Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

2017

Conference Paper

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Author(s): Klein, Aaron and Falkner, Stefan and Bartels, Simon and Hennig, Philipp and Hutter, Frank
Book Title: Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017)
Volume: 52
Year: 2017
Series: JMLR Workshop and Conference Proceedings
Editors: Sign, Aarti and Zhu, Jerry

Department(s): Probabilistic Numerics
Bibtex Type: Conference Paper (conference)
Paper Type: Conference

State: Accepted

BibTex

@conference{Klein17,
  title = {Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets},
  author = {Klein, Aaron and Falkner, Stefan and Bartels, Simon and Hennig, Philipp and Hutter, Frank},
  booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017)},
  volume = {52},
  series = {JMLR Workshop and Conference Proceedings},
  editors = {Sign, Aarti and Zhu, Jerry},
  year = {2017}
}