Survival Analysis on Synthetic Exponential Distribution
0.0122L1 Error of S^CoxCC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.3210 ± 0.78442026.05 | 0.0122 | — | |
| CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=6.7244 ± 0.82212026.05 | 0.013 | — | |
| MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=3.5458 ± 0.26632026.05 | 0.0155 | — | |
| QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=6.0749 ± 0.82762026.05 | 0.0162 | — | |
| SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=87.9615 ± 8.56072026.05 | 0.0167 | — | |
| DeSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=6.1273 ± 1.24482026.05 | 0.0177 | — | |
| NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.4345 ± 0.22332026.05 | 0.0266 | — |