On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning

Matthew D. Hoffman, Bobak Shahriari, Nando de Freitas. On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning. In Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, AISTATS 2014, Reykjavik, Iceland, April 22-25, 2014. Volume 33 of JMLR Proceedings, pages 365-374, JMLR.org, 2014. [doi]

Authors

Matthew D. Hoffman

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Bobak Shahriari

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Nando de Freitas

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