吴微

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

扫描关注

论文成果

当前位置: 吴微 >> 科学研究 >> 论文成果

Convergence of batch gradient algorithm for feedforward neural network training

点击次数:

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.