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Benchmarks
Patient state prediction on UNOS-Heart (test)
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68.58
AUROC
M-RNN (SI)
63.7856
65.0303
66.275
67.5197
Nov 23, 2017
AUROC
% Gain (M-RNN)
Updated 5mo ago
Evaluation Results
Method
Method
Links
AUROC
% Gain (M-RNN)
M-RNN (SI)
Category=M-RNN, Imputa...
2017.11
68.58
-
M-RNN (MI)
Category=M-RNN, Imputa...
2017.11
68.55
-
MissForest
Category=Imputation
2017.11
67.4
3.5
Matrix Completion
Category=Others
2017.11
67.12
4.3
Auto-encoder
Category=Others
2017.11
66.33
6.6
RNN-based [25]
Category=RNN-based
2017.11
65.83
8
RNN-based [24]
Category=RNN-based
2017.11
65.74
8.2
RNN-based [23]
Category=RNN-based
2017.11
65.05
10
Spline
Category=Interpolation
2017.11
64.77
10.7
Cubic
Category=Interpolation
2017.11
64.68
11
MCMC
Category=Others
2017.11
64.17
12.2
MICE
Category=Imputation
2017.11
63.97
12.7
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