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个人信息Personal Information
副教授
硕士生导师
性别：男
毕业院校：吉林大学
学位：博士
所在单位：数学科学学院
电子邮箱：lizx@dlut.edu.cn
扫描关注
Convergence of gradient method with momentum for back-propagation neural networks
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论文类型：期刊论文
发表时间：2008-07-01
发表刊物：JOURNAL OF COMPUTATIONAL MATHEMATICS
收录刊物：SCIE
卷号：26
期号：4
页面范围：613-623
ISSN号：0254-9409
关键字：back-propagation (BP) neural networks; gradient method; momentum; convergence
摘要：In this work, a gradient method with momentum for BP neural networks is considered. The momentum coefficient is chosen in an adaptive manner to accelerate and stabilize the learning procedure of the network weights. Corresponding convergence results are proved.