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BO_toolbox

A Matlab toolbox for Bayesian optimization.

Reference

If you use this software, please reference it as follows : Tristan Fauvel (2021) BO_toolbox, a Matlab toolbox for Bayesian optimization.

Features

This toolbox was primarily intended to perform preferential Bayesian optimization. The toolbox features:

  • Bayesian optimization with continuous outputs
  • Bayesian optimization with binary outputs
  • Preferential Bayesian optimization
  • State-of-the art acquisition functions (see the documentation)
  • This toolbox is based on the GP_toolbox (https://github.com/TristanFauvel/GP_toolbox), which implements state-of-the art methods for approximate sampling from GP posteriors and for preference learning with GP.

Installation

  • Simply add BO_toolbox to your Matlab path

User guide

  • Check out the documentation.md
  • Explanations are provided in the /Examples subfolders

License

This software is distributed under the MIT License. Please refer to the file LICENCE.txt included for details.

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A Matlab toolbox for Bayesian optimization.

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