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

Authors :: Sherri Rose
Ani Eloyan
Source :: Obs Stud
Publication Year :: 2021
Publisher :: arXiv, 2021.
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.<br />Comment: 7 pages, forthcoming in Observational Studies

Subjects :: Statistics and Probability
FOS: Computer and information sciences
Numerical Analysis
Statistics::Applications
Computer science
Applied Mathematics
Statistical model
Machine Learning (stat.ML)
Extension (predicate logic)
Statistics - Applications
Article
Computer Science Applications
Statistics::Machine Learning
Statistics - Machine Learning
Modeling and Simulation
Applications (stat.AP)
Algorithm
Bifurcation
Parametric statistics

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