Conformal Prediction on nhanes
98.2Coverage (COV)APS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| APSalpha=0.02, Base Model=LightGBM2026.06 | 98.2 | 4.143 | 1 | — | — | — | — | — | |
| RPSalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 4.094 | 0 | 3.094 | 1 | 1 | 1.9 | 4.952 | |
| min-CPSalpha=0.02, Base Model=LightGBM2026.06 | 98.1 | 4.091 | 0 | 3.091 | 1.026 | 1.54 | 2 | 5.087 | |
| LACalpha=0.02, Base Model=LightGBM2026.06 | 98 | 4.077 | 0.8 | — | — | — | — | — | |
| OCDFalpha=0.02, Base Model=LightGBM2026.06 | 98 | 4.705 | 0 | 3.705 | 1.09 | 1.88 | 2.2 | 5.858 | |
| APSalpha=0.05, Base Model=LightGBM2026.06 | 95 | 3.628 | 3.4 | — | — | — | — | — | |
| LACalpha=0.05, Base Model=LightGBM2026.06 | 95 | 3.54 | 2.5 | — | — | — | — | — | |
| min-CPSalpha=0.05, Base Model=LightGBM2026.06 | 95 | 3.552 | 0 | 2.552 | 1.03 | 1.92 | 5.2 | 4.622 | |
| OCDFalpha=0.05, Base Model=LightGBM2026.06 | 94.9 | 4.476 | 0 | 3.476 | 1.106 | 2 | 5.6 | 5.73 | |
| RPSalpha=0.05, Base Model=LightGBM2026.06 | 94.9 | 3.536 | 0 | 2.536 | 1.014 | 1.56 | 5.1 | 4.594 | |
| LACalpha=0.1, Base Model=LightGBM2026.06 | 90.3 | 3.091 | 2.9 | — | — | — | — | — | |
| min-CPSalpha=0.1, Base Model=LightGBM2026.06 | 90.1 | 3.094 | 0 | 2.094 | 1.052 | 2 | 10.4 | 4.183 | |
| OCDFalpha=0.1, Base Model=LightGBM2026.06 | 90 | 4.174 | 0 | 3.174 | 1.138 | 2.2 | 11.4 | 5.45 | |
| RPSalpha=0.1, Base Model=LightGBM2026.06 | 90 | 3.001 | 0 | 2.001 | 1.048 | 2 | 10.4 | 4.087 | |
| APSalpha=0.1, Base Model=LightGBM2026.06 | 89.9 | 3.129 | 5 | — | — | — | — | — |