Table 3.
Comparison of each machine learning model’s performance.
| C-index | IBS | RMSE in prediction error | MAE in prediction error | RMSE in survival values | MAE in survival values | |
|---|---|---|---|---|---|---|
| EST | 0.76 | 0.10 | 3.179 | 1.984 | 22.611 | 13.817 |
| CSF | 0.72 | 0.10 | 2.929 | 2.037 | 13.938 | 10.794 |
| DeepSurv | 0.77 | 0.08 | 4.030 | 3.397 | 39.744 | 34.230 |
IBS, integrated Brier score; RMSE, root mean square error; MAE, mean absolute error; EST, extremely randomized survival tree; CSF, conditional survival forest.