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Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms
- 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
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Obs Stud
- Accession number :
- edsair.doi.dedup.....286f15333210156b598b67e3237694e3
- Full Text :
- https://doi.org/10.48550/arxiv.2104.06571