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the Docs](https://readthedocs.org/projects/entmoot/badge/?version=master)](https://entmoot.readthedocs.io/en/master)\n\n\u003cimg src=\"media/entmoot_logo.png\" width=\"400\"\u003e\n\n`ENTMOOT` (**EN**semble **T**ree **MO**del **O**ptimization **T**ool) is a framework to perform Bayesian Optimization using tree-based surrogate models. Gradient-boosted tree models from `lightgbm` are combined with a distance-based uncertainty \nmeasure in a deterministic global optimization framework to optimize black-box functions. More\ndetails on the method here: https://arxiv.org/abs/2003.04774.\n\n## Documentation\n\nThe docs can be found here: https://entmoot.readthedocs.io/\n\n## How to reference ENTMOOT\n\nWhen using any `ENTMOOT` for any publications please reference this software package as:\n```\n@article{thebelt2021entmoot,\n  title={ENTMOOT: A framework for optimization over ensemble tree models},\n  author={Thebelt, Alexander and Kronqvist, Jan and Mistry, Miten and Lee, Robert M and Sudermann-Merx, Nathan and Misener, Ruth},\n  journal={Computers \\\u0026 Chemical Engineering},\n  volume={151},\n  pages={107343},\n  year={2021},\n  publisher={Elsevier}\n}\n```\n\n\n## Authors\n* **[Alexander Thebelt](https://optimisation.doc.ic.ac.uk/person/alexander-thebelt/)** ([ThebTron](https://github.com/ThebTron)) - Imperial College London\n* **[Nathan Sudermann-Merx](https://www.mannheim.dhbw.de/profile/sudermann-merx)** ([spiralulam](https://github.com/spiralulam)) - Cooperative State University Mannheim\n* **Toby Boyne** ([ThebTron](https://github.com/TobyBoyne)) - Imperial College London\n## License\nThe ENTMOOT package is released under the BSD 3-Clause License. Please refer to the [LICENSE](https://github.com/cog-imperial/entmoot/blob/master/LICENSE) file for details.\n\n## Acknowledgements\nThe support of BASF SE, Lugwigshafen am Rhein is gratefully acknowledged.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcog-imperial%2Fentmoot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcog-imperial%2Fentmoot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcog-imperial%2Fentmoot/lists"}