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Patient state prediction on Deterioration (test)

0.7783AUROCM-RNN (SI)
0.747620.7555850.763550.771515Nov 23, 2017

Evaluation results

MethodLinks
M-RNN (SI)Category=M-RNN, Imputation=Single Imputation2017.110.7783—
M-RNN (MI)Category=M-RNN, Imputation=Multiple Imputations2017.110.7779—
RNN-based [25]Category=RNN-based2017.110.75937.7
MissForestCategory=Imputation2017.110.75788.3
MICECategory=Imputation2017.110.75718.6
CubicCategory=Interpolation2017.110.75698.6
RNN-based [23]Category=RNN-based2017.110.75589
RNN-based [24]Category=RNN-based2017.110.75519.3
Matrix CompletionCategory=Others2017.110.75519.3
SplineCategory=Interpolation2017.110.75429.6
EMCategory=Imputation2017.110.753110
MCMCCategory=Others2017.110.751210.7
Auto-encoderCategory=Others2017.110.748811.6