ABSTRACT

A Statistical Mechanician's Viewpoint on Genetic Dynamics and Evolutionary Algorithms

Dr. C.R. Stephens Instituto de Ciencias Nucleares, Universidad Nacional Autonoma de Mexico and Department of Computer Science, University of Birmingham

The seminar will review recent work on exact dynamical evolution equations for genetic algorithms - in particular, showing how these equations in the presence of genetic recombination naturally "coarse grain" in a way familiar to statistical physicists through the renormalization group. This will lead to a demonstration of how such a formulation produces new qualitative and quantitative insights into the behaviour of genetic algorithms, and also makes exact solutions possible in certain simple cases.

Dr. Stephens is a physicist by training, and is now a world expert on the theoretical analysis of genetic algorithms. He has published a mathematically rigerous formulation of the Schema Theorem for genetic algorithms. His Web site is www.nuclecu.unam.mx/~nncp/people.html


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