This repository contains the python implementation for MESMOC the paper "Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints".
The code is implemented in Python and requires the following packages:
If you use this code in your academic work please cite our papers:
@article{belakaria2021output,
title={Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization},
author={Belakaria, Syrine and Deshwal, Aryan and Doppa, Janardhan Rao},
journal={Journal of Artificial Intelligence Research},
volume={72},
pages={667-715},
year={2021}
}
@article{belakaria2020max,
title={Max-value entropy search for multi-objective Bayesian optimization with constraints},
author={Belakaria, Syrine and Deshwal, Aryan and Doppa, Janardhan Rao},
journal={Workshop on Machine Learning and the Physical Sciences (NeurIPS)},
year={2020}
}