Missing data estimation on Biobank
0.0629Mean RMSEM-RNN (SI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.11 | 0.0629 | — | |
| M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.11 | 0.0637 | — | |
| [25]Category=RNN-based2017.11 | 0.0778 | 18.1 | |
| [24]Category=RNN-based2017.11 | 0.0801 | 20.5 | |
| Auto-encoderCategory=Others2017.11 | 0.0805 | 20.9 | |
| [23]Category=RNN-based2017.11 | 0.0812 | 21.6 | |
| SplineCategory=Interpolation2017.11 | 0.0845 | 24.6 | |
| Matrix CompletionCategory=Others2017.11 | 0.0886 | 28.1 | |
| CubicCategory=Interpolation2017.11 | 0.0887 | 28.2 | |
| MissForestCategory=Imputation2017.11 | 0.0892 | 28.6 | |
| MICECategory=Imputation2017.11 | 0.0915 | 30.4 | |
| MCMCCategory=Others2017.11 | 0.0936 | 31.9 | |
| EMCategory=Imputation2017.11 | 0.0978 | 34.9 |