Hybrid Modified -Means with C4.5 for Intrusion Detection Systems in Multiagent Systems

Table 3

Comparison of the MAS-IDS performance with other methods using different measures.

Method	Accuracy	DR	FAR	Precision	Specificity	-measure
MAS-IDS	0.9113	0.8526	0.0299	0.9665	0.9701	0.9056
Hybrid -means and C4.5 (2012)	0.9021	0.8394	0.0353	0.9600	0.9647	0.8954
Bayes Net	0.9017	0.8177	0.0142	0.9829	0.9858	0.8926
Naïve Bayes	0.8150	0.7727	0.1427	0.8578	0.8573	0.8076
SMO	0.8805	0.7785	0.0174	0.9781	0.9826	0.8664
IBk	0.8886	0.7962	0.0190	0.9766	0.9810	0.8771
J48	0.8513	0.7298	0.0273	0.9638	0.9727	0.8299
NBTree	0.9007	0.8096	0.0081	0.9900	0.9919	0.8903
Decision Table	0.8306	0.6631	0.0020	0.9970	0.9980	0.7956
JRip	0.8377	0.6983	0.0229	0.9682	0.9771	0.8111
LibSVM	0.7964	0.8120	0.2191	0.8169	0.7809	0.8068