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Parameter Estimation on Synthetic Dataset 60% MNAR (test)
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0.8624
RMSE (Imputed)
AV-LR
0.837596
1.005023
1.17245
1.339877
Mar 22, 2026
RMSE (Imputed)
RMSE (Mean)
Frobenius Norm (Cov)
RMSE (Beta)
Updated 26d ago
Evaluation Results
Method
Method
Links
RMSE (Imputed)
RMSE (Mean)
Frobenius Norm (Cov)
RMSE (Beta)
AV-LR
Training Time (s)=62.9...
2026.03
0.8624
0.33
1.3
0.54
DLGLM
Training Time (s)=80.5...
2026.03
0.88
0.34
1.35
0.56
NotMIWAE
Training Time (s)=44.6...
2026.03
0.92
0.36
1.42
0.6
missForest
Training Time (s)=30.7...
2026.03
1.0749
0.628
2.0712
0.712
MICE
Training Time (s)=0.11...
2026.03
1.2579
0.5791
2.053
0.5545
SAEM
Training Time (s)=4211...
2026.03
1.3
0.62
2
0.66
Mean
Training Time (s)=0.01...
2026.03
1.4825
0.7354
2.9295
0.7709
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