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.
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