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  • 标题:Convergence of an Online Split-Complex Gradient Algorithm for Complex-Valued Neural Networks
  • 本地全文:下载
  • 作者:Huisheng Zhang ; Dongpo Xu ; Zhiping Wang
  • 期刊名称:Discrete Dynamics in Nature and Society
  • 印刷版ISSN:1026-0226
  • 电子版ISSN:1607-887X
  • 出版年度:2010
  • 卷号:2010
  • DOI:10.1155/2010/829692
  • 出版社:Hindawi Publishing Corporation
  • 摘要:The online gradient method has been widely used in training neural networks. We consider in this paper an online split-complex gradient algorithm for complex-valued neural networks. We choose an adaptive learning rate during the training procedure. Under certain conditions, by firstly showing the monotonicity of the error function, it is proved that the gradient of the error function tends to zero and the weight sequence tends to a fixed point. A numerical example is given to support the theoretical findings.
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