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Published in:
2002 | OriginalPaper | Chapter
Non-parametric Estimation of Properties of Combinatorial Landscapes
Authors : Anton Eremeev, Colin R. Reeves
Published in: Applications of Evolutionary Computing
Publisher: Springer Berlin Heidelberg
Included in: Professional Book Archive
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Earlier papers [1],[2] introduced some statistical estimation methods for measuring certain properties of landscapes induced by heuristic search methods: in particular, the number of optima. In this paper we extendthis approach to non-parametric methods which allow us to relax a critical assumption of the earlier approach. Two techniques are described—the jackknife and the bootstrap—based on statistical ideas of resampling, and the results of some empirical studies are presented and analysed.