Survival Prediction on CHD (Coronary Heart Disease) 80% least sparse lab missingness (test)
0.876C-indexSeqRisk: VAE + Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| SeqRisk: VAE + TransformerLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.876 | |
| SeqRisk: LVAE + TransformerLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.849 | |
| RSFLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.847 | |
| SeqRisk: Transformer onlyLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.847 | |
| SeqRisk: VAE + MLPLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.799 | |
| Dynamic DeepHit (DDH)Least sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.764 | |
| RDSMLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.707 | |
| CoxLeast sparse lab test missingness=80%, Overall missingness=99.08%2024.09 | 0.678 |