Figure 1.

Result from PASS with 200 3-folds cross-validation for γ = 0.1. Standard — results of the Standard logistic fitting; plug-in-rf — results from plug-in personalized rule with random forest fitting; plug-in-lg — results from plug-in personalized rule with logistic fitting; plug-in-cv — selecting between plug-in-rf and plug-in-lg with cross-validation; L-logistic — results from the linear determination rule with logistic loss approximation; L-hinge — results from the linear determination rule with hinge loss approximation. (a) Original PASS data; (b) PASS data perturbed with simulated outliers.