Repeated patterns in tree genetic programming

被引:0
|
作者
Langdon, WB [1 ]
Banzhaf, W
机构
[1] Univ Essex, Colchester CO4 3SQ, Essex, England
[2] Mem Univ Newfoundland, St John, NF A1C 5S7, Canada
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暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We extend our analysis of repetitive patterns found in genetic programming genomes to tree based GP. As in linear GP, repetitive patterns are present in large numbers. Size fair crossover limits bloat in automatic programming, preventing the evolution of recurring motifs. We examine these complex properties in detail: e.g. using depth v. size, Catalan binary tree shape plots, subgraph and subtree matching, information entropy; syntactic and semantic fitness correlations and diffuse introns. We relate this emergent phenomenon to considerations about building blocks in GP and how GP works.
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页码:190 / 202
页数:13
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