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02/16/2016
Stochastic Process Bandits: Upper Confidence Bounds Algorithms via Generic Chaining
The paper considers the problem of global optimization in the setup of s...
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10/19/2015
Optimization for Gaussian Processes via Chaining
In this paper, we consider the problem of stochastic optimization under ...
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11/19/2013
Gaussian Process Optimization with Mutual Information
In this paper, we analyze a generic algorithm scheme for sequential glob...
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04/19/2013