Download PDF Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2
Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2 by Richard McElreath
- Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2
- Richard McElreath
- Page: 616
- Format: pdf, ePub, mobi, fb2
- ISBN: 9780367139919
- Publisher: Taylor & Francis
Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2
Ebook for download free in pdf Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2 (English literature) 9780367139919 by Richard McElreath
Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today’s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author’s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Statistical Rethinking A Bayesian Course With Examples In R
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Statistical Rethinking A Bayesian Course With Examples In R
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Statistical Rethinking 2nd edition homework reworked in R-INLA and the tidyverse Anna B. Kawiecki. Statistical Rethinking: A Bayesian Course with Examples in R and Week 2. Now I've taken student and colleague feedback, revised edition of Statistical Rethinking: A Bayesian Course with R and Stan.
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Statistical Rethinking: Solutions (2nd Edition)
This project contains solutions to exercises and homework for the second edition of Richard McElreath's Statistical Rethinking: A Bayesian Course Using R and
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Statistical Rethinking: A Bayesian Course Using R and Stan. Winter 2018/2019. Instructor: Richard McElreath. Location: Max Planck Institute for Evolutionary
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Statistical Rethinking: A Bayesian Course with Examples in R and STAN Book details. ISBN-13: 9780367139919. ISBN-10: 036713991X. Edition: 2.
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Statistical Rethinking: A Bayesian Course With Examples In R
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Statistical Rethinking: A Bayesian Course with Examples in R
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