An Entropy Search Portfolio for Bayesian Optimization

18 Jun 2014Bobak ShahriariZiyu WangMatthew W. HoffmanAlexandre Bouchard-CôtéNando de Freitas

Bayesian optimization is a sample-efficient method for black-box global optimization. How- ever, the performance of a Bayesian optimization method very much depends on its exploration strategy, i.e. the choice of acquisition function, and it is not clear a priori which choice will result in superior performance... (read more)

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