Testing and characterizing the difference between two data samples (case vs control) is of fundamental interest in statistics. Parametric methods such as (logistic) regression-based approaches are often too restrictive in complex problems, while existing nonparametric methods do not scale well as the dimensionality increases and often provide no easy way to characterize the difference should it...