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Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

2017

Conference Paper

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Author(s): Klein, A. and Falkner, S. and Bartels, S. and Hennig, P. and Hutter, F.
Book Title: Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS)
Volume: 54
Pages: 528--536
Year: 2017
Month: April

Series: Proceedings of Machine Learning Research
Editors: Sign, Aarti and Zhu, Jerry
Publisher: PMLR

Department(s): Probabilistic Numerics
Research Project(s): Bayesian Optimization
Bibtex Type: Conference Paper (conference)
Paper Type: Conference

State: Published
URL: http://proceedings.mlr.press/v54/klein17a.html

Links: pdf

BibTex

@conference{Klein17,
  title = {Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets},
  author = {Klein, A. and Falkner, S. and Bartels, S. and Hennig, P. and Hutter, F.},
  booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS)},
  volume = {54},
  pages = {528--536},
  series = {Proceedings of Machine Learning Research},
  editors = {Sign, Aarti and Zhu, Jerry},
  publisher = {PMLR},
  month = apr,
  year = {2017},
  doi = {},
  url = {http://proceedings.mlr.press/v54/klein17a.html},
  month_numeric = {4}
}