References

• 2002Finite-time Analysis of the Multiarmed Bandit Problem5,980 cited
• 2012Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting2,098 cited
• 2010A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning2,053 cited
• 2012DiceKriging , DiceOptim : Two R Packages for the Analysis of Computer Experiments by Kriging-Based Metamodeling and Optimization594 cited
• 2011Convergence rates of efficient global optimization algorithms454 cited
• 2008A Knowledge-Gradient Policy for Sequential Information Collection447 cited
• 2000Algorithmic construction of optimal symmetric Latin hypercube designs429 cited
• 1997Computer experiments and global optimization375 cited
• 2012Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization340 cited
• 2010Convergence properties of the expected improvement algorithm with fixed mean and covariance functions183 cited
• 2013Fast Computation of the Multi-Points Expected Improvement with Applications in Batch Selection145 cited
• 2010Towards Gaussian Process-based Optimization with Finite Time Horizon44 cited

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