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Parameter Recovery on Synthetic 50% MCAR (test)
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0.8029
RMSE (Imputation)
AV-LR
0.794284
0.852442
0.9106
0.968758
Mar 22, 2026
RMSE (Imputation)
RMSE (mu)
Frobenius Norm (Covariance)
RMSE (beta)
Updated 25d ago
Evaluation Results
Method
Method
Links
RMSE (Imputation)
RMSE (mu)
Frobenius Norm (Covariance)
RMSE (beta)
AV-LR
hidden units=128, epoc...
2026.03
0.8029
0.0081
0.128
0.0854
SAEM
max iterations=120, co...
2026.03
0.8055
0.0129
0.365
0.2714
MIWAE
hidden units=128, epoc...
2026.03
0.8166
0.0135
0.4158
0.2983
IDLGLM
hidden units=128, epoc...
2026.03
0.8325
0.0108
0.3527
0.2471
MICE
imputation=single-impu...
2026.03
0.8699
0.0149
0.482
0.4786
MissForest
2026.03
0.8859
0.0205
0.3921
0.5052
Mean
2026.03
1.0183
0.0158
2.3051
0.4521
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