Design of piecewise linear classifiers from formal neurons by a basis exchange technique
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摘要
A procedure of design of piecewise linear classifiers from formal neurons is described. The classifier is designed on the base of the learning sets in such a manner that these sets are completely reclassified by a two-layer network of formal neurons. The proposed procedure uses a basis exchange technique which allows us to find a solution after a finite number of iterations.
论文关键词:Piecewise linear classifiers,Formal neurons,Perceptron criterion function,Basis exchange technique
论文评审过程:Received 28 March 1989, Revised 12 December 1990, Available online 19 May 2003.
论文官网地址:https://doi.org/10.1016/0031-3203(91)90005-P