Speeding up Hyper-parameter Optimization by Extrapolation of Learning Curves Using Previous Builds

Akshay Chandrashekaran, Ian R. Lane. Speeding up Hyper-parameter Optimization by Extrapolation of Learning Curves Using Previous Builds. In Michelangelo Ceci, Jaakko Hollmén, Ljupco Todorovski, Celine Vens, Saso Dzeroski, editors, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings, Part I. Volume 10534 of Lecture Notes in Computer Science, pages 477-492, Springer, 2017. [doi]

@inproceedings{Chandrashekaran17,
  title = {Speeding up Hyper-parameter Optimization by Extrapolation of Learning Curves Using Previous Builds},
  author = {Akshay Chandrashekaran and Ian R. Lane},
  year = {2017},
  doi = {10.1007/978-3-319-71249-9_29},
  url = {https://doi.org/10.1007/978-3-319-71249-9_29},
  researchr = {https://researchr.org/publication/Chandrashekaran17},
  cites = {0},
  citedby = {0},
  pages = {477-492},
  booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings, Part I},
  editor = {Michelangelo Ceci and Jaakko Hollmén and Ljupco Todorovski and Celine Vens and Saso Dzeroski},
  volume = {10534},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-319-71249-9},
}