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
Download Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2
Free ebooks for ibooks download Statistical Rethinking: A Bayesian Course with Examples in R and STAN / Edition 2 by Richard McElreath
Overview
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.
Pdf downloads: [PDF] Hoax for Hire by Laura Martin download link, Read online: Framed Perspective Vol. 1: Technical Drawing for Visual Storytelling here, {epub descargar} MEMORIAS DE IDHUN: LA RESISTENCIA I site, [Kindle] Saki the Succubus Hungers Tonight Vol. 1 download site, [PDF] Mathematics and Art: A Cultural History download download link, [Pdf/ePub] The World Almanac and Book of Facts 2021 by Sarah Janssen download ebook pdf, Online Read Ebook Dominicana pdf, Download PDF Art and Faith: A Theology of Making download link, [Descargar pdf] EL CAMÍ DE LES AIGÜES here, Download PDF James Bond: Omnibus Volume 001: Based on the novels that inspired the movies download link, EN BUSCA DE LA FELICIDAD leer pdf link,
0コメント