Causally Colored Reflections on Leo Breiman's "Statistical Modeling: The Two Cultures" (2001)

Abstract

Abstract:This note provides a re-assessment of Breiman's contributions to the art of statistical modeling, in light of recent advances in machine learning and causal inference. It highlights the crisp separation between the data-fitting and data-interpretation components of statistical modeling.