A Neighbor Prototype Selection Method Based on CCHPSO for Intrusion Detection

Table 6

Experimental results with the public datasets when K = 5 (%).

Datasets	Methods	Training acc	Testing acc	DR	FPR	Rrate
Kdd	CCHPSO	96.46	95.89	98.51	4.75	88.75
	No selection	97.21	95.96	98.32	4	0
	No weighting	96.05	95.47	98.02	5	89.41
Nsl	CCHPSO	92.53	88.91	96.42	10.5	82.32
	No selection	96.51	94.63	98.23	10	0
	No weighting	93.37	90.00	96.85	8.25	82.65