(PDF/ePub)->Statistical Rethinking: A Bayesian Course with Examples in R and Stan Writen - Richard McElreath

BOOK PDF Statistical Rethinking: A Bayesian Course with Examples in R and Stan

By : Richard McElreath

 pdf download Statistical Rethinking: A Bayesian Course with Examples in R and Stan

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Book Synopsis :

Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds your knowledge of and confidence in making inferences from data. Reflecting the need for scripting in today's model-based statistics, the book pushes you to perform step-by-step calculations that are usually automated. This unique computational approach ensures that you understand enough of the details to make reasonable choices and interpretations in your own modeling work.The text presents causal inference and generalized linear multilevel models from a simple Bayesian perspective that builds on information theory and maximum entropy. The core material ranges from the basics of regression to advanced multilevel models. It also presents measurement error, missing data, and Gaussian process models for spatial and phylogenetic confounding.The second edition emphasizes the directed acyclic graph (DAG) approach to causal inference, integrating DAGs into many examples. The new edition also contains new material

Book Detail :

Author : Richard McElreath

Pages : 594 pages

Publisher : CRC Press

Language :

ISBN-10 : 036713991X

ISBN-13 : 9780367139919

 
Supporting format: PDF, EPUB, Kindle, Audio, MOBI, HTML, RTF, TXT, etc.
Supporting : PC, Android, Apple, Ipad, Iphone, etc.
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