Multi-objective Bayesian optimisation with preferences over objectives

NeurIPS 2019 Majid AbdolshahAlistair ShiltonSantu RanaSunil GuptaSvetha Venkatesh

We present a multi-objective Bayesian optimisation algorithm that allows the user to express preference-order constraints on the objectives of the type "objective A is more important than objective B". These preferences are defined based on the stability of the obtained solutions with respect to preferred objective functions... (read more)

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