Gallagher, Marcus ;
Yuan, Bo
A Mathematical Modelling Technique for the Analysis of the Dynamics of a Simple Continuous EDA
Abstract
We describe a mathematical model for the infinite-population dynamics of a simple continuous EDA: UMDAc. Using this model, it is possible to numerically generate the dynamics of the algorithm on a fitness function of known form. The technique is compared with existing analysis and illustrated on a number of simple test problems. The model is also used to examine the effect of adding an amplification constant to the variance parameter of the UMDAc model.
BibTeX - Entry
@InProceedings{gallagher_et_al:DSP:2006:594,
author = {Marcus Gallagher and Bo Yuan},
title = {A Mathematical Modelling Technique for the Analysis of the Dynamics of a Simple Continuous EDA},
booktitle = {Theory of Evolutionary Algorithms},
year = {2006},
editor = {Dirk V. Arnold and Thomas Jansen and Michael D. Vose and Jonathan E. Rowe},
number = {06061},
series = {Dagstuhl Seminar Proceedings},
ISSN = {1862-4405},
publisher = {Internationales Begegnungs- und Forschungszentrum f{\"u}r Informatik (IBFI), Schloss Dagstuhl, Germany},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2006/594},
annote = {Keywords: Estimation of Distribution Algorithms}
}
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Keywords: |
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Estimation of Distribution Algorithms |
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Seminar: |
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06061 - Theory of Evolutionary Algorithms
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Issue date: |
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2006 |
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Date of publication: |
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07.07.2006 |