Design of an Evolutionary Approach for Intrusion Detection

Table 8

Percentage improvement of the results of the proposed technique using NB as a base classifier.

Classifier	NB			Boosted	NB		Boosted	NB
Dataset	DR	FPR	CID	DR	FPR	CID	DR	FPR	CID
KDD 1	18.90	25.00	27.91	13.06	18.72	17.86	18.90	25.00	27.91
KDD 2	12.20	7.06	23.57	0.12	0.07	0.24	12.20	7.06	23.57
ITFS 41	35.43	−50.00	166.22	36.65	−50.82	177.46	35.43	−50.00	166.22
ITFS 10	24.20	−54.94	237.31	30.19	−55.70	318.52	24.20	−54.94	237.31
ISCX 2012	118.75	−24.73	454.21	108.61	−22.22	390.08	118.75	−24.73	454.21