Robust cutpoints in the logical analysis of numerical data

► When applying logical techniques for the analysis of numerical data, one first binarizes the data. We introduce the notion of robust cutpoints. ► We prove generalization error bounds that improve with increased robustness of the cutpoints. ► We discuss how these considerations can inform the algorithmic choice of cutpoints.