Imputation on eICU MAR 30% missingness
0.125NRMSEMissForest
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestmechanism=MAR, missingness rate=30%2026.01 | 0.125 | 0.217 | 0.355 | 60.5 | 0.223 | |
| MIWAEmechanism=MAR, missingness rate=30%2026.01 | 0.127 | 0.129 | 0.348 | 59.9 | 0.206 | |
| SNImechanism=MAR, missingness rate=30%2026.01 | 0.135 | 0.057 | 0.308 | 54.1 | 0.155 | |
| Mean/Modemechanism=MAR, missingness rate=30%2026.01 | 0.14 | 0.066 | 0 | 39 | 0 | |
| KNNmechanism=MAR, missingness rate=30%2026.01 | 0.146 | -0.025 | 0.112 | 49.9 | 0.06 | |
| MICEmechanism=MAR, missingness rate=30%2026.01 | 0.173 | -0.471 | 0.188 | 54.6 | 0.131 | |
| GAINmechanism=MAR, missingness rate=30%2026.01 | 0.275 | -3.963 | 0.052 | 43.8 | 0.013 |