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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 batch gradient algorithm for feedforward neural network training
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论文类型:期刊论文
发表时间:2007-03-01
发表刊物:Journal of Information and Computational Science
收录刊物:EI
卷号:4
期号:1
页面范围:251-255
ISSN号:15487741
摘要:Gradient algorithm has been widely used as a learning algorithm for training the weights of feedforward neural networks. A simple criterion is used to choose the learning rate during each cycle of training iteration. A convergence result of the corresponding batch gradient algorithm and the monotonicity error function in the iteration are proved, which are stronger than the usual results for general optimization problems. A supporting numerical experiment is also presented.