Classification on 22 Real-World Classification Datasets
5.17Mean RankLightGBM
Evaluation Results
| Method | Links | |
|---|---|---|
| LightGBMEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 5.17 | |
| XGBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 5.58 | |
| CatBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 5.85 | |
| CIFEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 6.08 | |
| RFEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 6.27 | |
| RF-RFEEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 6.98 | |
| ExtraTreesEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 7.45 | |
| DTEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 7.67 | |
| RTEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.05 | |
| CITEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.34 | |
| BorutaEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.51 | |
| MC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.65 | |
| PIEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.76 | |
| cforestEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 11.36 | |
| RDC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 12.29 | |
| ctreeEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 12.86 | |
| CPIEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 13.13 |