctmj-112	61	3	algorithm	algorithm	NOUN
ctmj-112	61	4	for	for	ADP
ctmj-112	61	5	optimal	optimal	ADJ
ctmj-112	61	6	feature	feature	NOUN
ctmj-112	61	7	selection	selection	NOUN
ctmj-112	61	8	approach	approach	VERB
ctmj-112	61	9	the	the	DET
ctmj-112	61	10	information	information	NOUN
ctmj-112	61	11	gain	gain	VERB
ctmj-112	61	12	ratio	ratio	NOUN
ctmj-112	61	13	for	for	ADP
ctmj-112	61	14	property	property	NOUN
ctmj-112	61	15	selection	selection	NOUN
ctmj-112	61	16	was	be	AUX
ctmj-112	61	17	used	use	VERB
ctmj-112	61	18	to	to	PART
ctmj-112	61	19	build	build	VERB
ctmj-112	61	20	this	this	DET
ctmj-112	61	21	method	method	NOUN
ctmj-112	61	22	.	.	PUNCT
ctmj-112	62	1	keeping	keep	VERB
ctmj-112	62	2	in	in	ADP
ctmj-112	62	3	mind	mind	NOUN
ctmj-112	62	4	the	the	DET
ctmj-112	62	5	final	final	ADJ
ctmj-112	62	6	objective	objective	NOUN
ctmj-112	62	7	to	to	PART
ctmj-112	62	8	do	do	VERB
ctmj-112	62	9	this	this	PRON
ctmj-112	62	10	,	,	PUNCT
ctmj-112	62	11	the	the	DET
ctmj-112	62	12	information	information	NOUN
ctmj-112	62	13	set	set	VERB
ctmj-112	62	14	d	d	NOUN
ctmj-112	62	15	is	be	AUX
ctmj-112	62	16	partitioned	partition	VERB
ctmj-112	62	17	into	into	ADP
ctmj-112	62	18	n	n	PRON
ctmj-112	62	19	number	number	NOUN
ctmj-112	62	20	of	of	ADP
ctmj-112	62	21	classes	class	NOUN
ctmj-112	62	22	ci	ci	PROPN
ctmj-112	62	23	.	.	PUNCT
ctmj-112	63	1	the	the	DET
ctmj-112	63	2	qualities	quality	NOUN
ctmj-112	63	3	fi	fi	NOUN
ctmj-112	63	4	having	have	VERB
ctmj-112	63	5	highest	high	ADJ
ctmj-112	63	6	quantity	quantity	NOUN
ctmj-112	63	7	of	of	ADP
ctmj-112	63	8	non‐zero	non‐zero	NUM
ctmj-112	63	9	qualities	quality	NOUN
ctmj-112	63	10	are	be	AUX
ctmj-112	63	11	selected	select	VERB
ctmj-112	63	12	by	by	ADP
ctmj-112	63	13	the	the	DET
ctmj-112	63	14	professional	professional	ADJ
ctmj-112	63	15	and	and	CCONJ
ctmj-112	63	16	the	the	DET
ctmj-112	63	17	information	information	NOUN
ctmj-112	63	18	gain	gain	VERB
ctmj-112	63	19	ratio	ratio	NOUN
ctmj-112	63	20	(	(	PUNCT
ctmj-112	63	21	igr	igr	PROPN
ctmj-112	63	22	)	)	PUNCT
ctmj-112	63	23	is	be	AUX
ctmj-112	63	24	figured	figure	VERB
ctmj-112	63	25	utilising	utilise	VERB
ctmj-112	63	26	conditions	condition	NOUN
ctmj-112	63	27	:	:	PUNCT
ctmj-112	63	28	ten	ten	NUM
ctmj-112	63	29	key	key	ADJ
ctmj-112	63	30	components	component	NOUN
ctmj-112	63	31	have	have	AUX
ctmj-112	63	32	been	be	AUX
ctmj-112	63	33	identified	identify	VERB
ctmj-112	63	34	by	by	ADP
ctmj-112	63	35	the	the	DET
ctmj-112	63	36	ofs	ofs	NOUN
ctmj-112	63	37	algorithm	algorithm	NOUN
ctmj-112	63	38	in	in	SCONJ
ctmj-112	63	39	order	order	NOUN
ctmj-112	63	40	to	to	PART
ctmj-112	63	41	more	more	ADV
ctmj-112	63	42	quickly	quickly	ADV
ctmj-112	63	43	detect	detect	VERB
ctmj-112	63	44	possible	possible	ADJ
ctmj-112	63	45	attacks	attack	NOUN
ctmj-112	63	46	.	.	PUNCT
ctmj-112	64	1	12	12	NUM
ctmj-112	64	2	.	.	PUNCT
ctmj-112	65	1	implementation	implementation	NOUN
ctmj-112	65	2	a.	a.	NOUN
ctmj-112	65	3	enhanced	enhance	VERB
ctmj-112	65	4	feature	feature	NOUN
ctmj-112	65	5	selection	selection	NOUN
ctmj-112	65	6	4	4	NUM
ctmj-112	65	7	ctmj	ctmj	NOUN
ctmj-112	66	1	|	|	ADV
ctmj-112	66	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	66	3	chinese	chinese	ADJ
ctmj-112	66	4	traditional	traditional	ADJ
ctmj-112	66	5	medicine	medicine	NOUN
ctmj-112	66	6	journal	journal	NOUN
ctmj-112	66	7	|	|	ADV
ctmj-112	66	8	2022|	2022|	NUM
ctmj-112	66	9	vol5	vol5	ADV
ctmj-112	66	10	|issue3	|issue3	PUNCT
ctmj-112	66	11	the	the	DET
ctmj-112	66	12	conventional	conventional	ADJ
ctmj-112	66	13	component	component	NOUN
ctmj-112	66	14	choice	choice	NOUN
ctmj-112	66	15	techniques	technique	NOUN
ctmj-112	66	16	set	set	VERB
ctmj-112	66	17	aside	aside	ADV
ctmj-112	66	18	substantial	substantial	ADJ
ctmj-112	66	19	computation	computation	NOUN
ctmj-112	66	20	time	time	NOUN
ctmj-112	66	21	for	for	ADP
ctmj-112	66	22	determining	determine	VERB
ctmj-112	66	23	igr	igr	NOUN
ctmj-112	66	24	values	value	NOUN
ctmj-112	66	25	.	.	PUNCT
ctmj-112	67	1	a	a	DET
ctmj-112	67	2	new	new	ADJ
ctmj-112	67	3	component	component	NOUN
ctmj-112	67	4	determination	determination	NOUN
ctmj-112	67	5	technique	technique	NOUN
ctmj-112	67	6	,	,	PUNCT
ctmj-112	67	7	dubbed	dub	VERB
ctmj-112	67	8	the	the	DET
ctmj-112	67	9	enhanced	enhanced	ADJ
ctmj-112	67	10	feature	feature	NOUN
ctmj-112	67	11	selection	selection	NOUN
ctmj-112	67	12	algorithm	algorithm	NOUN
ctmj-112	67	13	,	,	PUNCT
ctmj-112	67	14	is	be	AUX
ctmj-112	67	15	now	now	ADV
ctmj-112	67	16	presented	present	VERB
ctmj-112	67	17	and	and	CCONJ
ctmj-112	67	18	implemented	implement	VERB
ctmj-112	67	19	in	in	ADP
