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Promoting Generalization of Learned Behaviours in Genetic Programming

. Fifth International Conference on Parallel Problem Solving from Nature, volume 1498 of LNCS, page 491--500. Amsterdam, Springer-Verlag, (27-30 September 1998)

Abstract

Recently, growing numbers of research concentrate on robustness of the programs evolved using GP. While some of the researchers report on the brittleness of the solutions evolved, some others proposed methods of promoting robustness. It is important that these methods are not ad hoc and specific for a certain experimental setup. In this research, brittleness of solutions found for the artificial ant problem is reported, and a new method promoting generalization of the solution is presented.

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