Skip to content

About Stan

Stan is a state-of-the-art platform for statistical modeling and high-performance statistical computation. Thousands of users rely on Stan for statistical modeling, data analysis, and prediction in the social, biological, and physical sciences, engineering, and business.

Users specify log density functions in Stan's probabilistic programming language and get:

  • full Bayesian statistical inference with MCMC sampling (NUTS, HMC)

  • approximate Bayesian inference with variational inference (ADVI)

  • penalized maximum likelihood estimation with optimization (L-BFGS)

Stan's math library provides differentiable probability functions & linear algebra (C++ autodiff). Additional R packages provide easy formula syntax to specify linear and generalized linear hierarchical models, posterior visualization, and leave-one-out cross-validation.

Get Started

Stan interfaces with the most popular data analysis languages (R, Python, shell, MATLAB, Julia, Stata) and runs on all major platforms (Linux, Mac, Windows). To get started using Stan begin with the Installation and Documentation pages.

Helping Out

Stan is an active and open developer community. The help-wanted and good-first-issue labels in our repositories try to highlight good places to get started, and we're happy to help more on our forums or Slack.

We have projects in C++, Python, R, OCaml, and more. If you want to help build future versions of Stan, we want to help you get started.

Citing Stan

We appreciate citations for the Stan software because it lets us find out what people have been doing with Stan and motivate further grant funding. See How to Cite Stan for more details.

Open Code & Reproducible Science

Stan is freedom-respecting, open-source software (new BSD core, some interfaces GPLv3). Stan is associated with NumFOCUS, a 501(c)(3) nonprofit supporting open code and reproducible science, through which you can help support Stan.

Popular repositories

  1. stan Public

    Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.

    C++ 2.3k 352

  2. pystan2 Public archive

    PyStan, the Python interface to Stan

    Python 920 194

  3. rstan Public

    RStan, the R interface to Stan

    C++ 862 246

  4. Example models for Stan

    HTML 685 457

  5. math Public

    The Stan Math Library is a C++ template library for automatic differentiation of any order using forward, reverse, and mixed modes. It includes a range of built-in functions for probabilistic model…

    C++ 593 164

  6. bayesplot R package for plotting Bayesian models

    R 348 73