Intelligent Agent-Based Intrusion Detection System Using Enhanced Multiclass SVM

Table 3

Detection accuracy with 41 features.

Exp. number	Enhanced MSVM [5]			WDBOD [6]			IAFSHC
	Probe	DoS	Others	Probe	DoS	Others	Probe	DoS	Others
1	99.00	99.12	69.19	99.49	99.62	70.52	99.53	99.51	69.60
2	98.90	99.12	68.91	99.39	99.22	68.72	99.10	99.17	69.38
3	98.92	99.02	69.10	99.51	99.41	73.32	99.63	99.52	69.73
4	99.10	99.12	69.19	99.24	99.14	72.25	99.62	99.58	69.79
5	99.15	99.07	68.89	99.32	99.13	70.92	99.54	99.49	69.19