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  • 标题:Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks
  • 本地全文:下载
  • 作者:Huisheng Zhang ; Chao Zhang ; Wei Wu
  • 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:2009
  • 卷号:2009
  • DOI:10.1155/2009/329173
  • 出版社:Hindawi Publishing Corporation
  • 摘要:The batch split-complex backpropagation (BSCBP) algorithm for training complex-valued neural networks is considered. For constant learning rate, it is proved that the error function of BSCBP algorithm is monotone during the training iteration process, and the gradient of the error function tends to zero. By adding a moderate condition, the weights sequence itself is also proved to be convergent. A numerical example is given to support the theoretical analysis.
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