文章基本信息

标题：Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks
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作者：Huisheng Zhang ; Chao Zhang ; Wei Wu 等
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.