Data Imputation on MIMIC-IV-ED under MCAR
4.55MAE (Output)CACTI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CACTIRatio=102026.06 | 4.55 | 8.24 | 63.85 | |
| Diff-JointRatio=102026.06 | 4.59 | 8.31 | 72 | |
| DiffPuterRatio=102026.06 | 4.61 | 8.3 | 61.54 | |
| missForestRatio=102026.06 | 4.69 | 8.6 | 62.29 | |
| CACTIRatio=202026.06 | 4.73 | 8.6 | 70.48 | |
| Diff-JointRatio=202026.06 | 4.78 | 8.68 | 72.46 | |
| DiffPuterRatio=202026.06 | 4.8 | 8.68 | 69 | |
| CACTIRatio=302026.06 | 4.94 | 9.04 | 72.71 | |
| Diff-JointRatio=302026.06 | 4.99 | 9.05 | 71.84 | |
| DiffPuterRatio=302026.06 | 5.01 | 9.13 | 71.39 | |
| missForestRatio=202026.06 | 5.02 | 9.23 | 69.63 | |
| CACTIRatio=402026.06 | 5.05 | 9.25 | 73.52 | |
| Diff-JointRatio=402026.06 | 5.2 | 9.39 | 69.54 | |
| DiffPuterRatio=402026.06 | 5.27 | 9.5 | 73.11 | |
| missForestRatio=302026.06 | 5.36 | 9.86 | 72.07 | |
| missForestRatio=402026.06 | 5.7 | 10.44 | 73.92 | |
| Mean/ModeRatio=202026.06 | 6.31 | 11.37 | 65.32 | |
| Mean/ModeRatio=302026.06 | 6.31 | 11.38 | 68.26 | |
| Mean/ModeRatio=102026.06 | 6.32 | 11.39 | 57.98 | |
| Mean/ModeRatio=402026.06 | 6.32 | 11.39 | 69.77 |