Survival Analysis on Synthetic Log-Normal Distribution
0.0152L1 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)=8.7879 ± 6.46002026.05 | 0.0152 | 0.3427 | |
| QSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=8.0038 ± 4.63292026.05 | 0.016 | 0.4205 | |
| SODENArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=243.5298 ± 117.47642026.05 | 0.0165 | 0.4213 | |
| CoxCCArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=5.8264 ± 2.22762026.05 | 0.0166 | 0.8253 | |
| CoxTimeArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=7.8568 ± 3.48912026.05 | 0.0166 | 0.6984 | |
| NnetSurvArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=2.8560 ± 1.17572026.05 | 0.0199 | 0.4052 | |
| MDNArchitecture=2 hidden layers, 32 units, Tanh, Seeds=20, Hardware=Apple M4 CPU (10-core, 32 GB RAM), Training Time (s)=4.3230 ± 1.82992026.05 | 0.0272 | 1.028 |