From: An uncertainty-based interpretable deep learning framework for predicting breast cancer outcome
Dataset | IPF-lasso | EXSA | Deep-surv | DCAP | MTC | UISNet |
---|---|---|---|---|---|---|
BRCA | 0.237 (± 0.254) | 0.622 (± 0.502) | 0.870 (± 0.425) | 0.790 (± 0.757) | 1.174 (± 0.412) | 1.156 (± 0.461) |
GSE2990 | 0.274 (± 0.272) | 0.455 (± 0.794) | 0.348 (± 0.239) | 0.455 (± 0.206) | 0.303 (± 0.267) | 0.410 (± 0.314) |
GSE9195 | 0.701 (± 0.467) | 0.535 (± 0.560) | 0.535 (± 0.560) | 0.562 (± 0.551) | 1.063 (± 0.120) | 0.719 (± 0.494) |
GSE11121 | 0.855 (± 0.896) | 0.585 (± 0.693) | 0.621 (± 0.510) | 0.871 (± 0.912) | 0.976 (± 0.849) | 1.288 (± 0.761) |
GSE17705 | 0.845 (± 0.678) | 0.324 (± 0.333) | 0.730 (± 0.323) | 0.771 (± 0.262) | 1.018 (± 0.756) | 1.265 (± 0.868) |
GSE19615 | 1.167 (± 1.208) | 0.771 (± 0.509) | 1.986 (± 1.605) | 1.156 (± 0.637) | 2.540 (± 1.043) | 2.035 (± 1.462) |
GSE25066 | 2.046 (± 2.032) | 1.421 (± 0.356) | 2.362 (± 2.082) | 2.622 (± 1.825) | 1.277 (± 0.823) | 2.813 (± 1.514) |
BRCA_all | 2.163 (± 1.050) | 2.071 (± 2.000) | 1.944 (± 1.227) | 2.728 (± 1.562) | 2.851 (± 1.435) | 3.174 (± 0.821) |
Average | 1.036 | 0.848 | 1.175 | 1.244 | 1.400 | 1.608 |