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]

@inproceedings{HoffmanSF14,
  title = {On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning},
  author = {Matthew D. Hoffman and Bobak Shahriari and Nando de Freitas},
  year = {2014},
  url = {http://jmlr.org/proceedings/papers/v33/hoffman14.html},
  researchr = {https://researchr.org/publication/HoffmanSF14},
  cites = {0},
  citedby = {0},
  pages = {365-374},
  booktitle = {Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, AISTATS 2014, Reykjavik, Iceland, April 22-25, 2014},
  volume = {33},
  series = {JMLR Proceedings},
  publisher = {JMLR.org},
}