References

• 2012Practical Bayesian Optimization of Machine Learning Algorithms6,690 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
• 2013Multi-Task Bayesian Optimization484 cited
• 2012Entropy search for information-efficient global optimization456 cited
• 2013Bayesian optimization in high dimensions via random embeddings244 cited
• 2012Bayesian optimisation for Intelligent Environmental Monitoring177 cited
• 2011Portfolio allocation for Bayesian optimization160 cited
• 2014On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning85 cited
• 2014Bayesian Multi-Scale Optimistic Optimization75 cited
• 2011Robust Gaussian Process-Based Global Optimization Using a Fully Bayesian Expected Improvement Criterion60 cited
• 2012Hybrid Batch Bayesian Optimization57 cited

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