Johnson, Colin G. (2001) Finding Diverse Examples with Genetic Algorithms. In: John, Robert and Birkenhead, Ralph, eds. Developments in Soft Computing. Advances in Soft Computing . Physica, Heidelberg, Germany, pp. 92-99. ISBN 978-3-7908-1361-6. E-ISBN 978-3-7908-1829-1. (doi:10.1007/978-3-7908-1829-1_11) (KAR id:13591)
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| Official URL: http://dx.doi.org/10.1007/978-3-7908-1829-1_11 |
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Abstract
A number of real-world problems can be seen as instances of the general problem of emphfinding qualitative examples. In such a problem we know how to classify objects from a set into a large number of classes, and we would like to find one specific example for each class. In this paper we outline a number of problems which fit into this category, and analyse some of the requirements for a general heuristic for this category of problem. We then develop a heuristic for this type of problem, based on genetic algorithms, and investigate the application of this heuristic to some test problems.
| Item Type: | Book section |
|---|---|
| DOI/Identification number: | 10.1007/978-3-7908-1829-1_11 |
| Uncontrolled keywords: | classification, qualitative examples, evolutionary computing |
| Subjects: | Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming, |
| Institutional Unit: | Schools > School of Computing |
| Former Institutional Unit: |
Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing
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| Depositing User: | Mark Wheadon |
| Date Deposited: | 24 Nov 2008 17:59 UTC |
| Last Modified: | 20 May 2025 10:02 UTC |
| Resource URI: | https://kar.kent.ac.uk/id/eprint/13591 (The current URI for this page, for reference purposes) |
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https://orcid.org/0000-0002-9236-6581
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