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Department of Economics, Management and Statistics University of Milan, Bicocca Milan, Italy, Department of Robotics, Perception and Learning KTH Royal Institute of Technology Stockholm, Sweden
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By respecting the intrinsic geometry of the probability simplex, $\alpha$-GaBO significantly outperforms standard Bayesian optimization in tasks involving probabilities and mixtures.