Design of an Evolutionary Approach for Intrusion Detection

Table 1

Statistics of subsets of KDD cup 1999 dataset as training and test dataset.

Dataset	Mode	#F	Class	#I	Total
KDD 1	Training	41	Normal	1000
			Probe	100
			DoS	100
			U2R	11
			R2L	100	1311
	Test	41	Normal	500
			Probe	75
			DoS	75
			U2R	50
			R2L	50	750
KDD 2	Training	41	Normal	13449
			Probe	2289
			DoS	9234
			U2R	11
			R2L	209	25192
	Test	41	Normal	2152
			Probe	2402
			DoS	4342
			U2R	200
			R2L	2754	11850
ITFS; KDD	Training	41, 10	Normal	10000
			Probe	32316
			DoS	23467
			U2R	52
			R2L	1126	66961
	Test	41, 10	Normal	5000
			Probe	4166
			DoS	17761
			U2R	228
			R2L	13448	40603