Statistical Rethinking

A Bayesian Course with Examples in R and Stan

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Statistical Rethinking by Richard McElreath, CRC Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Richard McElreath ISBN: 9781482253481
Publisher: CRC Press Publication: January 3, 2018
Imprint: Chapman and Hall/CRC Language: English
Author: Richard McElreath
ISBN: 9781482253481
Publisher: CRC Press
Publication: January 3, 2018
Imprint: Chapman and Hall/CRC
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from CRC Press

Cover of the book Computational Exome and Genome Analysis by Richard McElreath
Cover of the book Hydrogen: Its Technology and Implication by Richard McElreath
Cover of the book Weed Control Methods For Recreation Facilities Management by Richard McElreath
Cover of the book Ideal Theoretic Methods in Commutative Algebra by Richard McElreath
Cover of the book Bilinear Algebra by Richard McElreath
Cover of the book blogdown by Richard McElreath
Cover of the book BDA Guide to Successful Brickwork by Richard McElreath
Cover of the book Low-Visibility Antennas for Communication Systems by Richard McElreath
Cover of the book Advances in the Assessment of Dietary Intake. by Richard McElreath
Cover of the book Unifying Themes In Complex Systems, Volume 1 by Richard McElreath
Cover of the book Advances in Materials and Pavement Prediction by Richard McElreath
Cover of the book An Introduction to Quantum Optics by Richard McElreath
Cover of the book Processed Food Addiction by Richard McElreath
Cover of the book Microdosimetry by Richard McElreath
Cover of the book New Realities in Audio by Richard McElreath
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy