Missing Imputation on MIMIC-III Laboratory Data subset (n=5000, p=24) MAR
0.058RMSEGCMI
Evaluation Results
| Method | Links | |
|---|---|---|
| GCMIMissing Rate=0.12026.01 | 0.058 | |
| MissForestMissing Rate=0.12026.01 | 0.059 | |
| Multiple ImputationMissing Rate=0.12026.01 | 0.061 | |
| MissForestMissing Rate=0.22026.01 | 0.061 | |
| GAINMissing Rate=0.12026.01 | 0.061 | |
| GCMIMissing Rate=0.22026.01 | 0.061 | |
| Multiple ImputationMissing Rate=0.22026.01 | 0.063 | |
| GAINMissing Rate=0.22026.01 | 0.063 | |
| GCMIMissing Rate=0.32026.01 | 0.063 | |
| MI-KNNMissing Rate=0.12026.01 | 0.064 | |
| MissForestMissing Rate=0.32026.01 | 0.064 | |
| Multiple ImputationMissing Rate=0.32026.01 | 0.065 | |
| GAINMissing Rate=0.32026.01 | 0.065 | |
| MI-KNNMissing Rate=0.22026.01 | 0.066 | |
| MissForestMissing Rate=0.42026.01 | 0.066 | |
| GCMIMissing Rate=0.42026.01 | 0.066 | |
| Multiple ImputationMissing Rate=0.42026.01 | 0.067 | |
| MI-KNNMissing Rate=0.32026.01 | 0.068 | |
| GAINMissing Rate=0.42026.01 | 0.068 | |
| GCMIMissing Rate=0.52026.01 | 0.068 | |
| Multiple ImputationMissing Rate=0.52026.01 | 0.069 | |
| MissForestMissing Rate=0.52026.01 | 0.069 | |
| MI-KNNMissing Rate=0.42026.01 | 0.07 | |
| GAINMissing Rate=0.52026.01 | 0.07 | |
| MI-KNNMissing Rate=0.52026.01 | 0.071 | |
| Mean ImputationMissing Rate=0.12026.01 | 0.073 | |
| Mean ImputationMissing Rate=0.22026.01 | 0.073 | |
| Mean ImputationMissing Rate=0.32026.01 | 0.073 | |
| Mean ImputationMissing Rate=0.42026.01 | 0.073 | |
| Mean ImputationMissing Rate=0.52026.01 | 0.073 | |
| SoftMissing Rate=0.12026.01 | 0.08 | |
| Soft_MaskMissing Rate=0.22026.01 | 0.091 | |
| SoftMissing Rate=0.52026.01 | 0.092 | |
| SoftMissing Rate=0.22026.01 | 0.094 | |
| SoftMissing Rate=0.42026.01 | 0.095 | |
| Soft_MaskMissing Rate=0.12026.01 | 0.097 | |
| Soft_MaskMissing Rate=0.32026.01 | 0.097 | |
| SoftMissing Rate=0.32026.01 | 0.098 | |
| Soft_MaskMissing Rate=0.42026.01 | 0.106 | |
| Soft_MaskMissing Rate=0.52026.01 | 0.125 |