From: An uncertainty-based interpretable deep learning framework for predicting breast cancer outcome
Dataset | IPF-lasso | EXSA | Deep-surv | DCAP | MTC | UISNet |
---|---|---|---|---|---|---|
BRCA | 0.629 (± 0.038) | 0.637 (± 0.077) | 0.664 (± 0.047) | 0.671 (± 0.065) | 0.678 (± 0.037) | 0.694 (± 0.043) |
GSE2990 | 0.545 (± 0.089) | 0.570 (± 0.089) | 0.563 (± 0.074) | 0.577 (± 0.059) | 0.596 (± 0.091) | 0.596 (± 0.043) |
GSE9195 | 0.657 (± 0.239) | 0.695 (± 0.203) | 0.701 (± 0.214) | 0.712 (± 0.211) | 0.755 (± 0.052) | 0.753 (± 0.112) |
GSE11121 | 0.641 (± 0.102) | 0.669 (± 0.092) | 0.680 (± 0.063) | 0.681 (± 0.116) | 0.695 (± 0.094) | 0.727 (± 0.074) |
GSE17705 | 0.633 (± 0.099) | 0.626 (± 0.070) | 0.659 (± 0.061) | 0.670 (± 0.067) | 0.682 (± 0.081) | 0.687 (± 0.073) |
GSE19615 | 0.640 (± 0.059) | 0.649 (± 0.085) | 0.674 (± 0.078) | 0.688 (± 0.067) | 0.711 (± 0.041) | 0.703 (± 0.048) |
GSE25066 | 0.623 (± 0.130) | 0.651 (± 0.051) | 0.663 (± 0.108) | 0.681 (± 0.064) | 0.672 (± 0.056) | 0.706 (± 0.044) |
BRCA_all | 0.588 (± 0.107) | 0.610 (± 0.049) | 0.622 (± 0.044) | 0.640 (± 0.065) | 0.642 (± 0.041) | 0.660 (± 0.031) |
Average | 0.619 | 0.638 | 0.653 | 0.665 | 0.677 | 0.691 |
P-value a | 5.49E-7 | 3.69E-7 | 9.5E-7 | 9.2E-5 | 0.039 | - |