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High Dimensional Bayesian Optimization via Restricted Projection Pursuit Models

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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
2015Scalable Bayesian Optimization Using Deep Neural Networks703 cited
2013Bayesian optimization in high dimensions via random embeddings244 cited
2015High Dimensional Bayesian Optimisation and Bandits via Additive Models159 cited

Cited by

2022Bayesian optimization techniques for high-dimensional simulation-based transportation problems50 cited
2020Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization44 cited
2019High Dimensional Bayesian Optimization via Supervised Dimension Reduction40 cited

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