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Experimental Study of Isolated Multipopulation Genetic Programming

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Proceedings of the 26th Annual Conference of the IEEE Industrial Electronics Society, 1697, Seite 2672--2677. Nagoya, Japan, IEEE Press, (Oktober 2000)

Zusammenfassung

In this paper we present results obtained when comparing classic genetic programming (GP) with the isolated multipopulation version. Our first discovery was that sometimes, given a certain number of individuals, it is useful to distribute them among several populations even when no communication is allowed. This consequently lead to research concentrating on three main questions: firstly, how to distribute individuals according to the problem in hand; secondly, how many populations must be employed in proportion to the effort and fitness involved when solving a problem; and finally, how to use isolated multipopulation GP in the classification of problems.

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