Downstream Regression Parameter Estimation on Synthetic Data Low Signal
0.039Mu EstimatesoftImpute
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| softImputeMechanism=MAR2026.05 | 0.039 | 1.68 | 18.5 | 0.44 | 0.45 | 0.53 | 0.24 | 0.58 | 2.68 | |
| Ground truth2026.05 | 0 | 1.04 | 10 | 0.48 | 0.4 | 0.26 | 0.33 | 0.35 | 0 | |
| miceMechanism=MCAR2026.05 | 0 | 1.04 | 10 | 0.48 | 0.4 | 0.26 | 0.32 | 0.35 | 0.81 | |
| softImputeMechanism=MCAR2026.05 | -0.002 | 1.73 | 17.7 | 0.43 | 0.43 | 0.52 | 0.22 | 0.57 | 2.79 | |
| miceMechanism=MAR2026.05 | -0.002 | 1.03 | 10 | 0.47 | 0.39 | 0.25 | 0.32 | 0.35 | 0.81 | |
| missForestMechanism=MCAR2026.05 | -0.004 | 0.87 | 5.7 | 0.57 | 0.39 | 0.37 | 0.5 | 0.4 | 0.48 | |
| missForestMechanism=MAR2026.05 | -0.009 | 0.86 | 4.7 | 0.56 | 0.38 | 0.36 | 0.49 | 0.39 | 0.48 |