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stat.ML2021★ 1 cited
Contextual Bayesian optimization with binary outputs
Tristan Fauvel, Matthew Chalk
Bayesian optimization (BO) is an efficient method to optimize expensive black-box functions. It has been generalized to scenarios where objective function evaluations return stocha…
stat.ML2021★ 8 cited
Efficient Exploration in Binary and Preferential Bayesian Optimization
Tristan Fauvel, Matthew Chalk
Bayesian optimization (BO) is an effective approach to optimize expensive black-box functions, that seeks to trade-off between exploitation (selecting parameters where the maximum…