Grammatical evolution

Citation
M. O'Neill et C. Ryan, Grammatical evolution, IEEE T EV C, 5(4), 2001, pp. 349-358
Citations number
37
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
ISSN journal
1089778X → ACNP
Volume
5
Issue
4
Year of publication
2001
Pages
349 - 358
Database
ISI
SICI code
1089-778X(200108)5:4<349:GE>2.0.ZU;2-C
Abstract
We present grammatical evolution, an evolutionary algorithm that can evolve complete programs in an arbitrary language using a variable-length binary string. The binary genome determines which production rules in a Backus-Nau r form grammar definition are used in a genotype-to-phenotype mapping proce ss to a program. We demonstrate how expressions and programs of arbitrary c omplexity may be evolved and compare its performance to genetic programming .