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Average rank of the calibration methods on the benchmark datasets using NB as the base classifier. Marker */⊛ indicates whether ENIR is statistically superior/inferior to the compared method (using an improved Friedman test followed by Holm’s step-down procedure at a 0.05 significance level).
| IsoRegC | BBQ | ENIR | |
|---|---|---|---|
| AUC | 2.150 | 1.925 | 1.925 |
| ACC | 1.963 | 2.375* | 1.663 |
| RMSE | 2.200* | 2.375* | 1.425 |
| ECE | 2.475* | 2.075* | 1.450 |
| MCE | 2.563* | 1.850 | 1.588 |
