Patient state prediction on Deterioration (test)
0.7783AUROCM-RNN (SI)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M-RNN (SI)Category=M-RNN, Imputation=Single Imputation2017.11 | 0.7783 | — | |
| M-RNN (MI)Category=M-RNN, Imputation=Multiple Imputations2017.11 | 0.7779 | — | |
| RNN-based [25]Category=RNN-based2017.11 | 0.7593 | 7.7 | |
| MissForestCategory=Imputation2017.11 | 0.7578 | 8.3 | |
| MICECategory=Imputation2017.11 | 0.7571 | 8.6 | |
| CubicCategory=Interpolation2017.11 | 0.7569 | 8.6 | |
| RNN-based [23]Category=RNN-based2017.11 | 0.7558 | 9 | |
| RNN-based [24]Category=RNN-based2017.11 | 0.7551 | 9.3 | |
| Matrix CompletionCategory=Others2017.11 | 0.7551 | 9.3 | |
| SplineCategory=Interpolation2017.11 | 0.7542 | 9.6 | |
| EMCategory=Imputation2017.11 | 0.7531 | 10 | |
| MCMCCategory=Others2017.11 | 0.7512 | 10.7 | |
| Auto-encoderCategory=Others2017.11 | 0.7488 | 11.6 |