Parameter Recovery on Synthetic 50% MCAR (test)
0.8029RMSE (Imputation)AV-LR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AV-LRhidden units=128, epochs=150, batch size=256, learning rate=10-32026.03 | 0.8029 | 0.0081 | 0.128 | 0.0854 | |
| SAEMmax iterations=120, convergence threshold=10-42026.03 | 0.8055 | 0.0129 | 0.365 | 0.2714 | |
| MIWAEhidden units=128, epochs=150, batch size=256, learning rate=10-32026.03 | 0.8166 | 0.0135 | 0.4158 | 0.2983 | |
| IDLGLMhidden units=128, epochs=150, batch size=256, learning rate=10-32026.03 | 0.8325 | 0.0108 | 0.3527 | 0.2471 | |
| MICEimputation=single-imputation2026.03 | 0.8699 | 0.0149 | 0.482 | 0.4786 | |
| MissForest2026.03 | 0.8859 | 0.0205 | 0.3921 | 0.5052 | |
| Mean2026.03 | 1.0183 | 0.0158 | 2.3051 | 0.4521 |