Classification on CICIDS 2017 (stratified 5-fold cross-validation)
93.88AccuracyMutual Info.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Mutual Info.Feature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP2026.06 | 93.88 | 39.37 | 92.98 | |
| nCMDFeature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP2026.06 | 91.51 | 46.11 | 90.77 | |
| CMDFeature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP2026.06 | 91.46 | 45.63 | 90.64 | |
| CorrelationFeature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP2026.06 | 88.46 | 39.74 | 87.37 | |
| Variance ThresholdFeature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP, Threshold ε=0.02026.06 | 87.92 | 35.54 | 84.27 | |
| FisherFeature Budget (k)=5, Downstream Classifier=three-hidden-layer MLP2026.06 | 87.8 | 31.19 | 83.95 |