Confidence Calibration on balance-scale
0.006Calibration ErrorIRP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IRPClassifier=Linear SVM, Recalibrator=IRP2026.03 | 0.006 | — | — | |
| IRPClassifier=MLP, Recalibrator=IRP2026.03 | 0.01 | — | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=152026.03 | 0.012 | — | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=302026.03 | 0.02 | — | — | |
| Dirichlet CalibrationClassifier=MLP, Recalibrator=Dir2026.03 | 0.023 | — | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=502026.03 | 0.023 | — | — | |
| No RecalibrationClassifier=Linear SVM, Recalibrator=—2026.03 | 0.03 | — | — | |
| Isotonic RegressionClassifier=MLP, Recalibrator=IR2026.03 | 0.032 | — | — | |
| Matrix ScalingClassifier=MLP, Recalibrator=MS2026.03 | 0.035 | — | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=302026.03 | 0.038 | — | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=502026.03 | 0.038 | — | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=152026.03 | 0.042 | — | — | |
| Temperature ScalingClassifier=MLP, Recalibrator=TS2026.03 | 0.044 | — | — | |
| Temperature ScalingClassifier=Linear SVM, Recalibrator=TS2026.03 | 0.048 | — | — | |
| Orthogonal IsotonicClassifier=MLP, Recalibrator=OI2026.03 | 0.049 | — | — | |
| Matrix ScalingClassifier=Linear SVM, Recalibrator=MS2026.03 | 0.051 | — | — | |
| No RecalibrationClassifier=MLP, Recalibrator=—2026.03 | 0.062 | — | — | |
| Histogram BinningClassifier=MLP, Recalibrator=Bin2026.03 | 0.062 | — | — | |
| Histogram BinningClassifier=Linear SVM, Recalibrator=Bin2026.03 | 0.075 | — | — | |
| Isotonic RegressionClassifier=Linear SVM, Recalibrator=IR2026.03 | 0.098 | — | — | |
| Dirichlet CalibrationClassifier=Linear SVM, Recalibrator=Dir2026.03 | 0.141 | — | — | |
| Orthogonal IsotonicClassifier=Linear SVM, Recalibrator=OI2026.03 | 0.221 | — | — | |
| BinBase Model=MLP2026.03 | — | 0.184 | — | |
| BinBase Model=Linear SVM2026.03 | — | 0.236 | — | |
| BinBase Classifier=MLP2026.03 | — | — | 0.05 | |
| BinBase Classifier=linear SVM2026.03 | — | — | 0.061 | |
| BrenierIRBase Model=MLP, k=152026.03 | — | 0.061 | — | |
| BrenierIRBase Model=MLP, k=302026.03 | — | 0.07 | — | |
| BrenierIRBase Model=MLP, k=502026.03 | — | 0.084 | — | |
| BrenierIRBase Model=Linear SVM, k=152026.03 | — | 0.088 | — | |
| BrenierIRBase Model=Linear SVM, k=302026.03 | — | 0.096 | — | |
| BrenierIRBase Model=Linear SVM, k=502026.03 | — | 0.106 | — | |
| BrenierIRBase Classifier=MLP, k=152026.03 | — | — | 0.02 | |
| BrenierIRBase Classifier=MLP, k=302026.03 | — | — | 0.02 | |
| BrenierIRBase Classifier=MLP, k=502026.03 | — | — | 0.024 | |
| BrenierIRBase Classifier=linear SVM, k=152026.03 | — | — | 0.029 | |
| BrenierIRBase Classifier=linear SVM, k=302026.03 | — | — | 0.029 | |
| BrenierIRBase Classifier=linear SVM, k=502026.03 | — | — | 0.034 | |
| DirBase Model=MLP2026.03 | — | 0.108 | — | |
| DirBase Model=Linear SVM2026.03 | — | 0.283 | — | |
| DirBase Classifier=MLP2026.03 | — | — | 0.029 | |
| DirBase Classifier=linear SVM2026.03 | — | — | 0.094 | |
| IRBase Model=MLP2026.03 | — | 0.139 | — | |
| IRBase Model=Linear SVM2026.03 | — | 0.268 | — | |
| IRBase Classifier=MLP2026.03 | — | — | 0.038 | |
| IRBase Classifier=linear SVM2026.03 | — | — | 0.089 | |
| IRPBase Model=MLP2026.03 | — | 0.068 | — | |
| IRPBase Model=Linear SVM2026.03 | — | 0.012 | — | |
| IRPBase Classifier=MLP2026.03 | — | — | 0.02 | |
| IRPBase Classifier=linear SVM2026.03 | — | — | 0.004 | |
| MSBase Model=MLP2026.03 | — | 0.171 | — | |
| MSBase Model=Linear SVM2026.03 | — | 0.16 | — | |
| MSBase Classifier=MLP2026.03 | — | — | 0.045 | |
| MSBase Classifier=linear SVM2026.03 | — | — | 0.053 | |
| OIBase Model=MLP2026.03 | — | 0.14 | — | |
| OIBase Model=Linear SVM2026.03 | — | 0.698 | — | |
| OIBase Classifier=MLP2026.03 | — | — | 0.046 | |
| OIBase Classifier=linear SVM2026.03 | — | — | 0.179 | |
| TSBase Model=MLP2026.03 | — | 0.177 | — | |
| TSBase Model=Linear SVM2026.03 | — | 0.16 | — | |
| TSBase Classifier=MLP2026.03 | — | — | 0.039 | |
| TSBase Classifier=linear SVM2026.03 | — | — | 0.053 | |
| UncalibratedBase Model=MLP2026.03 | — | 0.244 | — | |
| UncalibratedBase Model=Linear SVM2026.03 | — | 0.11 | — | |
| UncalibratedBase Classifier=MLP2026.03 | — | — | 0.059 | |
| UncalibratedBase Classifier=linear SVM2026.03 | — | — | 0.032 |