Intelligent Agent-Based Intrusion Detection System Using Enhanced Multiclass SVM

Table 4

Detection accuracy with 19 features.

Exp. number	Enhanced MSVM [5]			WDBOD [6]			IAFSHC
	Probe	DoS	Others	Probe	DoS	Others	Probe	DoS	Others
1	99.20	99.31	69.29	99.58	99.69	71.52	99.70	99.77	79.80
2	98.98	99.23	69.11	99.41	99.27	69.32	99.50	99.67	79.78
3	99.02	99.12	69.20	99.58	99.49	74.12	99.80	99.75	79.91
4	99.19	99.20	69.29	99.30	99.24	73.13	99.72	99.69	79.89
5	99.23	99.17	69.00	99.38	99.22	71.87	99.64	99.79	79.79