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The building block fallacy Export

(1997)

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ga-theory genetic-algorithms schema-theory

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Genetic Algorithms (GAs) are increasingly used for such purposes as deriving programs [1] and producing designs for robots [2]. According to the building-block hypothesis and schema analysis of Holland [3] the GA is an efficient search method. However, empirical work has shown that in some cases the method is outperformed by simpler processes such as random-permutation hill climbing [4] and [5]. The present paper reexamines Holland's framework (as formulated by Goldberg [6]) and finds...


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