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文章基本信息

  • 标题:Le reti neurali in problemi di classificazione: una soluzione basata sui metodi di segmentazione binaria
  • 作者:Marilena Pillati
  • 期刊名称:Statistica
  • 印刷版ISSN:1973-2201
  • 出版年度:2001
  • 卷号:61
  • 期号:3
  • DOI:10.6092/issn.1973-2201/1186
  • 语种:English
  • 出版社:Dep. of Statistical Sciences "Paolo Fortunati", Università di Bologna
  • 摘要:In this paper the use of neural networks in the solution of a classification problem is described and a non parametric classifier which combines radial basis function networks (RBF networks) and binary classification trees is proposed. It is shown that from a classification tree a class of RBF networks can be derived, whose elements differ in the degree of dependence from the discriminant rules described by the tree. A simulation study based on a two-class problem shows that the proposal represents a valid solution, particularly in presence of noisy variables.
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