Patient State Prediction on MIMIC-III (test)
85.31AUROCM-RNN (MI)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M-RNN (MI)Category=M-RNN, Imputation=Multiple Imputations, Architecture=1-layer RNN2017.11 | 85.31 | — | |
| M-RNN (SI)Category=M-RNN, Imputation=Single Imputation, Architecture=1-layer RNN2017.11 | 85.3 | — | |
| RNN-based [25]Category=RNN-based, Architecture=1-layer RNN2017.11 | 84.1 | 7.6 | |
| SplineCategory=Interpolation, Architecture=1-layer RNN2017.11 | 84.07 | 7.8 | |
| RNN-based [24]Category=RNN-based, Architecture=1-layer RNN2017.11 | 84.02 | 8.1 | |
| Matrix CompletionCategory=Others, Architecture=1-layer RNN2017.11 | 84.01 | 8.1 | |
| Auto-encoderCategory=Others, Architecture=1-layer RNN2017.11 | 83.99 | 8.2 | |
| CubicCategory=Interpolation, Architecture=1-layer RNN2017.11 | 83.97 | 8.4 | |
| RNN-based [23]Category=RNN-based, Architecture=1-layer RNN2017.11 | 83.81 | 9.3 | |
| MICECategory=Imputation, Architecture=1-layer RNN2017.11 | 83.77 | 9.5 | |
| MissForestCategory=Imputation, Architecture=1-layer RNN2017.11 | 83.68 | 10 | |
| EMCategory=Imputation, Architecture=1-layer RNN2017.11 | 83.12 | 13 | |
| MCMCCategory=Others, Architecture=1-layer RNN2017.11 | 82.98 | 13.7 |