Optimization as Estimation with Gaussian Processes in Bandit Settings

Zi Wang, Bolei Zhou, Stefanie Jegelka. Optimization as Estimation with Gaussian Processes in Bandit Settings. In Arthur Gretton, Christian C. Robert, editors, Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016. Volume 51 of JMLR Workshop and Conference Proceedings, pages 1022-1031, JMLR.org, 2016. [doi]

@inproceedings{WangZJ16,
  title = {Optimization as Estimation with Gaussian Processes in Bandit Settings},
  author = {Zi Wang and Bolei Zhou and Stefanie Jegelka},
  year = {2016},
  url = {http://jmlr.org/proceedings/papers/v51/wang16f.html},
  researchr = {https://researchr.org/publication/WangZJ16},
  cites = {0},
  citedby = {0},
  pages = {1022-1031},
  booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016},
  editor = {Arthur Gretton and Christian C. Robert},
  volume = {51},
  series = {JMLR Workshop and Conference Proceedings},
  publisher = {JMLR.org},
}