Imputation on eICU MCAR 30% missingness
0.124NRMSEMissForest
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestmechanism=MCAR, missingness rate=30%2026.01 | 0.124 | 0.224 | 0.365 | 62.4 | 0.261 | |
| MIWAEmechanism=MCAR, missingness rate=30%2026.01 | 0.127 | 0.131 | 0.355 | 61.3 | 0.225 | |
| SNImechanism=MCAR, missingness rate=30%2026.01 | 0.132 | 0.059 | 0.324 | 54.9 | 0.167 | |
| Mean/Modemechanism=MCAR, missingness rate=30%2026.01 | 0.139 | 0.065 | 0 | 39 | 0 | |
| KNNmechanism=MCAR, missingness rate=30%2026.01 | 0.141 | 0.012 | 0.176 | 50.2 | 0.085 | |
| MICEmechanism=MCAR, missingness rate=30%2026.01 | 0.173 | -0.55 | 0.184 | 54.4 | 0.13 | |
| GAINmechanism=MCAR, missingness rate=30%2026.01 | 0.267 | -3.934 | 0.034 | 44.2 | 0.016 |