Structural search spaces and genetic operators.
In a previous paper (Rowe et al., 2002), aspects of the theory of genetic algorithms were generalised to the case where the search space, omega, had an arbitrary group action defined on it. Conditions under which genetic operators respect certain subsets of omega were identified, leading to a generalisation of the term schema. In this paper, search space groups with more detailed structure are examined. We define the class of structural crossover operators that respect certain schemata in these groups, which leads to a generalised schema theorem. Recent results concerning the Fourier (or Walsh) transform are generalised. In particular, it is shown that the matrix group representing omega can be simultaneously diagonalised if and only if omega is Abelian. Some results concerning structural crossover and mutation are given for this case.
Rowe
Jonathan E
JE
School of Computer Science, University of Birmingham, Birmingham B15 2TT, Great Britain. J.E.Rowe@cs.bham.ac.uk
Vose
Michael D
MD
Wright
Alden H
AH
D000465:Algorithms; D003434:Crossing Over, Genetic; D006801:Humans; D008957:Models, Genetic; D009154:Mutation