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Steffen Grünewälder, Jean-Yves Audibert, Manfred Opper, John Shawe-Taylor. Regret Bounds for Gaussian Process Bandit Problems. Journal of Machine Learning Research, 9:273-280, 2010. [doi]
Abstract is missing.