A Survey of Methods for Automated Algorithm Configuration

Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There is currently a wide variety of AC problem variants and methods proposed in the literature. Existing reviews do not take into account all derivatives of...

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Vydáno v:arXiv.org
Hlavní autoři: Schede, Elias, Brandt, Jasmin, Tornede, Alexander, Wever, Marcel, Bengs, Viktor, Hüllermeier, Eyke, Tierney, Kevin
Médium: Paper
Jazyk:angličtina
Vydáno: Ithaca Cornell University Library, arXiv.org 13.10.2022
Témata:
Algorithms
Automation
Configuration management
Literature reviews
Taxonomy
ISSN:2331-8422
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Abstract Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There is 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. We review existing AC literature within the lens of our taxonomies, outline relevant design choices of configuration approaches, contrast methods and problem variants against each other, and describe the state of AC in industry. Finally, our review provides researchers and practitioners with a look at future research directions in the field of AC.
AbstractList Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There is 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. We review existing AC literature within the lens of our taxonomies, outline relevant design choices of configuration approaches, contrast methods and problem variants against each other, and describe the state of AC in industry. Finally, our review provides researchers and practitioners with a look at future research directions in the field of AC.
Author Tierney, Kevin
Wever, Marcel
Hüllermeier, Eyke
Bengs, Viktor
Brandt, Jasmin
Tornede, Alexander
Schede, Elias
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Snippet Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There is...
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SubjectTerms Algorithms
Automation
Configuration management
Literature reviews
Taxonomy
Title A Survey of Methods for Automated Algorithm Configuration
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