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- W2952019436 abstract "The notion of building blocks can be related to the structure of the offspring probability distribution: loci of which variability is strongly correlated constitute a building block. We call this correlated exploration. With this background we analyze the structure of the offspring probability distribution, or exploration distribution, for a GA with mutation only, a crossover GA, and an Estimation-Of-Distribution Algorithm (EDA). The results allow a precise characterization of the structure of the crossover exploration distribution. Essentially, the crossover operator destroys mutual information between loci by transforming it into entropy; it does the inverse of correlated exploration. In contrast, the objective of EDAs is to model the mutual information between loci in the fitness distribution and thereby they induce correlated exploration." @default.
- W2952019436 created "2019-06-27" @default.
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- W2952019436 date "2002-12-11" @default.
- W2952019436 modified "2023-09-27" @default.
- W2952019436 title "The structure of evolutionary exploration: On crossover, buildings blocks and Estimation-Of-Distribution Algorithms" @default.
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