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Towards Practical Theory: Bayesian Optimization and Optimal Exploration
(2016-05-26)
This thesis discusses novel principles to improve the theoretical analyses of a class of methods, aiming to provide theoretically driven yet practically useful methods. The thesis focuses on a class of methods, called ...