Missing data estimation on Deterioration
0.0105RMSEM-RNN (MI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.11 | 0.0105 | — | |
| M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.11 | 0.0108 | — | |
| SplineCategory=Interpolation2017.11 | 0.0215 | 51.2 | |
| CubicCategory=Interpolation2017.11 | 0.0223 | 52.9 | |
| [25]Category=RNN-based2017.11 | 0.0233 | 54.9 | |
| [24]Category=RNN-based2017.11 | 0.0241 | 56.4 | |
| [23]Category=RNN-based2017.11 | 0.0258 | 59.3 | |
| MissForestCategory=Imputation2017.11 | 0.0264 | 60.2 | |
| Matrix CompletionCategory=Others2017.11 | 0.0264 | 60.2 | |
| Auto-encoderCategory=Others2017.11 | 0.0309 | 65 | |
| MICECategory=Imputation2017.11 | 0.0319 | 67.1 | |
| EMCategory=Imputation2017.11 | 0.0355 | 70.4 | |
| MCMCCategory=Others2017.11 | 0.0364 | 71.2 |