Binary Classification on Epsilon (test)
0.9505AUCQuantized GBDT
Evaluation Results
| Method | Links | |
|---|---|---|
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 0.9505 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 0.9503 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 0.9503 | |
| Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 0.9503 | |
| XGBoostQuantization bits=32-bit2022.07 | 0.9502 | |
| LightGBMQuantization bits=32-bit2022.07 | 0.9502 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 0.9501 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 0.95 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 0.9499 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 0.9499 | |
| Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 0.9497 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 0.9496 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.07 | 0.9495 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 0.9469 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.07 | 0.9445 | |
| Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 0.9443 | |
| CatBoostQuantization bits=32-bit2022.07 | 0.9432 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.07 | 0.9252 | |
| Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.07 | 0.8891 |