Missing Data Estimation on MIMIC-III v1.4 (test)
0.0141Mean RMSEM-RNN (MI)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.11 | 0.0141 | — | |
| M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.11 | 0.0144 | — | |
| CubicCategory=Interpolation2017.11 | 0.0279 | 49.5 | |
| [25]Category=RNN-based2017.11 | 0.0292 | 51.7 | |
| MissForestCategory=Imputation2017.11 | 0.0293 | 51.9 | |
| [24]Category=RNN-based2017.11 | 0.0295 | 52.2 | |
| Matrix CompletionCategory=Others2017.11 | 0.0311 | 54.7 | |
| [23]Category=RNN-based2017.11 | 0.0337 | 58.2 | |
| Auto-encoderCategory=Others2017.11 | 0.0412 | 66 | |
| MCMCCategory=Others2017.11 | 0.0437 | 67.7 | |
| EMCategory=Imputation2017.11 | 0.0467 | 69.8 | |
| MICECategory=Imputation2017.11 | 0.0611 | 76.9 | |
| SplineCategory=Interpolation2017.11 | 0.0735 | 80.8 |