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ResearchFormerly WizWand

Patient State Prediction on MIMIC-III (test)

85.31AUROCM-RNN (MI)
82.886883.515984.14584.7741Nov 23, 2017
Updated 8mo ago

Evaluation results

MethodLinks
M-RNN (MI)Category=M-RNN, Imputation=Multiple Imputations, Architecture=1-layer RNN2017.1185.31—
M-RNN (SI)Category=M-RNN, Imputation=Single Imputation, Architecture=1-layer RNN2017.1185.3—
RNN-based [25]Category=RNN-based, Architecture=1-layer RNN2017.1184.17.6
SplineCategory=Interpolation, Architecture=1-layer RNN2017.1184.077.8
RNN-based [24]Category=RNN-based, Architecture=1-layer RNN2017.1184.028.1
Matrix CompletionCategory=Others, Architecture=1-layer RNN2017.1184.018.1
Auto-encoderCategory=Others, Architecture=1-layer RNN2017.1183.998.2
CubicCategory=Interpolation, Architecture=1-layer RNN2017.1183.978.4
RNN-based [23]Category=RNN-based, Architecture=1-layer RNN2017.1183.819.3
MICECategory=Imputation, Architecture=1-layer RNN2017.1183.779.5
MissForestCategory=Imputation, Architecture=1-layer RNN2017.1183.6810
EMCategory=Imputation, Architecture=1-layer RNN2017.1183.1213
MCMCCategory=Others, Architecture=1-layer RNN2017.1182.9813.7