Abstract | ||
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This paper proposes a new architecture for tree-based genetic programming to evolve schema directly. It uses fixed length hs-expressions to represent program trees, keeps schema information in an instruction matrix, and extracts individuals from it. In order to manipulate the instruction matrix and the hs-expression, new genetic operators and new matrix functions are developed. The experimental results verify that its results are better than those of the canonical genetic programming on the problems tested in this paper. |
Year | DOI | Venue |
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2005 | 10.1007/978-3-540-31989-4_24 | EuroGP |
Keywords | Field | DocType |
instruction matrix,length hs-expressions,schema information,tree-based genetic programming,extracts individual,new architecture,new matrix function,new genetic operator,canonical genetic programming,genetic operator,matrix function | Defining length,Computer science,Matrix (mathematics),Matrix function,Theoretical computer science,Genetic programming,Schema evolution,Schema (psychology),Genetic algorithm,Schema (genetic algorithms) | Conference |
Volume | ISSN | ISBN |
3447 | 0302-9743 | 3-540-25436-6 |
Citations | PageRank | References |
5 | 0.46 | 3 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Gang Li | 1 | 26 | 3.36 |
Kin Hong Lee | 2 | 50 | 6.56 |
Kwong-Sak Leung | 3 | 1887 | 205.58 |