Grammar-based Genetic Programming: a survey

Grammar formalisms are one of the key representation structures in Computer Science. So it is not surprising that they have also become important as a method for formalizing constraints in Genetic Programming (GP). Practical grammar-based GP systems first appeared in the mid 1990s, and have subseque...

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Veröffentlicht in:Genetic programming and evolvable machines 2010-09, Vol.11 (3-4), p.365-396
Hauptverfasser: McKay, Robert I., Hoai, Nguyen Xuan, Whigham, Peter Alexander, Shan, Yin, O’Neill, Michael
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Sprache:eng
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Zusammenfassung:Grammar formalisms are one of the key representation structures in Computer Science. So it is not surprising that they have also become important as a method for formalizing constraints in Genetic Programming (GP). Practical grammar-based GP systems first appeared in the mid 1990s, and have subsequently become an important strand in GP research and applications. We trace their subsequent rise, surveying the various grammar-based formalisms that have been used in GP and discussing the contributions they have made to the progress of GP. We illustrate these contributions with a range of applications of grammar-based GP, showing how grammar formalisms contributed to the solutions of these problems. We briefly discuss the likely future development of grammar-based GP systems, and conclude with a brief summary of the field.
ISSN:1389-2576
1573-7632
DOI:10.1007/s10710-010-9109-y