Conformal Prediction on SUPPORT
98.8Coverage (COV)RPS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RPSalpha=0.02, Base Model=LightGBM2026.06 | 98.8 | 2.628 | 0 | 1.628 | 0.76 | 0.76 | 1.2 | 2.875 | |
| OCDFalpha=0.02, Base Model=LightGBM2026.06 | 98.7 | 2.758 | 0 | 1.758 | 1.423 | 1.44 | 2.4 | 4.197 | |
| min-CPSalpha=0.02, Base Model=LightGBM2026.06 | 98.5 | 2.383 | 0 | 1.383 | 1.239 | 1.52 | 2.3 | 3.684 | |
| APSalpha=0.02, Base Model=LightGBM2026.06 | 98.4 | 2.288 | 0.13 | — | — | — | — | — | |
| LACalpha=0.02, Base Model=LightGBM2026.06 | 98.3 | 2.292 | 0.105 | — | — | — | — | — | |
| RPSalpha=0.05, Base Model=LightGBM2026.06 | 95.6 | 2.327 | 0 | 1.327 | 1 | 1 | 4.4 | 3.08 | |
| min-CPSalpha=0.05, Base Model=LightGBM2026.06 | 95.5 | 1.661 | 0 | 0.661 | 1.363 | 1.96 | 6.1 | 3.088 | |
| LACalpha=0.05, Base Model=LightGBM2026.06 | 95.4 | 1.651 | 0.051 | — | — | — | — | — | |
| APSalpha=0.05, Base Model=LightGBM2026.06 | 95.3 | 1.656 | 0.06 | — | — | — | — | — | |
| OCDFalpha=0.05, Base Model=LightGBM2026.06 | 95.2 | 2.627 | 0 | 1.627 | 1.654 | 2 | 7.8 | 4.739 | |
| RPSalpha=0.1, Base Model=LightGBM2026.06 | 90.9 | 1.676 | 0 | 0.676 | 1.12 | 1.62 | 10.5 | 2.786 | |
| min-CPSalpha=0.1, Base Model=LightGBM2026.06 | 90.8 | 1.356 | 0 | 0.356 | 1.416 | 2 | 13.1 | 2.978 | |
| LACalpha=0.1, Base Model=LightGBM2026.06 | 90.7 | 1.346 | 0.043 | — | — | — | — | — | |
| APSalpha=0.1, Base Model=LightGBM2026.06 | 90.4 | 1.372 | 0.044 | — | — | — | — | — | |
| OCDFalpha=0.1, Base Model=LightGBM2026.06 | 90.2 | 2.37 | 0 | 1.37 | 1.507 | 2 | 14.8 | 4.323 |