Generalized Evolutionary Algorithm based on Tsallis Statistics

Details Generalized Evolutionary Algorithm based on Tsallis Statistics Generalized Evolutionary Algorithm based on Tsallis Statistics

2004-07-16

arxiv.org/abs/cs/0407037v1

Computer Science

Artificial Intelligence

Submitted to Physical Review E, 5 pages, 6 figures

Scientific paper

Generalized evolutionary algorithm based on Tsallis canonical distribution is proposed. The algorithm uses Tsallis generalized canonical distribution to weigh the configurations for `selection' instead of Gibbs-Boltzmann distribution. Our simulation results show that for an appropriate choice of non-extensive index that is offered by Tsallis statistics, evolutionary algorithms based on this generalization outperform algorithms based on Gibbs-Boltzmann distribution.

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