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个人信息Personal Information
教授
博士生导师
硕士生导师
性别：男
毕业院校：英国牛津大学数学所
学位：博士
所在单位：数学科学学院
学科：计算数学
电子邮箱：wuweiw@dlut.edu.cn
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CONVERGENCE OF SPLIT-COMPLEX BACKPROPAGATION ALGORITHM WITH A MOMENTUM
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论文类型：期刊论文
发表时间：2011-01-01
发表刊物：NEURAL NETWORK WORLD
收录刊物：Scopus、SCIE、EI
卷号：21
期号：1
页面范围：75-90
ISSN号：1210-0552
关键字：Complex-valued neural networks; split-complex backpropagation algorithm; convergence
摘要：This paper investigates a split-complex backpropagation algorithm with momentum (SCBPM) for complex-valued neural networks. Convergence results for SCBPM are proved under relaxed conditions and compared with the existing results. Monotonicity of the error function during the training iteration process is also guaranteed. Two numerical examples are given to support the theoretical findings.