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Phenotypical Building Blocks for Genetic Programming Export

edited by: Thomas Back

In Genetic Algorithms: Proceedings of the Seventh International Conference (JanuarySeptember-FebruaryMarch 1997), pp. 26-33.

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analysis building-blocks evolutionary-computation genetic-programming ummgpbb06

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The theoretical foundations of genetic algorithms (GA) rest on the shoulders of the Schema Theorem, which states that the building blocks, highly fit compact subsets of the chromosome, are more likely to survive from one generation to the next. The theory of genetic programming (GP) is tenuous, borrowing heavily from that of GA. As the GP can be considered to be a GA operating on a tree structure, this borrowing is adequate for most. Part of the problem of tying GP theory to the schema theorem...


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