ctmj-112	67	20	this	this	DET
ctmj-112	67	21	study	study	NOUN
ctmj-112	67	22	in	in	ADP
ctmj-112	67	23	order	order	NOUN
ctmj-112	67	24	to	to	PART
ctmj-112	67	25	reduce	reduce	VERB
ctmj-112	67	26	computation	computation	NOUN
ctmj-112	67	27	time	time	NOUN
ctmj-112	67	28	.	.	PUNCT
ctmj-112	68	1	this	this	DET
ctmj-112	68	2	procedure	procedure	NOUN
ctmj-112	68	3	calculates	calculate	VERB
ctmj-112	68	4	the	the	DET
ctmj-112	68	5	information	information	NOUN
ctmj-112	68	6	gain	gain	VERB
ctmj-112	68	7	ratio	ratio	NOUN
ctmj-112	68	8	(	(	PUNCT
ctmj-112	68	9	igr	igr	NOUN
ctmj-112	68	10	)	)	PUNCT
ctmj-112	68	11	esteem	esteem	NOUN
ctmj-112	68	12	for	for	ADP
ctmj-112	68	13	the	the	DET
ctmj-112	68	14	altering	alter	VERB
ctmj-112	68	15	characteristics	characteristic	NOUN
ctmj-112	68	16	in	in	ADP
ctmj-112	68	17	the	the	DET
ctmj-112	68	18	information	information	NOUN
ctmj-112	68	19	collection	collection	NOUN
ctmj-112	68	20	.	.	PUNCT
ctmj-112	69	1	it	it	PRON
ctmj-112	69	2	performs	perform	VERB
ctmj-112	69	3	segment	segment	NOUN
ctmj-112	69	4	diminution	diminution	NOUN
ctmj-112	69	5	in	in	ADP
ctmj-112	69	6	light	light	NOUN
ctmj-112	69	7	of	of	ADP
ctmj-112	69	8	the	the	DET
ctmj-112	69	9	igr	igr	NOUN
ctmj-112	69	10	esteem	esteem	NOUN
ctmj-112	69	11	.	.	PUNCT
ctmj-112	70	1	ofs	ofs	NOUN
ctmj-112	70	2	enhances	enhance	VERB
ctmj-112	70	3	the	the	DET
ctmj-112	70	4	exactness	exactness	NOUN
ctmj-112	70	5	in	in	ADP
ctmj-112	70	6	identification	identification	NOUN
ctmj-112	70	7	and	and	CCONJ
ctmj-112	70	8	reduces	reduce	VERB
ctmj-112	70	9	the	the	DET
ctmj-112	70	10	false	false	ADJ
ctmj-112	70	11	caution	caution	NOUN
ctmj-112	70	12	rates	rate	NOUN
ctmj-112	70	13	.	.	PUNCT
ctmj-112	71	1	all	all	PRON
ctmj-112	71	2	of	of	ADP
ctmj-112	71	3	the	the	DET
ctmj-112	71	4	reenacted	reenacted	ADJ
ctmj-112	71	5	attacks	attack	NOUN
ctmj-112	71	6	fall	fall	VERB
ctmj-112	71	7	under	under	ADP
ctmj-112	71	8	one	one	NUM
ctmj-112	71	9	of	of	ADP
ctmj-112	71	10	four	four	NUM
ctmj-112	71	11	categories	category	NOUN
ctmj-112	71	12	:	:	PUNCT
ctmj-112	71	13	denial	denial	NOUN
ctmj-112	71	14	of	of	ADP
ctmj-112	71	15	service	service	NOUN
ctmj-112	71	16	(	(	PUNCT
ctmj-112	71	17	dos	dos	PROPN
ctmj-112	71	18	)	)	PUNCT
ctmj-112	71	19	,	,	PUNCT
ctmj-112	71	20	user	user	NOUN
ctmj-112	71	21	to	to	PART
ctmj-112	71	22	root	root	VERB
ctmj-112	71	23	(	(	PUNCT
ctmj-112	71	24	u2r	u2r	PROPN
ctmj-112	71	25	)	)	PUNCT
ctmj-112	71	26	,	,	PUNCT
ctmj-112	71	27	remote	remote	VERB
ctmj-112	71	28	to	to	ADP
ctmj-112	71	29	local	local	ADJ
ctmj-112	71	30	(	(	PUNCT
ctmj-112	71	31	r2l	r2l	NOUN
ctmj-112	71	32	)	)	PUNCT
ctmj-112	71	33	,	,	PUNCT
ctmj-112	71	34	or	or	CCONJ
ctmj-112	71	35	probe	probe	NOUN
ctmj-112	71	36	assault	assault	NOUN
ctmj-112	71	37	.	.	PUNCT
ctmj-112	72	1	table	table	NOUN
ctmj-112	72	2	1	1	NUM
ctmj-112	72	3	the	the	DET
ctmj-112	72	4	41	41	NUM
ctmj-112	72	5	features	feature	NOUN
ctmj-112	72	6	in	in	ADP
ctmj-112	72	7	kdd’99	kdd’99	PROPN
ctmj-112	72	8	dataset	dataset	PROPN
ctmj-112	72	9	b.	b.	PROPN
ctmj-112	72	10	calculation	calculation	NOUN
ctmj-112	72	11	of	of	ADP
ctmj-112	72	12	info	info	NOUN
ctmj-112	72	13	(	(	PUNCT
ctmj-112	72	14	d	d	X
ctmj-112	72	15	)	)	PUNCT
ctmj-112	72	16	the	the	DET
ctmj-112	72	17	data	datum	NOUN
ctmj-112	72	18	pick	pick	VERB
ctmj-112	72	19	up	up	ADP
ctmj-112	72	20	base	base	NOUN
ctmj-112	72	21	is	be	AUX
ctmj-112	72	22	gained	gain	VERB
ctmj-112	72	23	from	from	ADP
ctmj-112	72	24	data	datum	NOUN
ctmj-112	72	25	hypothesis	hypothesis	NOUN
ctmj-112	72	26	.	.	PUNCT
ctmj-112	73	1	the	the	DET
ctmj-112	73	2	important	important	ADJ
ctmj-112	73	3	notion	notion	NOUN
ctmj-112	73	4	of	of	ADP
ctmj-112	73	5	data	datum	NOUN
ctmj-112	73	6	hypothesis	hypothesis	NOUN
ctmj-112	73	7	is	be	AUX
ctmj-112	73	8	that	that	SCONJ
ctmj-112	73	9	the	the	DET
ctmj-112	73	10	data	datum	NOUN
ctmj-112	73	11	carried	carry	VERB
ctmj-112	73	12	on	on	ADP
ctmj-112	73	13	by	by	ADP
ctmj-112	73	14	a	a	DET
ctmj-112	73	15	message	message	NOUN
ctmj-112	73	16	relies	rely	VERB
ctmj-112	73	17	on	on	ADP
ctmj-112	73	18	upon	upon	SCONJ
ctmj-112	73	19	the	the	DET
ctmj-112	73	20	probability	probability	NOUN
ctmj-112	73	21	and	and	CCONJ
ctmj-112	73	22	may	may	AUX
ctmj-112	73	23	be	be	AUX
ctmj-112	73	24	quantified	quantify	VERB
ctmj-112	73	25	in	in	ADP
ctmj-112	73	26	bits	bit	NOUN
ctmj-112	73	27	as	as	ADP
ctmj-112	73	28	less	less	ADJ
ctmj-112	73	29	the	the	DET
ctmj-112	73	30	logarithm	logarithm	NOUN
ctmj-112	73	31	of	of	ADP
ctmj-112	73	32	base	base	NOUN
ctmj-112	73	33	2	2	NUM
ctmj-112	73	34	of	of	ADP
ctmj-112	73	35	that	that	DET
