Conformal Prediction on Winequality Red
98.2Coveragemin-CPS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| min-CPSalpha=0.02, Base Model=LightGBM2026.06 | 98.2 | 3.12 | 0 | 2.12 | 1 | 1 | 0.019 | 3.97 | |
| APSalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 3.09 | 0.002 | — | — | — | — | — | |
| LACalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 3.151 | 0.001 | — | — | — | — | — | |
| OCDFalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 4.297 | 0 | 3.297 | 1.022 | 1.22 | 0.02 | 5.303 | |
| RPSalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 2.82 | 0 | 1.82 | 1 | 1 | 0.019 | 3.72 | |
| APSalpha=0.05, Base Model=LightGBM2026.06 | 95 | 2.374 | 0.006 | — | — | — | — | — | |
| min-CPSalpha=0.05, Base Model=LightGBM2026.06 | 95 | 2.354 | 0 | 1.354 | 1 | 1 | 0.05 | 3.374 | |
| LACalpha=0.05, Base Model=LightGBM2026.06 | 94.9 | 2.347 | 0.006 | — | — | — | — | — | |
| RPSalpha=0.05, Base Model=LightGBM2026.06 | 94.9 | 2.198 | 0 | 1.198 | 1 | 1 | 0.051 | 3.233 | |
| OCDFalpha=0.05, Base Model=LightGBM2026.06 | 94.8 | 3.951 | 0 | 2.951 | 1.027 | 1.46 | 0.054 | 5.104 | |
| APSalpha=0.1, Base Model=LightGBM2026.06 | 89.7 | 1.879 | 0.011 | — | — | — | — | — | |
| LACalpha=0.1, Base Model=LightGBM2026.06 | 89.7 | 1.824 | 0.008 | — | — | — | — | — | |
| OCDFalpha=0.1, Base Model=LightGBM2026.06 | 89.7 | 3.664 | 0 | 2.664 | 1.018 | 1.54 | 0.105 | 4.766 | |
| RPSalpha=0.1, Base Model=LightGBM2026.06 | 89.6 | 1.831 | 0 | 0.831 | 1.007 | 1.22 | 0.104 | 2.921 | |
| min-CPSalpha=0.1, Base Model=LightGBM2026.06 | 89.6 | 1.825 | 0 | 0.825 | 1.016 | 1.48 | 0.106 | 2.951 |