Uncertainty Estimation on TCGA-BRCA
0.4498MSESLM-Manifold
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SLM-Manifoldvariant=Adaptive2026.05 | 0.4498 | 94.87 | 91.41 | 87.85 | 84.01 | 80.13 | 2.71 | 41.5 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=raw2026.05 | 0.4652 | 30.43 | 26.12 | 23.04 | 20.67 | 18.74 | 61.2 | 10.9 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=TempScale2026.05 | 0.4652 | 94.17 | 91.65 | 89.17 | 86.74 | 84.16 | 4.51 | 10.9 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=Isotonic2026.05 | 0.4652 | 62.25 | 62.25 | 62.25 | 62.25 | 62.25 | 22.75 | 10.9 | |
| DCCA-Deep-EnsemblePost-hoc recalibration variant=Conformal2026.05 | 0.4652 | 93.99 | 88.42 | 83.14 | 77.44 | 72.42 | 1.92 | 10.9 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=raw2026.05 | 0.4786 | 16.72 | 14.09 | 12.33 | 10.93 | 9.81 | 72.23 | 15.9 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=TempScale2026.05 | 0.4786 | 94.27 | 91.26 | 88.36 | 85.3 | 82.06 | 3.54 | 15.9 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=Isotonic2026.05 | 0.4786 | 39.79 | 39.79 | 39.79 | 39.79 | 39.79 | 45.21 | 15.9 | |
| DCCA-MC-DropoutPost-hoc recalibration variant=Conformal2026.05 | 0.4786 | 94.92 | 89.83 | 84.76 | 79.91 | 74.99 | 0.12 | 15.9 |