ctmj-112	73	36	likelihood	likelihood	NOUN
ctmj-112	73	37	.	.	PUNCT
ctmj-112	74	1	think	think	VERB
ctmj-112	74	2	of	of	ADP
ctmj-112	74	3	a	a	DET
ctmj-112	74	4	dataset	dataset	NOUN
ctmj-112	74	5	d	d	NOUN
ctmj-112	74	6	that	that	PRON
ctmj-112	74	7	has	have	VERB
ctmj-112	74	8	q	q	PROPN
ctmj-112	74	9	classifications	classification	NOUN
ctmj-112	74	10	c1	c1	PROPN
ctmj-112	74	11	..	..	PUNCT
ctmj-112	75	1	cn	cn	PROPN
ctmj-112	75	2	.	.	PROPN
ctmj-112	75	3	assume	assume	VERB
ctmj-112	75	4	additionally	additionally	ADV
ctmj-112	75	5	that	that	SCONJ
ctmj-112	75	6	we	we	PRON
ctmj-112	75	7	have	have	VERB
ctmj-112	75	8	a	a	DET
ctmj-112	75	9	hypothetical	hypothetical	ADJ
ctmj-112	75	10	test	test	NOUN
ctmj-112	75	11	x	x	PUNCT
ctmj-112	75	12	with	with	ADP
ctmj-112	75	13	m	m	NOUN
ctmj-112	75	14	outcomes	outcome	NOUN
ctmj-112	75	15	that	that	SCONJ
ctmj-112	75	16	allotments	allotment	VERB
ctmj-112	75	17	d	d	NOUN
ctmj-112	75	18	into	into	ADP
ctmj-112	75	19	m	m	PROPN
ctmj-112	75	20	subgroups	subgroup	NOUN
ctmj-112	75	21	d1….dm	d1….dm	NUM
ctmj-112	75	22	.	.	PUNCT
ctmj-112	76	1	since	since	SCONJ
ctmj-112	76	2	parallel	parallel	ADJ
ctmj-112	76	3	split	split	NOUN
ctmj-112	76	4	is	be	AUX
ctmj-112	76	5	all	all	PRON
ctmj-112	76	6	we	we	PRON
ctmj-112	76	7	're	be	AUX
ctmj-112	76	8	doing	do	VERB
ctmj-112	76	9	,	,	PUNCT
ctmj-112	76	10	m=2	m=2	PROPN
ctmj-112	76	11	for	for	ADP
ctmj-112	76	12	a	a	DET
ctmj-112	76	13	numeric	numeric	ADJ
ctmj-112	76	14	quality	quality	NOUN
ctmj-112	76	15	.	.	PUNCT
ctmj-112	77	1	the	the	DET
ctmj-112	77	2	chance	chance	NOUN
ctmj-112	77	3	that	that	PRON
ctmj-112	77	4	is	be	AUX
ctmj-112	77	5	picked	pick	VERB
ctmj-112	77	6	one	one	NUM
ctmj-112	77	7	record	record	NOUN
ctmj-112	77	8	from	from	ADP
ctmj-112	77	9	the	the	DET
ctmj-112	77	10	set	set	PROPN
ctmj-112	77	11	d	d	PROPN
ctmj-112	77	12	of	of	ADP
ctmj-112	77	13	information	information	NOUN
ctmj-112	77	14	records	record	NOUN
ctmj-112	77	15	and	and	CCONJ
ctmj-112	77	16	report	report	VERB
ctmj-112	77	17	that	that	SCONJ
ctmj-112	77	18	if	if	SCONJ
ctmj-112	77	19	has	have	VERB
ctmj-112	77	20	a	a	DET
ctmj-112	77	21	location	location	NOUN
ctmj-112	77	22	with	with	ADP
ctmj-112	77	23	some	some	DET
ctmj-112	77	24	class	class	NOUN
ctmj-112	77	25	cj	cj	NOUN
ctmj-112	77	26	is	be	AUX
ctmj-112	77	27	provided	provide	VERB
ctmj-112	77	28	by	by	ADP
ctmj-112	77	29	,	,	PUNCT
ctmj-112	77	30	m	m	VERB
ctmj-112	77	31	j=1	j=1	PROPN
ctmj-112	77	32	freq(cj	freq(cj	PROPN
ctmj-112	77	33	,	,	PUNCT
ctmj-112	77	34	d	d	NOUN
ctmj-112	77	35	)	)	PUNCT
ctmj-112	77	36	5	5	NUM
ctmj-112	77	37	ctmj	ctmj	NOUN
ctmj-112	77	38	|	|	ADV
ctmj-112	77	39	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	77	40	chinese	chinese	ADJ
ctmj-112	77	41	traditional	traditional	ADJ
ctmj-112	77	42	medicine	medicine	NOUN
ctmj-112	77	43	journal	journal	NOUN
ctmj-112	77	44	|	|	ADV
ctmj-112	77	45	2022|	2022|	NUM
ctmj-112	77	46	vol5	vol5	PROPN
ctmj-112	77	47	|issue3	|issue3	PUNCT
ctmj-112	77	48	where	where	SCONJ
ctmj-112	77	49	freq	freq	NOUN
ctmj-112	77	50	(	(	PUNCT
ctmj-112	77	51	cj	cj	X
ctmj-112	77	52	,	,	PUNCT
ctmj-112	77	53	d	d	NOUN
ctmj-112	77	54	)	)	PUNCT
ctmj-112	77	55	refers	refer	VERB
ctmj-112	77	56	to	to	ADP
ctmj-112	77	57	the	the	DET
ctmj-112	77	58	amount	amount	NOUN
ctmj-112	77	59	of	of	ADP
ctmj-112	77	60	information	information	NOUN
ctmj-112	77	61	records(points	records(point	NOUN
ctmj-112	77	62	)	)	PUNCT
ctmj-112	77	63	of	of	ADP
ctmj-112	77	64	the	the	DET
ctmj-112	77	65	class	class	NOUN
ctmj-112	77	66	cj	cj	NOUN
ctmj-112	77	67	in	in	ADP
ctmj-112	77	68	d	d	PROPN
ctmj-112	77	69	,	,	PUNCT
ctmj-112	77	70	whereas	whereas	SCONJ
ctmj-112	77	71	|d|	|d|	PROPN
ctmj-112	77	72	is	be	AUX
ctmj-112	77	73	the	the	DET
ctmj-112	77	74	aggregate	aggregate	ADJ
ctmj-112	77	75	number	number	NOUN
ctmj-112	77	76	of	of	ADP
ctmj-112	77	77	information	information	NOUN
ctmj-112	77	78	records	record	NOUN
ctmj-112	77	79	in	in	ADP
ctmj-112	77	80	d.	d.	PROPN
ctmj-112	77	81	so	so	SCONJ
ctmj-112	77	82	the	the	DET
ctmj-112	77	83	info	info	NOUN
ctmj-112	77	84	that	that	PRON
ctmj-112	77	85	is	be	AUX
ctmj-112	77	86	handed	hand	VERB
ctmj-112	77	87	on	on	ADP
ctmj-112	77	88	is	be	AUX
ctmj-112	77	89	−log2	−log2	NOUN
ctmj-112	78	1	[	[	X
ctmj-112	78	2	freq(cj	freq(cj	PROPN
ctmj-112	78	3	,	,	PUNCT
ctmj-112	78	4	d	d	NOUN
ctmj-112	78	5	)	)	PUNCT
ctmj-112	78	6	]	]	PUNCT
ctmj-112	78	7	bits	bit	VERB
ctmj-112	78	8	|d|	|d|	PROPN
ctmj-112	78	9	to	to	PART
ctmj-112	78	10	discover	discover	VERB
ctmj-112	78	11	the	the	DET
ctmj-112	78	12	normal	normal	ADJ
ctmj-112	78	13	data	datum	NOUN
ctmj-112	78	14	anticipated	anticipate	VERB
