Double Machine Learning and Automated Confounder Selection -- A Cautionary Tale

Paul Hünermund, Beyers Louw, Itamar Caspi

Double machine learning (DML) has become an increasingly popular tool for automated variable selection in high-dimensional settings. Even though the ability to deal with a large nu…