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Foundations of Genetic Algorithms 2001 (FOGA 6) by Worthy N. Martin, William Spears, Worth Martin

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New Methods for Tunable, Random Landscapes

R.E. Smith; J.E. Smith    The Intelligent Computer Systems Centre, The University of The West of England, Bristol, UK

Abstract

To understand the behaviour of search methods (including GAs), it is useful to understand the nature of the landscapes they search. What makes a landscape complex to search? Since there are an infinite number of landscapes, with an infinite number of characteristics, this is a difficult question. Therefore, it is interesting to consider parameterised landscape generators, if the parameters they employ have direct and identifiable effects on landscape complexity. A prototypical examination of this sort is the generator provided by NK landscapes. However, previous work by the authors ...

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