ctmj-112	78	15	to	to	PART
ctmj-112	78	16	differentiate	differentiate	VERB
ctmj-112	78	17	the	the	DET
ctmj-112	78	18	class	class	NOUN
ctmj-112	78	19	of	of	ADP
ctmj-112	78	20	an	an	DET
ctmj-112	78	21	information	information	NOUN
ctmj-112	78	22	record	record	NOUN
ctmj-112	78	23	in	in	ADP
ctmj-112	78	24	d	d	NOUN
ctmj-112	78	25	before	before	ADP
ctmj-112	78	26	apportioning	apportion	VERB
ctmj-112	78	27	occurs	occur	NOUN
ctmj-112	78	28	,	,	PUNCT
ctmj-112	78	29	summing	sum	VERB
ctmj-112	78	30	is	be	AUX
ctmj-112	78	31	conducted	conduct	VERB
ctmj-112	78	32	across	across	ADP
ctmj-112	78	33	the	the	DET
ctmj-112	78	34	classes	class	NOUN
ctmj-112	78	35	in	in	ADP
ctmj-112	78	36	extent	extent	NOUN
ctmj-112	78	37	to	to	ADP
ctmj-112	78	38	their	their	PRON
ctmj-112	78	39	frequencies	frequency	NOUN
ctmj-112	78	40	in	in	ADP
ctmj-112	78	41	d	d	PROPN
ctmj-112	78	42	,	,	PUNCT
ctmj-112	78	43	providing	provide	VERB
ctmj-112	78	44	info(d)=−	info(d)=−	PROPN
ctmj-112	78	45	∑m	∑m	PROPN
ctmj-112	79	1	[	[	X
ctmj-112	79	2	freq(cj	freq(cj	PROPN
ctmj-112	79	3	,	,	PUNCT
ctmj-112	79	4	d	d	PROPN
ctmj-112	79	5	)	)	PUNCT
ctmj-112	79	6	]	]	PUNCT
ctmj-112	79	7	log	log	VERB
ctmj-112	79	8	|d|	|d|	PROPN
ctmj-112	80	1	[	[	X
ctmj-112	80	2	freq(cj	freq(cj	PROPN
ctmj-112	80	3	,	,	PUNCT
ctmj-112	80	4	d	d	PROPN
ctmj-112	80	5	)	)	PUNCT
ctmj-112	80	6	]	]	PUNCT
ctmj-112	80	7	(	(	PUNCT
ctmj-112	80	8	1	1	X
ctmj-112	80	9	)	)	PUNCT
ctmj-112	80	10	|d|	|d|	NOUN
ctmj-112	81	1	the	the	DET
ctmj-112	81	2	dataset	dataset	NOUN
ctmj-112	81	3	d	d	X
ctmj-112	81	4	has	have	AUX
ctmj-112	81	5	been	be	AUX
ctmj-112	81	6	partitioned	partition	VERB
ctmj-112	81	7	into	into	ADP
ctmj-112	81	8	m	m	PROPN
ctmj-112	81	9	equal	equal	ADJ
ctmj-112	81	10	parts	part	NOUN
ctmj-112	81	11	based	base	VERB
ctmj-112	81	12	on	on	ADP
ctmj-112	81	13	the	the	DET
ctmj-112	81	14	test	test	NOUN
ctmj-112	81	15	x	x	PUNCT
ctmj-112	81	16	findings	finding	NOUN
ctmj-112	81	17	.	.	PUNCT
ctmj-112	82	1	the	the	DET
ctmj-112	82	2	normal	normal	ADJ
ctmj-112	82	3	measure	measure	NOUN
ctmj-112	82	4	of	of	ADP
ctmj-112	82	5	data	datum	NOUN
ctmj-112	82	6	anticipated	anticipate	VERB
ctmj-112	82	7	to	to	PART
ctmj-112	82	8	differentiate	differentiate	VERB
ctmj-112	82	9	the	the	DET
ctmj-112	82	10	class	class	NOUN
ctmj-112	82	11	of	of	ADP
ctmj-112	82	12	an	an	DET
ctmj-112	82	13	information	information	NOUN
ctmj-112	82	14	record	record	NOUN
ctmj-112	82	15	in	in	ADP
ctmj-112	82	16	d	d	PROPN
ctmj-112	82	17	after	after	SCONJ
ctmj-112	82	18	the	the	DET
ctmj-112	82	19	parcelling	parcelling	NOUN
ctmj-112	82	20	has	have	AUX
ctmj-112	82	21	occurred	occur	VERB
ctmj-112	82	22	,	,	PUNCT
ctmj-112	82	23	may	may	AUX
ctmj-112	82	24	be	be	AUX
ctmj-112	82	25	determined	determine	VERB
ctmj-112	82	26	as	as	ADP
ctmj-112	82	27	the	the	DET
ctmj-112	82	28	weighted	weight	VERB
ctmj-112	82	29	whole	whole	NOUN
ctmj-112	82	30	over	over	ADP
ctmj-112	82	31	the	the	DET
ctmj-112	82	32	subsets	subset	NOUN
ctmj-112	82	33	,	,	PUNCT
ctmj-112	82	34	as	as	ADP
ctmj-112	82	35	:	:	PUNCT
ctmj-112	82	36	info	info	NOUN
ctmj-112	82	37	(	(	PUNCT
ctmj-112	82	38	f	f	X
ctmj-112	82	39	)	)	PUNCT
ctmj-112	83	1	=	=	SYM
ctmj-112	84	1	∑n	∑n	PROPN
ctmj-112	85	1	[	[	X
ctmj-112	85	2	|fi|	|fi|	NOUN
ctmj-112	85	3	]	]	PUNCT
ctmj-112	85	4	∗	∗	NOUN
ctmj-112	85	5	info(|f	info(|f	ADP
ctmj-112	85	6	|)(2	|)(2	NOUN
ctmj-112	85	7	)	)	PUNCT
ctmj-112	85	8	i=1	i=1	PROPN
ctmj-112	85	9	|f|	|f|	NOUN
ctmj-112	85	10	i	i	PRON
ctmj-112	85	11	where	where	SCONJ
ctmj-112	85	12	|fi|	|fi|	NOUN
ctmj-112	85	13	denotes	denote	VERB
ctmj-112	85	14	the	the	DET
ctmj-112	85	15	number	number	NOUN
ctmj-112	85	16	of	of	ADP
ctmj-112	85	17	data	datum	NOUN
ctmj-112	85	18	records	record	NOUN
ctmj-112	85	19	in	in	ADP
ctmj-112	85	20	the	the	DET
ctmj-112	85	21	subset	subset	NOUN
ctmj-112	85	22	di	di	NOUN
ctmj-112	85	23	after	after	SCONJ
ctmj-112	85	24	the	the	DET
ctmj-112	85	25	partitioning	partitioning	NOUN
ctmj-112	85	26	has	have	AUX
ctmj-112	85	27	happened	happen	VERB
ctmj-112	85	28	.	.	PUNCT
ctmj-112	86	1	the	the	DET
ctmj-112	86	2	information	information	NOUN
ctmj-112	86	3	received	receive	VERB
ctmj-112	86	4	owing	owe	VERB
ctmj-112	86	5	to	to	ADP
ctmj-112	86	6	the	the	DET
ctmj-112	86	7	partition	partition	NOUN
ctmj-112	86	8	is	be	AUX
ctmj-112	86	9	:	:	PUNCT
ctmj-112	86	10	gain(ai	gain(ai	ADJ
ctmj-112	86	11	)	)	PUNCT
ctmj-112	86	12	=	=	SYM
ctmj-112	86	13	info(d	info(d	PROPN
ctmj-112	86	14	)	)	PUNCT
ctmj-112	86	15	–	–	PUNCT
ctmj-112	86	16	info(f	info(f	NOUN
ctmj-112	86	17	)	)	PUNCT
ctmj-112	86	18	(	(	PUNCT
ctmj-112	86	19	6	6	NUM
