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Modelling niches of arbitrary shape in genetic algorithms using Niche Linkage in the Dynamic Niche Clustering framework

Gan, J. and Warwick, K. (2002) Modelling niches of arbitrary shape in genetic algorithms using Niche Linkage in the Dynamic Niche Clustering framework. In: Congress on evolutionary computation: CEC '02, 12 May 2002, Honolulu, HI, USA, pp. 43-48, https://doi.org/10.1109/CEC.2002.1006207.

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To link to this item DOI: 10.1109/CEC.2002.1006207

Abstract/Summary

We present some additions to a fuzzy variable radius niche technique called Dynamic Niche Clustering (DNC) (Gan and Warwick, 1999; 2000; 2001) that enable the identification and creation of niches of arbitrary shape through a mechanism called Niche Linkage. We show that by using this mechanism it is possible to attain better feature extraction from the underlying population.

Item Type:Conference or Workshop Item (Paper)
Refereed:Yes
Divisions:Science
ID Code:21610
Uncontrolled Keywords:clustering algorithms, convergence, couplings, cybernetics, feature extraction, gallium nitride, genetic algorithms, multi-stage noise shaping, performance analysis, shape

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