Design of an Evolutionary Approach for Intrusion Detection

Table 7

Overview of comparative results of ISCX 2012 subsets using NB as a base classifier.

Dataset	Technique	Avg. DR	Avg. FPR	CID	Normal	Attack
ISCX 2012	NB	0.432	0.093	0.107	0.355	0.984
	Bagged-NB	0.453	0.090	0.121	0.378	0.984
	Boosted-NB	0.432	0.093	0.107	0.355	0.984
	AMGA2-NB	0.945	0.070	0.593	0.952	0.927