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ResearchFormerly WizWand

Binary Classification on Epsilon (test)

0.9505AUCQuantized GBDT
0.8866970.903250.9198030.936356Jul 20, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.070.9505
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.070.9503
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.070.9503
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.070.9503
XGBoostQuantization bits=32-bit2022.070.9502
LightGBMQuantization bits=32-bit2022.070.9502
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.070.9501
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.070.95
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.070.9499
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.070.9499
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.070.9497
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.070.9496
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.070.9495
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.070.9469
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.070.9445
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.070.9443
CatBoostQuantization bits=32-bit2022.070.9432
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.070.9252
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.070.8891