Binary Classification on Higgs (test)
84.6713AUCQuantized GBDT
Evaluation Results
| Method | Links | |
|---|---|---|
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 84.6713 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 84.604 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 84.5842 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 84.5816 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 84.5788 | |
| XGBoostQuantization bits=32-bit2022.07 | 84.5778 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 84.5765 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 84.5725 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 84.5706 | |
| LightGBMQuantization bits=32-bit2022.07 | 84.5694 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 84.5587 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 84.5507 | |
| CatBoostQuantization bits=32-bit2022.07 | 84.5425 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 84.382 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 84.3482 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 84.0747 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 83.6683 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 83.0506 | |
| DNN2022.09 | 82.3 | |
| NODE-GA2M2022.09 | 81.1 | |
| SIANK=52022.09 | 80.2 | |
| SIANK=32022.09 | 79.8 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 79.5991 | |
| SIANK=22022.09 | 79.5 | |
| SIANK=12022.09 | 77.1 | |
| XGB2022.09 | 74 | |
| GA2M EBM2022.09 | 69.8 | |
| SVM2022.09 | 69.8 | |
| RF2022.09 | 65.4 | |
| LASSO2022.09 | 63.5 |