Bayesian Optimization of Composite Functions

Peter I. Frazier , Raul Astudillo
arXiv: Machine Learning

3
2019
Multi-Attribute Bayesian Optimization With Interactive Preference Learning

Peter I. Frazier , Raul Astudillo
arXiv: Machine Learning

17
2019
Thinking inside the box: A tutorial on grey-box Bayesian optimization

Raul Astudillo , Peter I Frazier
Smpte Journal 1 -15

14
2021
Bayesian optimization of function networks

Raul Astudillo , Peter Frazier
Advances in neural information processing systems 34 14463 -14475

16
2021
Multi-information source Bayesian optimization of culture media for cellular agriculture

Zachary Cosenza , Raul Astudillo , Peter I Frazier , Keith Baar
Biotechnology and bioengineering 119 ( 9) 2447 -2458

5
2022
Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes

Zhiyuan Jerry Lin , Raul Astudillo , Peter I Frazier , Eytan Bakshy
International Conference on Artificial Intelligence and Statistics (AISTATS) 25

24
2022
Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

Raul Astudillo , Daniel Jiang , Maximilian Balandat , Eytan Bakshy
Advances in Neural Information Processing Systems (NeurIPS)

14
2021
qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization

Raul Astudillo , Zhiyuan Jerry Lin , Eytan Bakshy , Peter I Frazier
International Conference on Artificial Intelligence and Statistics (AISTATS) 26

6
2023
Bayesian Optimization of Function Networks with Partial Evaluations

Poompol Buathong , Jiayue Wan , Samuel Daulton , Raul Astudillo
arXiv preprint arXiv:2311.02146

1
2023
Provably-Convergent Bayesian Source Seeking with Mobile Agents in Multimodal Fields

Vivek Mishra , Raul Astudillo , Peter I Frazier , Fumin Zhang
NeurIPS 2023 Workshop on Adaptive Experimental Design and Active Learning in the Real World

1
2023
Insight into a two‐part plant breeding scheme through Bayesian optimization of budget allocations

Jean‐Luc Jannink , Raul Astudillo , Peter Frazier
Crop Science

2023
Multi-attribute bayesian optimization under utility uncertainty

Raul Astudillo , Peter Frazier
Proceedings of the NIPS Workshop on Bayesian Optimization 172

20
2017
Bayesian Optimization of Risk Measures

Sait Cakmak , Raul Astudillo , Peter Frazier , Enlu Zhou
arXiv preprint arXiv:2007.05554

57
2020
Cost-aware Bayesian optimization via the Pandora's Box Gittins index

Qian Xie , Raul Astudillo , Peter Frazier , Ziv Scully
arXiv preprint arXiv:2406.20062

2024
Preferential Multi-Objective Bayesian Optimization

Raul Astudillo , Kejun Li , Maegan Tucker , Chu Xin Cheng
arXiv preprint arXiv:2406.14699

2024
Exploiting Composite Functions in Bayesian Optimization

Raul Astudillo Marban
Smpte Journal

2022