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Reproducibility in evolutionary computation
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Lopez-Ibanez, Manuel, Branke, Juergen and Paquete, Luis (2021) Reproducibility in evolutionary computation. ACM Transactions on Evolutionary Learning and Optimization, 1 (4). 14. doi:10.1145/3466624
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Official URL: https://doi.org/10.1145/3466624
Abstract
Experimental studies are prevalent in Evolutionary Computation (EC), and concerns about the reproducibility and replicability of such studies have increased in recent times, reflecting similar concerns in other scientific fields. In this article, we discuss, within the context of EC, the different types of reproducibility and suggest a classification that refines the badge system of the Association of Computing Machinery (ACM) adopted by ACM Transactions on Evolutionary Learning and Optimization (TELO). We identify cultural and technical obstacles to reproducibility in the EC field. Finally, we provide guidelines and suggest tools that may help to overcome some of these reproducibility obstacles.
| Item Type: | Journal Article | |||||||||
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| Subjects: | T Technology > TA Engineering (General). Civil engineering (General) | |||||||||
| Divisions: | Faculty of Social Sciences > Warwick Business School > Operational Research & Management Sciences Faculty of Social Sciences > Warwick Business School |
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| Library of Congress Subject Headings (LCSH): | Evolutionary computation -- Research, Evolutionary computation -- Classification, Reproducible research | |||||||||
| Journal or Publication Title: | ACM Transactions on Evolutionary Learning and Optimization | |||||||||
| Publisher: | Association for Computing Machinery (ACM) | |||||||||
| ISSN: | 2688-299X | |||||||||
| Official Date: | December 2021 | |||||||||
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| Volume: | 1 | |||||||||
| Number: | 4 | |||||||||
| Article Number: | 14 | |||||||||
| DOI: | 10.1145/3466624 | |||||||||
| Status: | Peer Reviewed | |||||||||
| Publication Status: | Published | |||||||||
| Publisher Statement: | © ACM, 2021. This is the author's version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version was published in Lopez-Ibanez, Manuel, Branke, Juergen and Paquete, Luis (2021) Reproducibility in evolutionary computation. ACM Transactions on Evolutionary Learning and Optimization, 1 (4). 14. http://doi.acm.org/10.1145/3466624 | |||||||||
| Access rights to Published version: | Restricted or Subscription Access | |||||||||
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