Classification on CIC-IDS 2017
65G-measureSupervised LightGBM
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised LightGBMLabel Rate=100%2026.06 | 65 | |
| Tuned Sup. LightGBMLabel Rate=100%, Trial Budget=100-trial2026.06 | 64.9 | |
| Supervised XGBoostLabel Rate=100%2026.06 | 64.7 | |
| Tuned Sup. XGBoostLabel Rate=100%, Trial Budget=100-trial2026.06 | 64.2 | |
| Tuned Sup. RFLabel Rate=100%, Trial Budget=100-trial2026.06 | 62.9 | |
| Supervised RFLabel Rate=100%2026.06 | 62.7 | |
| Tuned-Clf: LP+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 59.1 | |
| SemiScopeLabel Rate=10%2026.06 | 59 | |
| Tuned-Clf: ST+HPOLabel Rate=10%, Trial Budget=100-trial2026.06 | 58.3 | |
| Default ST + RFLabel Rate=10%2026.06 | 46.3 | |
| LP + SMOTELabel Rate=10%2026.06 | 41.7 | |
| LS + SMOTELabel Rate=10%2026.06 | 41.7 | |
| Default LP + RFLabel Rate=10%2026.06 | 37.5 | |
| Default LS + RFLabel Rate=10%2026.06 | 37.5 | |
| FLAML (AutoML)Label Rate=10%2026.06 | 18 |