The code is implemented in Python and requires the following packages:
If you use this code 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{belakaria2020information,
title={Information-Theoretic Multi-Objective Bayesian Optimization with Continuous Approximations},
author={Belakaria, Syrine and Deshwal, Aryan and Doppa, Janardhan Rao},
journal={Workshop on machine learning for engineering modeling, simulation and design (NeurIPS)},
year={2020}
}