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Probabilistic Programming

Languages and tools for probabilistic modeling, Bayesian inference, and statistical simulation.

18 projects

10,966 contributors

$242M

statsmodels

Statsmodels is a Python library for statistical modeling and econometrics that provides classes and functions for estimating various statistical models, conducting statistical tests, and exploring statistical data. It includes linear regression models, time series analysis, discrete choice models, and many other statistical methods.

Contributors

3,404

Organizations

618

Software value

$24M

PyMC

Bayesian Modeling and Probabilistic Programming in Python

Contributors

2,537

Organizations

473

Software value

$3.2M

FastMCP

FastMCP is a Python library that implements the Monte Carlo Permutation test for statistical analysis, providing a fast and efficient way to perform permutation testing

Contributors

1,552

Organizations

316

Software value

$5.9M

Turing.jl

Bayesian inference with probabilistic programming.

Contributors

606

Organizations

156

Software value

$292K

Stan

Stan is a state-of-the-art platform for statistical modeling and high-performance statistical computation. It provides a probabilistic programming language for specifying statistical models and implements gradient-based Markov Chain Monte Carlo (MCMC) sampling for Bayesian inference.

Contributors

543

Organizations

108

Software value

$3.3M

Stan Math Library

The Stan Math Library is a C++ library providing mathematical functions, probability distributions, automatic differentiation, and optimization algorithms used by the Stan probabilistic programming language. It serves as a foundational component for statistical modeling and Bayesian inference.

Contributors

379

Organizations

81

Software value

$103M

JASP

JASP is a free, open-source statistical software package that provides a user-friendly interface for conducting statistical analyses. It offers a comprehensive suite of statistical methods, from basic descriptive statistics to advanced techniques like Bayesian analysis, with results presented in publication-ready tables and graphs.

Contributors

299

Organizations

20

Software value

$13M

BEAST X

Bayesian Evolutionary Analysis Sampling Trees

Contributors

274

Organizations

28

Software value

$34M

RAVEN (Risk Analysis Virtual Environment)

RAVEN is a flexible and multi-purpose probabilistic risk analysis, validation and uncertainty quantification, parameter optimization, model reduction and data knowledge-discovering framework.

Contributors

255

Organizations

9

Software value

$25M

jStat

jStat is a JavaScript library for statistical operations and computations, providing functions for calculating descriptive statistics, probability distributions, hypothesis testing, linear regression, and other statistical analyses

Contributors

242

Organizations

75

Software value

$462K

Patsy

Patsy is a Python library for describing statistical models and building design matrices, particularly for use with linear models, generalized linear models, and other regression models. It provides a powerful formula mini-language similar to R's formulas for specifying models.

Contributors

240

Organizations

82

Software value

$472K

RevBayes

RevBayes is a scientific software package for conducting Bayesian phylogenetic inference and macroevolutionary analysis. It provides a flexible, interactive environment for statistical modeling and analysis of evolutionary processes, allowing researchers to specify and test complex models of biological evolution.

Contributors

196

Organizations

19

Software value

$15M

Tetrad

Tetrad is a software platform for causal modeling and discovery, developed by the Carnegie Mellon University Department of Philosophy. It provides tools for creating, simulating, and analyzing causal models using various algorithms and statistical methods.

Contributors

191

Organizations

15

Software value

$13M

Haskell Statistics

A Haskell library providing a wide range of statistical functions and data analysis capabilities, including probability distributions, statistical tests, and numerical computations

Contributors

157

Organizations

53

Software value

$247K

easystats

easystats is a collection of R packages that provide utilities for statistical analysis, making it easier to compute, interpret, and visualize statistical operations in R. It aims to simplify statistical workflows by providing consistent, intuitive interfaces across multiple statistical packages.

Contributors

91

Organizations

24

Software value

$1.8M

NIMBLE

The base NIMBLE package for R

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