Publications

Jean-Luc Jannink, Raul Astudillo, Peter I Frazier (2023). Insight Into a Two-Part Plant Breeding Scheme Through Bayesian Optimization of Budget Allocations. Crop Science.

Raul Astudillo, Zhiyuan Jerry Lin, Eytan Bakshy, Peter I Frazier (2023). qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization. Proceedings of the 26th International Conference on Artificial Intelligence and Statistics.

Zachary Cosenza, Raul Astudillo, Peter I Frazier, Keith Baar, David E Block (2022). Multi-information Source Bayesian Optimization of Culture Media for Cellular Agriculture. Biotechnology and Bioengineering.

Zhiyuan Jerry Lin, Raul Astudillo, Peter I Frazier, Eytan Bakshy (2022). Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes. Proceedings of the 25th International Conference on Artificial Intelligence and Statistics.

Raul Astudillo, Peter I Frazier (2021). Thinking Inside the Box: A Tutorial on Grey-Box Bayesian Optimization. Proceedings of the 2021 Winter Simulation Conference.

Bhavik A Shah, Raul Astudillo, Peter I Frazier (2021). Mixed Integer Linear Programming under Preference Uncertainty. Working Paper.

Raul Astudillo, Daniel R Jiang, Maximilian Balandat, Peter I Frazier, Eytan Bakshy (2021). Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs. Advances in Neural Information Processing Systems.

Raul Astudillo, Peter I Frazier (2021). Bayesian Optimization of Function Networks. Advances in Neural Information Processing Systems.

Sait Cakmak, Raul Astudillo, Peter I Frazier, Enlu Zhou (2020). Bayesian Optimization of Risk Measures. Advances in Neural Information Processing Systems.

Raul Astudillo, Peter I Frazier (2020). Multi-Attribute Bayesian Optimization With Interactive Preference Learning. Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics.

Raul Astudillo, Peter I Frazier (2019). Bayesian Optimization of Composite Functions. Proceedings of the 36th International Conference on Machine Learning.

Raul Astudillo, Peter I Frazier (2017). Multi-Attribute Bayesian Optimization Under Utility Uncertainty. NIPS Workshop on Bayesian Optimization.