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Book Chapter
Non-parametric Estimation of Properties of Combinatorial Landscapes
Book Series
Lecture Notes in Computer Science
Publisher
Springer Berlin / Heidelberg
ISSN
0302-9743 (Print) 1611-3349 (Online)
Volume
Volume 2279/2002
Book
Applications of Evolutionary Computing
DOI
10.1007/3-540-46004-7
Copyright
2002
ISBN
978-3-540-43432-0
DOI
10.1007/3-540-46004-7_4
Pages
31-40
Subject Collection
Computer Science
SpringerLink Date
Tuesday, January 01, 2002
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Non-parametric Estimation of Properties of Combinatorial Landscapes
Anton Eremeev
5
and Colin R. Reeves
6
(5)
Discrete Optimization Laboratory, Sobolev Institute of Mathematics (Omsk Branch), Omsk, Russia
(6)
School of Mathematical andInformation Sciences, Coventry University, Coventry, UK
Abstract
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.
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