A mixture of over- and under-truncated Pareto-frontier distributions, with the weight chosen by variational lower bound maximization, yields a new acquisition function that performs well, particularly for three or more objectives.
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Pareto-frontier Entropy Search with Variational Lower Bound Maximization
A mixture of over- and under-truncated Pareto-frontier distributions, with the weight chosen by variational lower bound maximization, yields a new acquisition function that performs well, particularly for three or more objectives.