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Some Exact Results from a Coarse Grained Formulation of Genetic Dynamics

arXiv:nlin/0105029

Abstract

We extend a recently developed exact schema based, or coarse grained, formulation of genetic dynamics \cite{stewael,stewael1,stewael2} and its associated exact Schema theorem to an arbitrary selection scheme and a general crossover operator. We show that the intuitive``building block'' interpretation of the former is preserved leading to hierarchical formal solutions of the equations that upon iteration lead to new results for the limiting distribution of a population in the case of 1-point crossover and ``weak'' selection, where we define quantitatively ``weak''. We also derive an exact, analytic form for the population distribution as a function of time for a flat landscape and 1-point crossover.

9 pages latex, 1 style file proceedings.sty. To be published in Proceedings of GECCO 2001, Morgan Kauffman (2001) (submitted January 23rd 2001); minor modification to section 5 made 17/05/01. No results changed