125 citations · 203 across the 16 of their papers we have counts for
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cs.LG2019★ 125 cited
Greed is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisation
George De Ath, Richard M. Everson, Alma A. M. Rahat +1
The performance of acquisition functions for Bayesian optimisation to locate the global optimum of continuous functions is investigated in terms of the Pareto front between explora…
cs.LG2019
Bayesian Search for Robust Optima
Nicholas D. Sanders, Richard M. Everson, Jonathan E. Fieldsend +1
Many expensive black-box optimisation problems are sensitive to their inputs. In these problems it makes more sense to locate a region of good designs, than a single-possibly fragi…