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Missing data estimation on UNOS-Lung

0.0606Mean RMSEM-RNN (MI)
0.0576520.0775510.097450.117349Nov 23, 2017

Evaluation results

MethodLinks
M-RNN (MI)Category=M-RNN, Imputation Type=Multiple Imputation2017.110.0606—
M-RNN (SI)Category=M-RNN, Imputation Type=Single Imputation2017.110.0609—
MissForestCategory=Imputation2017.110.06527.1
Auto-encoderCategory=Others2017.110.071214.9
Matrix CompletionCategory=Others2017.110.094235.7
MCMCCategory=Others2017.110.112446.1
MICECategory=Imputation2017.110.115147.4
[25]Category=RNN-based2017.110.117248.3
CubicCategory=Interpolation2017.110.117748.5
SplineCategory=Interpolation2017.110.119949.5
[24]Category=RNN-based2017.110.126452.1
[23]Category=RNN-based2017.110.134354.9