Method | Loss Function | Log-rank P-value (lowest) | Log-rank P-value (highest) | Silhouette score (highest) | Silhouette score (lowest) |
---|---|---|---|---|---|
Baseline-binary cross entropy loss | BCE | 6.68E−04 | 1.38E−01 | 0.29 | 0.2 |
Baseline-mean squared error loss | MSE/LR | 4.07E−04 | 1.51E−01 | 0.31 | 0.18 |
Clustering loss | LRC | 9.11E−02 | 3.83E−01 | 0.92 | 0.59 |
Survival loss | LRS | 1.89E−96 | 6.70E−62 | 0.77 | 0.62 |
Combined survival and Clustering loss-hybrid model | LRSC | 1.55E−77 | 2.62E−61 | 0.7 | 0.59 |