Chloe-Agathe Azencott

kernelPSI: a Post-Selection Inference Framework for Nonlinear Variable Selection

Model selection is an essential task for many applications in scientific discovery. The most common approaches rely on univariate linear measures of association between each feature and the outcome. Such classical selection procedures fail to take into account nonlinear effects and interactions betw…