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Table 1 AUC's for the three test runs with their respective 95% CI and Dunn-Sidak corrected p-values as statistical difference in comparison with the ESN performance: ESN as reference (ref.) algorithm.

From: A novel time series analysis approach for prediction of dialysis in critically ill patients using echo-state networks

 

AUC

95% CI AUC

p-value (ESN = ref.)

Testrun 1

   

ESN

0.822

0.778-0.865

 

SVM

0.831

0.786-0.875

0.238

NB

0.850

0.811-0.890

0.134

Testrun 2

   

ESN

0.818

0.773-0.864

 

SVM

0.833

0.784-0.881

0.356

NB

0.856

0.817-0.894

0.048

Testrun 3

   

ESN

0.817

0.774-0.861

 

SVM

0.833

0.789-0.876

0.093

NB

0.855

0.817-0.894

0.018