Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms

Abstract

We consider an extension of Leo Breiman’s thesis from “Statistical Modeling: The Two Cultures” to include a bifurcation of algorithmic modeling, focusing on parametric regressions, interpretable algorithms, and complex (possibly explainable) algorithms.