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2003 | OriginalPaper | Chapter

Analysis of a Digit Concatenation Approach to Constant Creation

Authors : Michael O’Neill, Ian Dempsey, Anthony Brabazon, Conor Ryan

Published in: Genetic Programming

Publisher: Springer Berlin Heidelberg

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This study examines the utility of employing digit concatenation, as distinct from the traditional expression based approach, for the purpose of evolving constants in Grammatical Evolution. Digit concatenation involves creating constants (either whole or real numbers) by concatenating digits to form a single value. The two methods are compared using three different problems, which are finding a static real constant, finding dynamic real constants, and a quadratic map, which on iteration generates a chaotic time-series. The results indicate that the digit concatenation approach results in a significant improvement in the best fitness obtained across all problems analysed here.

Metadata
Title
Analysis of a Digit Concatenation Approach to Constant Creation
Authors
Michael O’Neill
Ian Dempsey
Anthony Brabazon
Conor Ryan
Copyright Year
2003
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/3-540-36599-0_16