Survival Prediction on PhysioNet 2012 (test)
0.789C-IndexSeqRisk: VAE+Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| SeqRisk: VAE+TransformerArchitecture=VAE+Transformer2024.09 | 0.789 | |
| Dynamic DeepHit (DDH)2024.09 | 0.779 | |
| SeqRisk: Transformer onlyArchitecture=Transformer only2024.09 | 0.77 | |
| SeqRisk: LVAE+TransformerArchitecture=LVAE+Transformer, GP_configurations=Patient ID, observation time2024.09 | 0.765 | |
| RDSM2024.09 | 0.749 | |
| SeqRisk: VAE+MLPArchitecture=VAE+MLP2024.09 | 0.686 | |
| RSFimputation=Best-performing (mean or KNN), hyperparameter_optimization=Grid search2024.09 | 0.679 | |
| Coximputation=Best-performing (mean or KNN)2024.09 | 0.66 |