A Survey of Methods for Automated Algorithm Configuration (Extended Abstract)

Elias Schede; Jasmin Brandt; Alexander Tornede; Marcel Wever; Viktor Bengs; Eyke Hüllermeier; Kevin Tierney

IJCAI 2023poster0 citations

A Survey of Methods for Automated Algorithm Configuration (Extended Abstract)

Elias Schede, Jasmin Brandt, Alexander Tornede, Marcel Wever, Viktor Bengs, Eyke Hüllermeier, Kevin Tierney

Abstract

Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There are currently a wide variety of AC problem variants and methods proposed in the literature. Existing reviews do not take into account all derivatives of the AC problem, nor do they offer a complete classification scheme. To this end, we introduce taxonomies to describe the AC problem and features of configuration methods, respectively. Existing AC literature is classified and characterized by the provided taxonomies.

Search: S: Algorithm portfolios and configuration

BibTeX

@inproceedings{ijcai2023p791,
  title     = {A Survey of Methods for Automated Algorithm Configuration (Extended Abstract)},
  author    = {Schede, Elias and Brandt, Jasmin and Tornede, Alexander and Wever, Marcel and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin},
  booktitle = {Proceedings of the Thirty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-23}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Edith Elkind},
  pages     = {6964--6968},
  year      = {2023},
  month     = {8},
  note      = {Journal Track},
  doi       = {10.24963/ijcai.2023/791},
  url       = {https://doi.org/10.24963/ijcai.2023/791},
}