ctmj-112	86	20	)	)	PUNCT
ctmj-112	86	21	plainly	plainly	ADV
ctmj-112	86	22	,	,	PUNCT
ctmj-112	86	23	it	it	PRON
ctmj-112	86	24	is	be	AUX
ctmj-112	86	25	vital	vital	ADJ
ctmj-112	86	26	to	to	PART
ctmj-112	86	27	raise	raise	VERB
ctmj-112	86	28	the	the	DET
ctmj-112	86	29	addition	addition	NOUN
ctmj-112	86	30	.	.	PUNCT
ctmj-112	87	1	the	the	DET
ctmj-112	87	2	addition	addition	NOUN
ctmj-112	87	3	foundation	foundation	NOUN
ctmj-112	87	4	is	be	AUX
ctmj-112	87	5	to	to	PART
ctmj-112	87	6	pick	pick	VERB
ctmj-112	87	7	the	the	DET
ctmj-112	87	8	test	test	NOUN
ctmj-112	87	9	or	or	CCONJ
ctmj-112	87	10	slice	slice	NOUN
ctmj-112	87	11	the	the	PRON
ctmj-112	87	12	widens	widen	VERB
ctmj-112	87	13	the	the	DET
ctmj-112	87	14	increase	increase	NOUN
ctmj-112	87	15	to	to	PART
ctmj-112	87	16	parcel	parcel	VERB
ctmj-112	87	17	the	the	DET
ctmj-112	87	18	existing	exist	VERB
ctmj-112	87	19	information	information	NOUN
ctmj-112	87	20	info(d)−info(f	info(d)−info(f	NOUN
ctmj-112	87	21	)	)	PUNCT
ctmj-112	87	22	igr	igr	NOUN
ctmj-112	87	23	(	(	PUNCT
ctmj-112	87	24	ai	ai	NOUN
ctmj-112	87	25	)	)	PUNCT
ctmj-112	87	26	=	=	PUNCT
ctmj-112	88	1	[	[	PUNCT
ctmj-112	88	2	(	(	PUNCT
ctmj-112	88	3	)	)	PUNCT
ctmj-112	88	4	]	]	PUNCT
ctmj-112	88	5	∗	∗	NOUN
ctmj-112	88	6	100	100	NUM
ctmj-112	88	7	(	(	PUNCT
ctmj-112	88	8	3	3	NUM
ctmj-112	88	9	)	)	PUNCT
ctmj-112	88	10	info	info	NOUN
ctmj-112	89	1	d	d	X
ctmj-112	89	2	+	+	NOUN
ctmj-112	89	3	info(f	info(f	NOUN
ctmj-112	89	4	)	)	PUNCT
ctmj-112	89	5	6	6	NUM
ctmj-112	89	6	.	.	PUNCT
ctmj-112	89	7	result	result	VERB
ctmj-112	89	8	underneath	underneath	NOUN
ctmj-112	89	9	,	,	PUNCT
ctmj-112	89	10	we	we	PRON
ctmj-112	89	11	evaluate	evaluate	VERB
ctmj-112	89	12	and	and	CCONJ
ctmj-112	89	13	plan	plan	VERB
ctmj-112	89	14	the	the	DET
ctmj-112	89	15	execution	execution	NOUN
ctmj-112	89	16	and	and	CCONJ
ctmj-112	89	17	time	time	NOUN
ctmj-112	89	18	investigation	investigation	NOUN
ctmj-112	89	19	for	for	ADP
ctmj-112	89	20	the	the	DET
ctmj-112	89	21	various	various	ADJ
ctmj-112	89	22	types	type	NOUN
ctmj-112	89	23	of	of	ADP
ctmj-112	89	24	attacks	attack	NOUN
ctmj-112	89	25	.	.	PUNCT
ctmj-112	90	1	table	table	NOUN
ctmj-112	90	2	's	's	PART
ctmj-112	90	3	exhibits	exhibit	VERB
ctmj-112	90	4	the	the	DET
ctmj-112	90	5	discovery	discovery	NOUN
ctmj-112	90	6	exactness	exactness	NOUN
ctmj-112	90	7	and	and	CCONJ
ctmj-112	90	8	calculation	calculation	NOUN
ctmj-112	90	9	time	time	NOUN
ctmj-112	90	10	got	get	AUX
ctmj-112	90	11	using	use	VERB
ctmj-112	90	12	the	the	DET
ctmj-112	90	13	parts	part	NOUN
ctmj-112	90	14	of	of	ADP
ctmj-112	90	15	the	the	DET
ctmj-112	90	16	kdd'99	kdd'99	NOUN
ctmj-112	90	17	cup	cup	NOUN
ctmj-112	90	18	information	information	NOUN
ctmj-112	90	19	set	set	VERB
ctmj-112	90	20	by	by	ADP
ctmj-112	90	21	applying	apply	VERB
ctmj-112	90	22	the	the	DET
ctmj-112	90	23	element	element	NOUN
ctmj-112	90	24	choosing	choosing	NOUN
ctmj-112	90	25	procedures	procedure	NOUN
ctmj-112	90	26	of	of	ADP
ctmj-112	90	27	current	current	ADJ
ctmj-112	90	28	and	and	CCONJ
ctmj-112	90	29	prospective	prospective	ADJ
ctmj-112	90	30	work	work	NOUN
ctmj-112	90	31	.	.	PUNCT
ctmj-112	91	1	a.	a.	NOUN
ctmj-112	91	2	rule	rule	NOUN
ctmj-112	91	3	based	base	VERB
ctmj-112	91	4	classification	classification	NOUN
ctmj-112	91	5	the	the	DET
ctmj-112	91	6	rule	rule	NOUN
ctmj-112	91	7	based	base	VERB
ctmj-112	91	8	characterisation	characterisation	NOUN
ctmj-112	91	9	is	be	AUX
ctmj-112	91	10	the	the	DET
ctmj-112	91	11	beginning	begin	VERB
ctmj-112	91	12	step	step	NOUN
ctmj-112	91	13	in	in	ADP
ctmj-112	91	14	the	the	DET
ctmj-112	91	15	organisation	organisation	NOUN
ctmj-112	91	16	of	of	ADP
ctmj-112	91	17	several	several	ADJ
ctmj-112	91	18	types	type	NOUN
ctmj-112	91	19	of	of	ADP
ctmj-112	91	20	attacks	attack	NOUN
ctmj-112	91	21	.	.	PUNCT
ctmj-112	92	1	the	the	DET
ctmj-112	92	2	execution	execution	NOUN
ctmj-112	92	3	examination	examination	NOUN
ctmj-112	92	4	as	as	ADV
ctmj-112	92	5	far	far	ADV
ctmj-112	92	6	as	as	ADP
ctmj-112	92	7	accuracy	accuracy	NOUN
ctmj-112	92	8	and	and	CCONJ
ctmj-112	92	9	time	time	NOUN
ctmj-112	92	10	spent	spend	VERB
ctmj-112	92	11	for	for	ADP
ctmj-112	92	12	characterising	characterise	VERB
ctmj-112	92	13	the	the	DET
ctmj-112	92	14	attacks	attack	NOUN
ctmj-112	92	15	using	use	VERB
ctmj-112	92	16	rule	rule	NOUN
ctmj-112	92	17	based	base	VERB
ctmj-112	92	18	classifier	classifier	NOUN
ctmj-112	92	19	is	be	AUX
ctmj-112	92	20	established	establish	VERB
ctmj-112	92	21	in	in	ADP
ctmj-112	92	22	the	the	DET
ctmj-112	92	23	table	table	NOUN
ctmj-112	92	24	2	2	NUM
ctmj-112	92	25	.	.	PUNCT
