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Procedia Engineering
Article . 2011 . Peer-reviewed
License: CC BY NC ND
Data sources: Crossref
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Procedia Engineering
Article . 2011
License: CC BY NC ND
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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Estimation of Distribution Algorithms based on Nested Archimedean Copulas

Authors: Wang, Xiaoping; Gao, Huimin; Zeng, Jianchao; Ye, Baolin;

Estimation of Distribution Algorithms based on Nested Archimedean Copulas

Abstract

AbstractThe main hurdle for EDAs is how to estimate and sample the joint probability distribution, especially in d-dimensiona case (d>2). Copula theory provides a useful tool for multivariate probability analysis, which separates joint probability distribution function into product of marginal distributions. We introduce a new paradigm, called Ncopula-EDAs, which integrates EDAs with nested Archimedean copulas, and indicates an innovative way to solve the multivariate and multiple dependences optimization problem. The case of three-dimensional problem is studied in detail. The sampling method of three-dimensional Nested Archimedean copula is illustrated, and the procedure of three-dimensional Ncopula-EDAs is described. The experiment results validate the feasibility and efficiency of our algorithm.

Related Organizations
Keywords

Archimedean copulas, Joint distribution, Nested, EDAs, High dimension, Engineering(all)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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