Classification on UNSW-NB15 (G-measure)
92.9G-measureSupervised LightGBM
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervised LightGBMLabel Rate=100%2026.06 | 92.9 | |
| Tuned Sup. LightGBMLabel Rate=100%, Trial Budget=100-trial2026.06 | 92.9 | |
| Tuned Sup. XGBoostLabel Rate=100%, Trial Budget=100-trial2026.06 | 92.8 | |
| Supervised XGBoostLabel Rate=100%2026.06 | 92.5 | |
| Supervised RFLabel Rate=100%2026.06 | 92.3 | |
| Tuned Sup. RFLabel Rate=100%, Trial Budget=100-trial2026.06 | 92 | |
| Tuned-Clf: LP+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 90.6 | |
| SemiScopeLabel Rate=10%2026.06 | 90.6 | |
| Tuned-Clf: ST+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 90.3 | |
| Default ST + RFLabel Rate=10%2026.06 | 85.4 | |
| LP + SMOTELabel Rate=10%2026.06 | 77.5 | |
| LS + SMOTELabel Rate=10%2026.06 | 77.3 | |
| Default LS + RFLabel Rate=10%2026.06 | 74.5 | |
| FLAML (AutoML)Label Rate=10%2026.06 | 74.5 | |
| Default LP + RFLabel Rate=10%2026.06 | 74.3 |