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Preferential Bayesian Optimization

12 Apr 2017 • Javier Gonzalez • Zhenwen Dai • Andreas Damianou • Neil D. Lawrence

Bayesian optimization (BO) has emerged during the last few years as an effective approach to optimizing black-box functions where direct queries of the objective are expensive. In this paper we consider the case where direct access to the function is not possible, but information about user preferences is... (read more)

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