ctmj-112	93	1	the	the	DET
ctmj-112	93	2	accuracy	accuracy	NOUN
ctmj-112	93	3	and	and	CCONJ
ctmj-112	93	4	processing	processing	NOUN
ctmj-112	93	5	time	time	NOUN
ctmj-112	93	6	for	for	ADP
ctmj-112	93	7	recognising	recognise	VERB
ctmj-112	93	8	5000	5000	NUM
ctmj-112	93	9	records	record	NOUN
ctmj-112	93	10	are	be	AUX
ctmj-112	93	11	shown	show	VERB
ctmj-112	93	12	in	in	ADP
ctmj-112	93	13	the	the	DET
ctmj-112	93	14	table	table	NOUN
ctmj-112	93	15	below	below	ADV
ctmj-112	93	16	.	.	PUNCT
ctmj-112	94	1	6	6	NUM
ctmj-112	94	2	ctmj	ctmj	NOUN
ctmj-112	94	3	|	|	ADV
ctmj-112	94	4	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	94	5	chinese	chinese	ADJ
ctmj-112	94	6	traditional	traditional	ADJ
ctmj-112	94	7	medicine	medicine	NOUN
ctmj-112	94	8	journal	journal	NOUN
ctmj-112	94	9	|	|	ADV
ctmj-112	94	10	2022|	2022|	NUM
ctmj-112	94	11	vol5	vol5	ADV
ctmj-112	94	12	|issue3	|issue3	PUNCT
ctmj-112	94	13	the	the	DET
ctmj-112	94	14	classification	classification	NOUN
ctmj-112	94	15	and	and	CCONJ
ctmj-112	94	16	detection	detection	NOUN
ctmj-112	94	17	accuracy	accuracy	NOUN
ctmj-112	94	18	for	for	ADP
ctmj-112	94	19	rule	rule	NOUN
ctmj-112	94	20	based	base	VERB
ctmj-112	94	21	classification	classification	NOUN
ctmj-112	94	22	table	table	NOUN
ctmj-112	94	23	3time	3time	NUM
ctmj-112	94	24	analysis	analysis	NOUN
ctmj-112	94	25	for	for	ADP
ctmj-112	94	26	u2r	u2r	NOUN
ctmj-112	94	27	attack	attack	NOUN
ctmj-112	94	28	in	in	ADP
ctmj-112	94	29	svm	svm	PROPN
ctmj-112	94	30	7	7	NUM
ctmj-112	94	31	.	.	PUNCT
ctmj-112	94	32	conclusion	conclusion	NOUN
ctmj-112	94	33	by	by	ADP
ctmj-112	94	34	combining	combine	VERB
ctmj-112	94	35	the	the	DET
ctmj-112	94	36	efs	ef	NOUN
ctmj-112	94	37	algorithm	algorithm	NOUN
ctmj-112	94	38	with	with	ADP
ctmj-112	94	39	two	two	NUM
ctmj-112	94	40	order	order	NOUN
ctmj-112	94	41	techniques	technique	NOUN
ctmj-112	94	42	and	and	CCONJ
ctmj-112	94	43	a	a	DET
ctmj-112	94	44	novel	novel	ADJ
ctmj-112	94	45	ids	id	NOUN
ctmj-112	94	46	,	,	PUNCT
ctmj-112	94	47	this	this	DET
ctmj-112	94	48	research	research	NOUN
ctmj-112	94	49	proposes	propose	VERB
ctmj-112	94	50	and	and	CCONJ
ctmj-112	94	51	implements	implement	VERB
ctmj-112	94	52	a	a	DET
ctmj-112	94	53	more	more	ADV
ctmj-112	94	54	secure	secure	ADJ
ctmj-112	94	55	framework	framework	NOUN
ctmj-112	94	56	.	.	PUNCT
ctmj-112	95	1	the	the	DET
ctmj-112	95	2	computation	computation	NOUN
ctmj-112	95	3	time	time	NOUN
ctmj-112	95	4	necessary	necessary	ADJ
ctmj-112	95	5	for	for	ADP
ctmj-112	95	6	identifying	identify	VERB
ctmj-112	95	7	and	and	CCONJ
ctmj-112	95	8	arranging	arrange	VERB
ctmj-112	95	9	the	the	DET
ctmj-112	95	10	records	record	NOUN
ctmj-112	95	11	employing	employ	VERB
ctmj-112	95	12	all	all	DET
ctmj-112	95	13	the	the	DET
ctmj-112	95	14	forty	forty	NUM
ctmj-112	95	15	one	one	NUM
ctmj-112	95	16	aspects	aspect	NOUN
ctmj-112	95	17	of	of	ADP
ctmj-112	95	18	the	the	DET
ctmj-112	95	19	kdd'99	kdd'99	NOUN
ctmj-112	95	20	cup	cup	NOUN
ctmj-112	95	21	information	information	NOUN
ctmj-112	95	22	set	set	VERB
ctmj-112	95	23	is	be	AUX
ctmj-112	95	24	observed	observe	VERB
ctmj-112	95	25	to	to	PART
ctmj-112	95	26	be	be	AUX
ctmj-112	95	27	large	large	ADJ
ctmj-112	95	28	.	.	PUNCT
ctmj-112	96	1	the	the	DET
ctmj-112	96	2	suggested	suggest	VERB
ctmj-112	96	3	highlight	highlight	PROPN
ctmj-112	96	4	choice	choice	NOUN
ctmj-112	96	5	computation	computation	NOUN
ctmj-112	96	6	choices	choice	NOUN
ctmj-112	96	7	only	only	ADV
ctmj-112	96	8	the	the	DET
ctmj-112	96	9	key	key	ADJ
ctmj-112	96	10	parts	part	NOUN
ctmj-112	96	11	that	that	PRON
ctmj-112	96	12	aid	aid	NOUN
ctmj-112	96	13	in	in	ADP
ctmj-112	96	14	lowering	lower	VERB
ctmj-112	96	15	the	the	DET
ctmj-112	96	16	time	time	NOUN
ctmj-112	96	17	spent	spend	VERB
ctmj-112	96	18	for	for	ADP
ctmj-112	96	19	identifying	identify	VERB
ctmj-112	96	20	and	and	CCONJ
ctmj-112	96	21	sorting	sort	VERB
ctmj-112	96	22	the	the	DET
ctmj-112	96	23	records	record	NOUN
ctmj-112	96	24	.	.	PUNCT
ctmj-112	97	1	as	as	ADP
ctmj-112	97	2	an	an	DET
ctmj-112	97	3	added	add	VERB
ctmj-112	97	4	bonus	bonus	NOUN
ctmj-112	97	5	,	,	PUNCT
ctmj-112	97	6	svm	svm	PROPN
ctmj-112	97	7	outperforms	outperform	VERB
ctmj-112	97	8	the	the	DET
ctmj-112	97	9	standard	standard	NOUN
ctmj-112	97	10	-	-	PUNCT
ctmj-112	97	11	based	base	VERB
ctmj-112	97	12	classifier	classifier	NOUN
ctmj-112	97	13	in	in	ADP
ctmj-112	97	14	terms	term	NOUN
ctmj-112	97	15	of	of	ADP
ctmj-112	97	16	7	7	NUM
ctmj-112	97	17	ctmj	ctmj	NOUN
ctmj-112	98	1	|	|	ADV
ctmj-112	98	2	traditionalmedicinejournals.com	traditionalmedicinejournals.com	X
ctmj-112	98	3	chinese	chinese	ADJ
