Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms
Machine Learning
2021-07-29 v1 Applications
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.
Keywords
Cite
@article{arxiv.2104.06571,
title = {Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms},
author = {Ani Eloyan and Sherri Rose},
journal= {arXiv preprint arXiv:2104.06571},
year = {2021}
}
Comments
7 pages, forthcoming in Observational Studies