Stan User’s Guide
Version 2.35
This is the official user’s guide for Stan. It provides example models and programming techniques for coding statistical models in Stan.
Part 1 gives Stan code and discussions for several important classes of models.
Part 2 discusses various general Stan programming techniques that are not tied to any particular model.
Part 3 introduces algorithms for calibration and model checking that require multiple runs of Stan.
The appendices provide an introduction to the stanc3 compiler used in the various interfaces to Stan, a style guide, and advice for users of BUGS and JAGS.
We recommend working through this guide using the textbooks Bayesian Data Analysis and Statistical Rethinking: A Bayesian Course with Examples in R and Stan as references on the concepts, and using the Stan Reference Manual when necessary to clarify programming issues.
Download the pdf version of this manual.
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Licensing
Text content: CC-BY ND 4.0 license
Computer code: BSD 3-clause license