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个人信息Personal Information
教授
博士生导师
硕士生导师
性别:女
毕业院校:日本九州大学
学位:博士
所在单位:控制科学与工程学院
办公地点:创新园大厦B601
联系方式:minhan@dlut.edu.cn
电子邮箱:minhan@dlut.edu.cn
The Learning Algorithm Based on Multiresolution Analysis for Neural Networks
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论文类型:会议论文
发表时间:2008-06-01
收录刊物:EI、CPCI-S、Scopus
页面范围:783-787
摘要:The multiresolution analysis learning algorithm (MRAL) for neural networks is proposed to get a more precious model from the noisy data set, which based on Multiresolution Analysis (MRA) of the wavelet transformation and nondominated sorting genetic algorithm-II (NSGA-II). Several different scaled signals of the error function are used as the objections, and NSGA-II algorithm is applied to optimize this multiobjective problem. The new algorithm can improve the study ability of the neural networks. Two examples are provided to illustrate the efficiency of the MRAL algorithm.