ctmj-112	98	4	traditional	traditional	ADJ
ctmj-112	98	5	medicine	medicine	NOUN
ctmj-112	98	6	journal	journal	NOUN
ctmj-112	98	7	|	|	ADV
ctmj-112	98	8	2022|	2022|	NUM
ctmj-112	98	9	vol5	vol5	ADJ
ctmj-112	98	10	|issue3	|issue3	PUNCT
ctmj-112	98	11	accuracy	accuracy	NOUN
ctmj-112	98	12	.	.	PUNCT
ctmj-112	99	1	the	the	DET
ctmj-112	99	2	fundamental	fundamental	ADJ
ctmj-112	99	3	point	point	NOUN
ctmj-112	99	4	of	of	ADP
ctmj-112	99	5	interest	interest	NOUN
ctmj-112	99	6	of	of	ADP
ctmj-112	99	7	the	the	DET
ctmj-112	99	8	suggested	suggest	VERB
ctmj-112	99	9	ids	ids	NOUN
ctmj-112	99	10	is	be	AUX
ctmj-112	99	11	that	that	SCONJ
ctmj-112	99	12	it	it	PRON
ctmj-112	99	13	minimises	minimise	VERB
ctmj-112	99	14	the	the	DET
ctmj-112	99	15	false	false	ADJ
ctmj-112	99	16	positive	positive	ADJ
ctmj-112	99	17	rates	rate	NOUN
ctmj-112	99	18	additionally	additionally	ADV
ctmj-112	99	19	lessens	lessen	VERB
ctmj-112	99	20	the	the	DET
ctmj-112	99	21	computation	computation	NOUN
ctmj-112	99	22	time	time	NOUN
ctmj-112	99	23	.	.	PUNCT
ctmj-112	100	1	references	reference	NOUN
ctmj-112	100	2	1	1	NUM
ctmj-112	100	3	.	.	NOUN
ctmj-112	100	4	1	1	NUM
ctmj-112	100	5	.	.	PUNCT
ctmj-112	101	1	“	"	PUNCT
ctmj-112	101	2	analysis	analysis	NOUN
ctmj-112	101	3	of	of	ADP
ctmj-112	101	4	kdd’99	kdd’99	PROPN
ctmj-112	101	5	intrusion	intrusion	NOUN
ctmj-112	101	6	detection	detection	NOUN
ctmj-112	101	7	dataset	dataset	VERB
ctmj-112	101	8	for	for	ADP
ctmj-112	101	9	selection	selection	NOUN
ctmj-112	101	10	of	of	ADP
ctmj-112	101	11	relevance	relevance	NOUN
ctmj-112	101	12	features	feature	VERB
ctmj-112	101	13	”	"	PUNCT
ctmj-112	101	14	bydaramola	bydaramola	PROPN
ctmj-112	101	15	o.	o.	PROPN
ctmj-112	101	16	abosede	abosede	PROPN
ctmj-112	101	17	,	,	PUNCT
ctmj-112	101	18	adetunmbi	adetunmbi	PROPN
ctmj-112	101	19	a.	a.	PROPN
ctmj-112	101	20	olusola	olusola	PROPN
ctmj-112	101	21	,	,	PUNCT
ctmj-112	101	22	adeolas.oladele,	adeolas.oladele,	PROPN
ctmj-112	101	23	.	.	PUNCT
ctmj-112	101	24	,from	,from	PUNCT
ctmj-112	101	25	proceedings	proceeding	NOUN
ctmj-112	101	26	of	of	ADP
ctmj-112	101	27	the	the	DET
ctmj-112	101	28	world	world	NOUN
ctmj-112	101	29	congress	congress	PROPN
ctmj-112	101	30	on	on	ADP
ctmj-112	101	31	engineering	engineering	NOUN
ctmj-112	101	32	and	and	CCONJ
ctmj-112	101	33	computer	computer	NOUN
ctmj-112	101	34	science	science	NOUN
ctmj-112	101	35	,	,	PUNCT
ctmj-112	101	36	vol	vol	NOUN
ctmj-112	101	37	.	.	PUNCT
ctmj-112	102	1	i	i	PRON
ctmj-112	102	2	,	,	PUNCT
ctmj-112	102	3	october	october	PROPN
ctmj-112	102	4	20‐22	20‐22	NUM
ctmj-112	102	5	,	,	PUNCT
ctmj-112	102	6	2010	2010	NUM
ctmj-112	102	7	.	.	PUNCT
ctmj-112	103	1	2	2	NUM
ctmj-112	103	2	.	.	NUM
ctmj-112	103	3	2	2	NUM
ctmj-112	103	4	.	.	PUNCT
ctmj-112	103	5	“	"	PUNCT
ctmj-112	103	6	intrusion	intrusion	NOUN
ctmj-112	103	7	detection	detection	NOUN
ctmj-112	103	8	system	system	NOUN
ctmj-112	103	9	utilising	utilise	VERB
ctmj-112	103	10	support	support	NOUN
ctmj-112	103	11	vector	vector	NOUN
ctmj-112	103	12	machine	machine	NOUN
ctmj-112	103	13	and	and	CCONJ
ctmj-112	103	14	decision	decision	NOUN
ctmj-112	103	15	tree	tree	NOUN
ctmj-112	103	16	“	"	PUNCT
ctmj-112	103	17	,	,	PUNCT
ctmj-112	103	18	by	by	ADP
ctmj-112	103	19	devale.p.r	devale.p.r	NUM
ctmj-112	103	20	,	,	PUNCT
ctmj-112	103	21	garje.g.v	garje.g.v	NOUN
ctmj-112	103	22	.	.	PUNCT
ctmj-112	104	1	,snehala.mulay	,snehala.mulay	PROPN
ctmj-112	104	2	,	,	PUNCT
ctmj-112	104	3	2012	2012	NUM
ctmj-112	104	4	.	.	PUNCT
ctmj-112	105	1	international	international	ADJ
ctmj-112	105	2	journal	journal	NOUN
ctmj-112	105	3	of	of	ADP
ctmj-112	105	4	computer	computer	NOUN
ctmj-112	105	5	(	(	PUNCT
ctmj-112	105	6	0975	0975	NUM
ctmj-112	105	7	–	–	PUNCT
ctmj-112	105	8	8887	8887	NUM
ctmj-112	105	9	)	)	PUNCT
ctmj-112	105	10	,	,	PUNCT
ctmj-112	105	11	vol	vol	NOUN
ctmj-112	105	12	.	.	PUNCT
ctmj-112	106	1	\s3	\s3	PROPN
ctmj-112	106	2	,	,	PUNCT
ctmj-112	106	3	june	june	PROPN
ctmj-112	106	4	2010	2010	NUM
ctmj-112	106	5	.	.	PUNCT
ctmj-112	107	1	3	3	X
ctmj-112	107	2	.	.	X
ctmj-112	107	3	debar	debar	PROPN
ctmj-112	107	4	,	,	PUNCT
ctmj-112	107	5	becker	becker	NOUN
ctmj-112	107	6	,	,	PUNCT
ctmj-112	107	7	and	and	CCONJ
ctmj-112	107	8	siboni	siboni	NOUN
ctmj-112	107	9	,	,	PUNCT
ctmj-112	107	10	1992	1992	NUM
ctmj-112	107	11	,	,	PUNCT
ctmj-112	107	12	"	"	PUNCT
ctmj-112	107	13	a	a	DET
ctmj-112	107	14	neural	neural	ADJ
ctmj-112	107	15	network	network	NOUN
ctmj-112	107	16	component	component	NOUN
ctmj-112	107	17	for	for	ADP
ctmj-112	107	18	an	an	DET
ctmj-112	107	19	intrusion	intrusion	NOUN
ctmj-112	107	20	detection	detection	NOUN
