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RevBayes: Bayesian Phylogenetic Inference Using Graphical Models and an Interactive Model-Specification Language.

Sebastian Höhna1, Michael J Landis2, Tracy A Heath3

  • 1Department of Integrative Biology; Department of Statistics, University of California, Berkeley, CA 94720, USA; Department of Evolution and Ecology, University of California, Davis, CA 95616, USA; Department of Mathematics, Stockholm University, Stockholm, SE-106 91 Stockholm, Sweden; Sebastian.Hoehna@gmail.com.

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Summary
This summary is machine-generated.

RevBayes is a new open-source software package for Bayesian inference in phylogenetics. It offers flexibility in model specification and outperforms existing software, enhancing transparency in phylogenetic analyses.

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Area of Science:

  • Computational Biology
  • Evolutionary Biology
  • Statistical Modeling

Background:

  • Current phylogenetic software offers limited, fixed model suites, restricting user flexibility.
  • Users often need multiple programs for a single phylogenetic study.
  • Lack of freedom to explore novel or un-implemented models hinders research.

Purpose of the Study:

  • Introduce RevBayes, an open-source software for Bayesian phylogenetic inference.
  • Provide a flexible and transparent framework for specifying and analyzing phylogenetic models.
  • Overcome limitations of existing software in terms of model choice and user interaction.

Main Methods:

  • Developed RevBayes based on probabilistic graphical models.
  • Implemented a new domain-specific language, Rev, for interactive model specification.
  • Utilized Markov Chain Monte Carlo (MCMC) methods for Bayesian inference.

Main Results:

  • RevBayes allows for the specification of complex phylogenetic-graphical models.
  • The Rev language is intuitive and similar to R and BUGS.
  • RevBayes demonstrates computational performance exceeding competing software in standard analyses.
  • The software reduces "black-box" elements, promoting explicit model definition.

Conclusions:

  • RevBayes offers unprecedented flexibility and transparency in phylogenetic modeling.
  • Explicit model specification in RevBayes can improve understanding and encourage methodological innovation.
  • The software is freely available and suitable for a wide range of statistical phylogenetic analyses.