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ResearchFormerly WizWand

Missing Data Estimation on MIMIC-III v1.4 (test)

0.0141Mean RMSEM-RNN (MI)
0.0117240.0277620.04380.059838Nov 23, 2017
Updated 8mo ago

Evaluation results

MethodLinks
M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.110.0141—
M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.110.0144—
CubicCategory=Interpolation2017.110.027949.5
[25]Category=RNN-based2017.110.029251.7
MissForestCategory=Imputation2017.110.029351.9
[24]Category=RNN-based2017.110.029552.2
Matrix CompletionCategory=Others2017.110.031154.7
[23]Category=RNN-based2017.110.033758.2
Auto-encoderCategory=Others2017.110.041266
MCMCCategory=Others2017.110.043767.7
EMCategory=Imputation2017.110.046769.8
MICECategory=Imputation2017.110.061176.9
SplineCategory=Interpolation2017.110.073580.8