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On Multi-Class Classification by Way of Niching  (Make Corrections)  
A. R. McIntyre and M. I. Heywood Faculty of Computer Science, Dalhousie...



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Abstract: In recent literature, the niche enabling effects of crowding and the sharing algorithms have been systematically investigated in the context of Genetic Algorithms and are now established evolutionary methods for identifying optima in multi-modal problem domains. In this work, the niching metaphor is methodically explored in the context of a simultaneous multi-population GP classifier in order to investigate which (if any) properties of traditional sharing and crowding algorithms may be... (Update)

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BibTeX entry:   (Update)

@misc{ mcintyre-multiclass,
  author = "Mcintyre And Heywood",
  title = "On Multi-Class Classification by Way of Niching",
  url = "citeseer.ist.psu.edu/761147.html" }
Citations (may not include all citations):
696   UCI Repository of Machine Learning Databases (context) - Blake, Merz - 1998
148   An Investigation of Niche and Species Formation in Genetic F.. (context) - Deb, Goldberg - 1989
45   An Analysis of the Behaviour of a Class of Genetic Adaptive .. (context) - De Jong - 1975
36   Crowding and Preselection Revisited - Mahfoud - 1992
15   IEEE Transactions on Evolutionary Computation (context) - Yao, Liu et al. - 1999
14   Genetic Algorithms with dynamic Niche Sharing for Multimodal.. - Miller, Shaw - 1995
11   Data Mining and Knowledge Discovery with Evolutionary Algori.. (context) - Ghosh, Freitas - 2003
3   Application of Genetic Programming for Multicategory Pattern.. (context) - Kishore, Patnaik et al. - 2000
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