Downstream Regression Parameter Estimation on Synthetic Data High Signal
0.014Estimated Mean (mu)softImpute
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| softImputeMechanism=MAR2026.05 | 0.014 | 1.15 | 10.3 | 0.91 | 0.85 | 0.92 | 0.99 | 0.88 | 0.1 | |
| softImputeMechanism=MCAR2026.05 | 0.001 | 1.15 | 10 | 0.91 | 0.84 | 0.92 | 0.99 | 0.88 | 0.12 | |
| miceMechanism=MCAR2026.05 | 0.001 | 1.15 | 10 | 0.87 | 0.79 | 0.85 | 0.88 | 0.78 | 0.2 | |
| missForestMechanism=MCAR2026.05 | 0 | 1.1 | 9.1 | 0.89 | 0.78 | 0.9 | 1.01 | 0.84 | 0.12 | |
| Ground truth2026.05 | -0.002 | 1.15 | 10 | 0.87 | 0.8 | 0.85 | 0.88 | 0.78 | 0 | |
| miceMechanism=MAR2026.05 | -0.015 | 1.13 | 9.6 | 0.86 | 0.78 | 0.84 | 0.88 | 0.77 | 0.21 | |
| missForestMechanism=MAR2026.05 | -0.033 | 1.07 | 7.8 | 0.88 | 0.75 | 0.89 | 1.03 | 0.82 | 0.13 |