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Peter I. Frazier

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Bayesian Optimization of Function Networks with Partial Evaluations

Nov 03, 2023
Poompol Buathong, Jiayue Wan, Samuel Daulton, Raul Astudillo, Maximilian Balandat, Peter I. Frazier

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

Mar 28, 2023
Raul Astudillo, Zhiyuan Jerry Lin, Eytan Bakshy, Peter I. Frazier

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Smooth Non-Stationary Bandits

Jan 29, 2023
Su Jia, Qian Xie, Nathan Kallus, Peter I. Frazier

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Regret Bounds and Experimental Design for Estimate-then-Optimize

Oct 27, 2022
Samuel Tan, Peter I. Frazier

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Near-optimality for infinite-horizon restless bandits with many arms

Mar 29, 2022
Xiangyu Zhang, Peter I. Frazier

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Preference Exploration for Efficient Bayesian Optimization with Multiple Outcomes

Mar 21, 2022
Zhiyuan Jerry Lin, Raul Astudillo, Peter I. Frazier, Eytan Bakshy

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

Jan 02, 2022
Raul Astudillo, Peter I. Frazier

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Bayesian Optimization of Function Networks

Dec 31, 2021
Raul Astudillo, Peter I. Frazier

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Two-step Lookahead Bayesian Optimization with Inequality Constraints

Dec 06, 2021
Yunxiang Zhang, Xiangyu Zhang, Peter I. Frazier

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Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs

Nov 12, 2021
Raul Astudillo, Daniel R. Jiang, Maximilian Balandat, Eytan Bakshy, Peter I. Frazier

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