Median-based Splitting Rules for Causal Trees and Forests

Lennard Maßmann, Karolina Gliszczyńska-Schroeder

Heavy-tailed and skewed outcomes are common in the randomized experiments and observational studies used to estimate heterogeneous treatment effects, yet the mean-squared-error cri…