Conformal Prediction on heartDisease
98.5Coverage (COV)APS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| APSalpha=0.02, Base Model=LightGBM2026.06 | 98.5 | 3.625 | 7.2 | — | — | — | — | — | |
| RPSalpha=0.02, Base Model=LightGBM2026.06 | 98.5 | 3.718 | 0 | 2.718 | 0.48 | 0.48 | 1.5 | 4.176 | |
| LACalpha=0.02, Base Model=LightGBM2026.06 | 98.4 | 3.634 | 4.2 | — | — | — | — | — | |
| min-CPSalpha=0.02, Base Model=LightGBM2026.06 | 98.4 | 3.592 | 0 | 2.592 | 1.028 | 1.22 | 3.3 | 5.88 | |
| OCDFalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 3.872 | 0 | 2.872 | 0.94 | 1.12 | 2.8 | 5.686 | |
| LACalpha=0.05, Base Model=LightGBM2026.06 | 97.3 | 3.081 | 9.6 | — | — | — | — | — | |
| APSalpha=0.05, Base Model=LightGBM2026.06 | 96.7 | 3.033 | 14.9 | — | — | — | — | — | |
| RPSalpha=0.05, Base Model=LightGBM2026.06 | 96.7 | 3.363 | 0 | 2.363 | 0.8 | 0.84 | 3.5 | 3.76 | |
| OCDFalpha=0.05, Base Model=LightGBM2026.06 | 96.6 | 3.774 | 0 | 2.774 | 1.101 | 1.32 | 4.8 | 4.686 | |
| min-CPSalpha=0.05, Base Model=LightGBM2026.06 | 95.7 | 2.693 | 0 | 1.693 | 1.633 | 2.26 | 7.5 | 4.703 | |
| APSalpha=0.1, Base Model=LightGBM2026.06 | 92.6 | 2.275 | 19.6 | — | — | — | — | — | |
| LACalpha=0.1, Base Model=LightGBM2026.06 | 91.8 | 2.226 | 15.2 | — | — | — | — | — | |
| RPSalpha=0.1, Base Model=LightGBM2026.06 | 91 | 2.418 | 0 | 1.418 | 1.345 | 1.92 | 12.4 | 3.893 | |
| OCDFalpha=0.1, Base Model=LightGBM2026.06 | 90.5 | 3.576 | 0 | 2.576 | 1.411 | 2.08 | 13.9 | 5.356 | |
| min-CPSalpha=0.1, Base Model=LightGBM2026.06 | 90.5 | 2.068 | 0 | 1.068 | 1.542 | 2.64 | 14.9 | 4.051 |