ctmj-112	107	21	system	system	NOUN
ctmj-112	107	22	,	,	PUNCT
ctmj-112	107	23	"	"	PUNCT
ctmj-112	107	24	ieeesymposium	ieeesymposium	NOUN
ctmj-112	107	25	on	on	ADP
ctmj-112	107	26	research	research	NOUN
ctmj-112	107	27	in	in	ADP
ctmj-112	107	28	computer	computer	NOUN
ctmj-112	107	29	security	security	NOUN
ctmj-112	107	30	and	and	CCONJ
ctmj-112	107	31	privacy	privacy	NOUN
ctmj-112	107	32	,	,	PUNCT
ctmj-112	107	33	p.	p.	NOUN
ctmj-112	107	34	240250	240250	NUM
ctmj-112	107	35	;	;	PUNCT
ctmj-112	107	36	4	4	X
ctmj-112	107	37	.	.	PUNCT
ctmj-112	107	38	(	(	PUNCT
ctmj-112	107	39	4	4	X
ctmj-112	107	40	)	)	PUNCT
ctmj-112	107	41	du	du	NOUN
ctmj-112	107	42	hongle	hongle	NOUN
ctmj-112	107	43	,	,	PUNCT
ctmj-112	107	44	tengshaohua	tengshaohua	PROPN
ctmj-112	107	45	,	,	PUNCT
ctmj-112	107	46	and	and	CCONJ
ctmj-112	107	47	zhu	zhu	PROPN
ctmj-112	107	48	qingfang	qingfang	NOUN
ctmj-112	107	49	,	,	PUNCT
ctmj-112	107	50	"	"	PUNCT
ctmj-112	107	51	intrusion	intrusion	NOUN
ctmj-112	107	52	detection	detection	NOUN
ctmj-112	107	53	based	base	VERB
ctmj-112	107	54	on	on	ADP
ctmj-112	107	55	fuzzy	fuzzy	ADJ
ctmj-112	107	56	support	support	NOUN
ctmj-112	107	57	vector	vector	NOUN
ctmj-112	107	58	machines	machine	NOUN
ctmj-112	107	59	"	"	PUNCT
ctmj-112	107	60	,	,	PUNCT
ctmj-112	107	61	international	international	ADJ
ctmj-112	107	62	conference	conference	NOUN
ctmj-112	107	63	on	on	ADP
ctmj-112	107	64	networks	network	NOUN
ctmj-112	107	65	security	security	NOUN
ctmj-112	107	66	,	,	PUNCT
ctmj-112	107	67	wireless	wireless	ADJ
ctmj-112	107	68	communications	communication	NOUN
ctmj-112	107	69	,	,	PUNCT
ctmj-112	107	70	and	and	CCONJ
ctmj-112	107	71	trusted	trusted	ADJ
ctmj-112	107	72	computing	computing	NOUN
ctmj-112	107	73	,	,	PUNCT
ctmj-112	107	74	pp	pp	ADJ
ctmj-112	107	75	.	.	PUNCT
ctmj-112	108	1	639–642	639–642	NUM
ctmj-112	108	2	,	,	PUNCT
ctmj-112	108	3	2009	2009	NUM
ctmj-112	108	4	.	.	PUNCT
ctmj-112	109	1	5	5	NUM
ctmj-112	109	2	.	.	NOUN
ctmj-112	109	3	5	5	NUM
ctmj-112	109	4	.	.	PUNCT
ctmj-112	109	5	wei	wei	PROPN
ctmj-112	109	6	lu	lu	PROPN
ctmj-112	109	7	,	,	PUNCT
ctmj-112	109	8	mahbodtavallaee	mahbodtavallaee	NOUN
ctmj-112	109	9	,	,	PUNCT
ctmj-112	109	10	ebrahimbagheri	ebrahimbagheri	NOUN
ctmj-112	109	11	,	,	PUNCT
ctmj-112	109	12	alia	alia	ADV
ctmj-112	109	13	a.ghorbani	a.ghorbani	ADJ
ctmj-112	109	14	,	,	PUNCT
ctmj-112	109	15	.	.	PUNCT
ctmj-112	110	1	proceedings	proceeding	NOUN
ctmj-112	110	2	of	of	ADP
ctmj-112	110	3	the	the	DET
ctmj-112	110	4	2009	2009	NUM
ctmj-112	110	5	ieee	ieee	NOUN
ctmj-112	110	6	symposium	symposium	NOUN
ctmj-112	110	7	on	on	ADP
ctmj-112	110	8	computational	computational	ADJ
ctmj-112	110	9	intelligence	intelligence	NOUN
ctmj-112	110	10	in	in	ADP
ctmj-112	110	11	security	security	NOUN
ctmj-112	110	12	and	and	CCONJ
ctmj-112	110	13	defense	defense	NOUN
ctmj-112	110	14	applications	application	NOUN
ctmj-112	110	15	,	,	PUNCT
ctmj-112	110	16	vol	vol	NOUN
ctmj-112	110	17	.	.	PROPN
ctmj-112	110	18	97	97	NUM
ctmj-112	110	19	,	,	PUNCT
ctmj-112	110	20	pp	pp	ADJ
ctmj-112	110	21	.	.	PUNCT
ctmj-112	111	1	4244–37641	4244–37641	NUM
ctmj-112	111	2	,	,	PUNCT
ctmj-112	111	3	2009	2009	NUM
ctmj-112	111	4	.	.	PUNCT
ctmj-112	112	1	a	a	DET
ctmj-112	112	2	detailed	detailed	ADJ
ctmj-112	112	3	analysis	analysis	NOUN
ctmj-112	112	4	of	of	ADP
ctmj-112	112	5	the	the	DET
ctmj-112	112	6	kdd	kdd	PROPN
ctmj-112	112	7	cup	cup	PROPN
ctmj-112	112	8	99	99	NUM
ctmj-112	112	9	dataset	dataset	NOUN
ctmj-112	112	10	.	.	PUNCT
ctmj-112	113	1	6	6	NUM
ctmj-112	113	2	.	.	NOUN
ctmj-112	113	3	6	6	NUM
ctmj-112	113	4	.	.	X
ctmj-112	113	5	weka	weka	PROPN
ctmj-112	113	6	software	software	PROPN
ctmj-112	113	7	,	,	PUNCT
ctmj-112	113	8	machine	machine	NOUN
ctmj-112	113	9	learning	learning	NOUN
ctmj-112	113	10	.	.	PUNCT
ctmj-112	114	1	“	"	PUNCT
ctmj-112	114	2	weka	weka	PROPN
ctmj-112	114	3	3	3	NUM
ctmj-112	114	4	–	–	PUNCT
ctmj-112	114	5	data	data	NOUN
ctmj-112	114	6	mining	mining	NOUN
ctmj-112	114	7	using	use	VERB
ctmj-112	114	8	open	open	ADJ
ctmj-112	114	9	source	source	NOUN
ctmj-112	114	10	machine	machine	NOUN
ctmj-112	114	11	learning	learn	VERB
ctmj-112	114	12	software	software	NOUN
ctmj-112	114	13	in	in	ADP
ctmj-112	114	14	java	java	PROPN
ctmj-112	114	15	”	"	PUNCT
ctmj-112	114	16	machine	machine	NOUN
ctmj-112	114	17	learning	learn	VERB
ctmj-112	114	18	group	group	NOUN
ctmj-112	114	19	at	at	ADP
ctmj-112	114	20	university	university	PROPN
ctmj-112	114	21	of	of	ADP
ctmj-112	114	22	waikato	waikato	NOUN
ctmj-112	114	23	website	website	NOUN
ctmj-112	114	24	,	,	PUNCT
ctmj-112	114	25	.	.	PUNCT