Local PBO methods using trust-region and derivative-informed local search on Laplace-approximated GP posteriors reduce cumulative regret versus global baselines in high-dimensional benchmarks.
Safe contextual Bayesian optimization integrated in industrial control for self-learning machines.Journal of Intelligent Manufacturing, 35:885–903, 2024
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Local Preferential Bayesian Optimization
Local PBO methods using trust-region and derivative-informed local search on Laplace-approximated GP posteriors reduce cumulative regret versus global baselines in high-dimensional benchmarks.