Beadle, Lawrence and Johnson, Colin G. (2008) Semantically Driven Crossover in Genetic Programming. In: 2008 IEEE Congress on Evolutionary Computation. IEEE, pp. 111-116. ISBN 978-1-4244-1822-0. (doi:10.1109/CEC.2008.4630784) (KAR id:23989)
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Official URL: http://dx.doi.org/10.1109/CEC.2008.4630784 |
Abstract
Crossover forms one of the core operations in genetic programming and has been the subject of many different investigations. We present a novel technique, based on semantic analysis of programs, which forces each crossover to make candidate programs take a new step in the behavioural search space. We demonstrate how this technique results in better performance and smaller solutions in two separate genetic programming experiments.
Item Type: | Book section |
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DOI/Identification number: | 10.1109/CEC.2008.4630784 |
Uncontrolled keywords: | Genetic programming, program semantics, crossover, reduced ordered binary decision diagrams |
Subjects: | Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming, |
Divisions: | Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing |
Funders: | Institute of Electrical and Electronics Engineers (https://ror.org/01n002310) |
Depositing User: | Mark Wheadon |
Date Deposited: | 29 Mar 2010 12:09 UTC |
Last Modified: | 05 Nov 2024 10:03 UTC |
Resource URI: | https://kar.kent.ac.uk/id/eprint/23989 (The current URI for this page, for reference purposes) |
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