Classification on NSL-KDD
99.5G-measureSupervised XGBoost
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Supervised XGBoostLabel Rate=100%2026.06 | 99.5 | — | — | — | — | — | |
| Supervised LightGBMLabel Rate=100%2026.06 | 99.5 | — | — | — | — | — | |
| Tuned Sup. LightGBMLabel Rate=100%, Trial Budget=100-trial2026.06 | 99.5 | — | — | — | — | — | |
| Supervised RFLabel Rate=100%2026.06 | 99.3 | — | — | — | — | — | |
| Tuned Sup. RFLabel Rate=100%, Trial Budget=100-trial2026.06 | 99.3 | — | — | — | — | — | |
| Tuned Sup. XGBoostLabel Rate=100%, Trial Budget=100-trial2026.06 | 99.3 | — | — | — | — | — | |
| SemiScopeLabel Rate=10%2026.06 | 98 | — | — | — | — | — | |
| Tuned-Clf: LP+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 97.9 | — | — | — | — | — | |
| Tuned-Clf: ST+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 97.7 | — | — | — | — | — | |
| Default ST + RFLabel Rate=10%2026.06 | 97.2 | — | — | — | — | — | |
| LS + SMOTELabel Rate=10%2026.06 | 93.5 | — | — | — | — | — | |
| LP + SMOTELabel Rate=10%2026.06 | 93.4 | — | — | — | — | — | |
| Default LS + RFLabel Rate=10%2026.06 | 93.3 | — | — | — | — | — | |
| Default LP + RFLabel Rate=10%2026.06 | 93.2 | — | — | — | — | — | |
| FLAML (AutoML)Label Rate=10%2026.06 | 87.6 | — | — | — | — | — | |
| CE-CCSO2026.05 | — | 99.3 | 99.3 | 99.3 | 99.3 | 29.27 | |
| CGGA2026.05 | — | 99.1 | 99 | 99.1 | 99 | 36.59 | |
| MPDCGA2026.05 | — | 99.3 | 99.3 | 99.3 | 99.3 | 39.02 | |
| MPDGGA2026.05 | — | 99.4 | 99.4 | 99.4 | 99.4 | 19.51 | |
| MPEA-FS2026.05 | — | 99.3 | 99.3 | 99.3 | 99.3 | 24.39 |