Preference-Aware Constrained Multi-Objective Bayesian Optimization

Author:

Ahmadianshalchi Alaleh1ORCID,Belakaria Syrine2ORCID,Doppa Janardhan Rao1ORCID

Affiliation:

1. Washington State University, USA

2. Stanford University, USA

Funder

NSF

Publisher

ACM

Reference83 articles.

1. Majid Abdolshah , Alistair Shilton , Santu Rana , Sunil Gupta , and Svetha Venkatesh . 2019. Multi-objective Bayesian optimisation with preferences over objectives. Advances in neural information processing systems 32 ( 2019 ). Majid Abdolshah, Alistair Shilton, Santu Rana, Sunil Gupta, and Svetha Venkatesh. 2019. Multi-objective Bayesian optimisation with preferences over objectives. Advances in neural information processing systems 32 (2019).

2. Alaleh Ahmadianshalchi , Syrine Belakaria , and Janardhan Rao Doppa . 2022 . Preference-Aware Constrained Multi-Objective Bayesian Optimization For Analog Circuit Design. Advances in Neural Information Processing Systems Workshop in ML for Systems (2022). Alaleh Ahmadianshalchi, Syrine Belakaria, and Janardhan Rao Doppa. 2022. Preference-Aware Constrained Multi-Objective Bayesian Optimization For Analog Circuit Design. Advances in Neural Information Processing Systems Workshop in ML for Systems (2022).

3. Theory of the hypervolume indicator

4. Syrine Belakaria , Aryan Deshwal , and Janardhan Rao Doppa . 2019 . Max-value Entropy Search for Multi-Objective Bayesian Optimization. In Conference on Neural Information Processing Systems. 7823–7833 . Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa. 2019. Max-value Entropy Search for Multi-Objective Bayesian Optimization. In Conference on Neural Information Processing Systems. 7823–7833.

5. Syrine Belakaria , Aryan Deshwal , and Janardhan Rao Doppa . 2020. Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints. arXiv preprint arXiv:2009.01721 ( 2020 ). Syrine Belakaria, Aryan Deshwal, and Janardhan Rao Doppa. 2020. Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints. arXiv preprint arXiv:2009.01721 (2020).

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