Intelligent Agent-Based Intrusion Detection System Using Enhanced Multiclass SVM

Table 9

Performance analysis.

Exp. number	Overall detection accuracy (%)
	IAWDBOD without feature selection	IAWDBOD with feature selection	IAEMSVM without feature selection	IAEMSVM with feature selection	IAHC	IAFSHC
1	89.95	90.33	89.05	90.37	89.49	93.08
2	89.23	90.23	88.91	90.31	89.12	93.12
3	89.92	89.92	89.02	89.27	88.91	94.01
4	89.72	90.42	89.12	89.92	89.54	92.45
5	88.97	90.37	89.01	90.32	89.20	92.92
Avg	89.56	90.25	89.02	90.04	89.25	93.12