The BUGS project: Evolution, critique and future directions
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Updated: Jun 21, 2026

Injecting Gryllus bimaculatus Eggs
Published on: August 22, 2019
David Lunn1, David Spiegelhalter, Andrew Thomas
1Medical Research Council Biostatistics Unit, Institute of Public Health, University Forvie Site, Robinson Way, Cambridge CB2 0SR, U.K. david.lunn@mrc-bsu.cam.ac.uk
Abstract:
BUGS is a software package for Bayesian inference using Gibbs sampling. The software has been instrumental in raising awareness of Bayesian modelling among both academic and commercial communities internationally, and has enjoyed considerable success over its 20-year life span. Despite this, the software has a number of shortcomings and a principal aim of this paper is to provide a balanced critical appraisal, in particular highlighting how various ideas have led to unprecedented flexibility while at the same time producing negative side effects. We also present a historical overview of the BUGS project and some future perspectives.
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