Survival Analysis on Synthetic Log-Logistic Distribution
0.0144L1 Error (S^)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)=5.0744 ± 0.65432026.05 | 0.0144 | 0.2279 | |
| SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=131.3422 ± 13.73602026.05 | 0.015 | 0.2358 | |
| QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.7363 ± 0.60922026.05 | 0.0154 | 0.2305 | |
| CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.8667 ± 1.28682026.05 | 0.0157 | 0.2488 | |
| NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.3401 ± 1.85952026.05 | 0.0209 | 0.3262 | |
| CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=4.3939 ± 0.80872026.05 | 0.0356 | 0.6392 | |
| MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=3.3814 ± 0.91352026.05 | 0.0567 | 0.4433 |