Research Article
A Neighbor Prototype Selection Method Based on CCHPSO for Intrusion Detection
Table 5
Experimental results with the public datasets when Kā=ā3 (%).
| Datasets | Methods | Training acc | Testing acc | DR | FPR | Rrate |
| Kdd | CCHPSO | 97.15 | 96.30 | 98.61 | 3.75 | 89.97 | No selection | 98.05 | 96.72 | 98.53 | 4 | 0 | No weighting | 96.66 | 96.16 | 98.12 | 3 | 89.83 | Nsl | CCHPSO | 94.07 | 89.61 | 96.24 | 9.25 | 83.20 | No selection | 96.93 | 94.63 | 98.24 | 11.25 | 0 | No weighting | 94.36 | 90.93 | 97.38 | 6.75 | 85.02 |
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