A genetic engineering approach to genetic algorithms

Citation
Js. Gero et V. Kazakov, A genetic engineering approach to genetic algorithms, EVOL COMPUT, 9(1), 2001, pp. 71-92
Citations number
24
Categorie Soggetti
Computer Science & Engineering
Journal title
EVOLUTIONARY COMPUTATION
ISSN journal
10636560 → ACNP
Volume
9
Issue
1
Year of publication
2001
Pages
71 - 92
Database
ISI
SICI code
1063-6560(200121)9:1<71:AGEATG>2.0.ZU;2-M
Abstract
We present an extension to the standard genetic algorithm (GA), which is ba sed on concepts of genetic engineering. The motivation is to discover usefu l and harmful genetic materials and then execute an evolutionary process in Such a way that the population becomes increasingly composed of useful gen etic material and increasingly free of the harmful genetic material. Compar ed to the standard GA, it provides some computational advantages as well as a tool for automatic generation of hierarchical genetic representations sp ecifically tailored to suit certain classes of problems.