Survival Analysis on Synthetic Weibull Distribution
0.0127L1 Error of Survival Function ($S^\wedge$)DeSurv
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DeSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.9509 ± 0.66912026.05 | 0.0127 | 0.1974 | 0.0295 | |
| QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.7566 ± 0.42972026.05 | 0.0133 | 0.1894 | 0.0282 | |
| SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=124.1380 ± 17.28152026.05 | 0.0139 | 0.1887 | 0.0272 | |
| CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=6.6068 ± 0.51262026.05 | 0.0144 | 0.2372 | 0.1182 | |
| NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.4946 ± 0.44452026.05 | 0.0236 | 0.5065 | 0.2383 | |
| CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.0815 ± 0.40882026.05 | 0.0268 | 0.7486 | 0.1576 | |
| MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=3.6100 ± 0.50232026.05 | 0.0354 | 0.5137 | 0.0644 |