Missing Data Estimation on UNOS Heart
0.0477Mean RMSEM-RNN (SI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.11 | 0.0477 | — | |
| M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.11 | 0.0479 | — | |
| MissForestCategory=Imputation2017.11 | 0.0489 | 2 | |
| Auto-encoderCategory=Others2017.11 | 0.0589 | 18.7 | |
| Matrix CompletionCategory=Others2017.11 | 0.0974 | 50.8 | |
| [25]Category=RNN-based2017.11 | 0.1057 | 54.7 | |
| CubicCategory=Interpolation2017.11 | 0.1072 | 55.3 | |
| MCMCCategory=Others2017.11 | 0.1091 | 56.1 | |
| SplineCategory=Interpolation2017.11 | 0.1102 | 56.5 | |
| MICECategory=Imputation2017.11 | 0.1147 | 58.2 | |
| [24]Category=RNN-based2017.11 | 0.1179 | 59.4 | |
| [23]Category=RNN-based2017.11 | 0.1352 | 64.6 |