Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

Klein, Aaron; Falkner, Stefan; Bartels, Simon; Hennig, Philipp; Hutter, Frank

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Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets

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Bartels, Simon
Dept. Empirical Inference, Max Planck Institute for Intelligent Systems, Max Planck Society;

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Hennig, Philipp
Max Planck Research Group Probabilistic Numerics, Max Planck Institute for Intelligent Systems, Max Planck Society;

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Klein, A., Falkner, S., Bartels, S., Hennig, P., & Hutter, F. (2017). Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets. In A. Singh, & J. Zhu (Eds.), Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017) (pp. 528-536). PMLR. Retrieved from http://proceedings.mlr.press/v54/klein17a/klein17a.pdf.

Cite as: https://hdl.handle.net/21.11116/0000-0000-FA92-1

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