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02/03/2023
Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes
We study preferential Bayesian optimization (BO) where reliable feedback...
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02/03/2023
Randomized Gaussian Process Upper Confidence Bound with Tight Bayesian Regret Bounds
Gaussian process upper confidence bound (GP-UCB) is a theoretically prom...
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01/31/2022
Bayesian Optimization for Distributionally Robust Chance-constrained Problem
In black-box function optimization, we need to consider not only control...
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11/16/2021
Bayesian Optimization for Cascade-type Multi-stage Processes
Complex processes in science and engineering are often formulated as mul...
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02/19/2021
Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound
Recently, several Bayesian optimization (BO) methods have been extended ...
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06/01/2019
Multi-objective Bayesian Optimization using Pareto-frontier Entropy
We propose Pareto-frontier entropy search (PFES) for multi-objective Bay...
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01/24/2019