An Entropy Search Portfolio for Bayesian Optimization
Portfolio methods provide an effective, principled way of combining a collection of acquisition functions in the context of Bayesian optimization. We introduce a novel approach to this problem motivated by an information theoretic consideration. Our construction additionally provides an extension of...
Main Authors: | , , , , |
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Format: | Report |
Published: |
University of Oxford
2014
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