Figure 1.

(a) AUC-ROC of applying the feedforward Artificial Neural Network on the training and testing sets (10- fold cross-validated). All patient time series were aligned at admission and risk scores were calculated on a daily basis for up to 15 days. (b) Performance of the L1L2 regularized Logistic Regression model (aka, Elastic Net).