BUGS is a piece of computer software for the Bayesian analysis of complex statistical models using Markov chain Monte Carlo (MCMC) methods. Software for several platforms is available for downloading, and all the manuals are also available online or in downloadable formats.

Software for Flexible Bayesian Modeling and Markov Chain Sampling This software supports Bayesian regression and classification models based on neural networks and Gaussian processes, and Bayesian mixture models. It also supports a variety of Markov chain sampling methods, which may be applied to distributions specified by simple formulas, including simple Bayesian models defined by formulas for ...

XML Belief Network File Format: Main Page Topics Background The XBN File Format Overview of the XBN Format Example Primary Elements of an XBN Belief Network DTD and XML Examples Background Over the last several years, there has been ongoing discussion of the potential value of creating a Bayesian Network Interchange Format (BNIF) to promote collaboration among investigators in the Uncertainty ...