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Patient state prediction on UNOS-Lung (test)
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0.6762
AUROC
M-RNN (MI)
0.649888
0.656719
0.66355
0.670381
Nov 23, 2017
AUROC
Gain % over M-RNN
Updated 5mo ago
Evaluation Results
Method
Method
Links
AUROC
Gain % over M-RNN
M-RNN (MI)
Category=M-RNN, Imputa...
2017.11
0.6762
-
M-RNN (SI)
Category=M-RNN, Imputa...
2017.11
0.6759
-
MissForest
Category=Imputation
2017.11
0.6587
5.1
Matrix Completion
Category=Others
2017.11
0.6579
5.3
Auto-encoder
Category=Others
2017.11
0.6574
5.5
RNN-based [24]
Category=RNN-based
2017.11
0.6561
5.8
RNN-based [23]
Category=RNN-based
2017.11
0.6557
6
RNN-based [25]
Category=RNN-based
2017.11
0.652
7
Spline
Category=Interpolation
2017.11
0.652
7
Cubic
Category=Interpolation
2017.11
0.6517
7
MCMC
Category=Others
2017.11
0.6512
7.2
MICE
Category=Imputation
2017.11
0.6509
7.2
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