计算机工程与应用 ›› 2009, Vol. 45 ›› Issue (24): 136-139.DOI: 10.3778/j.issn.1002-8331.2009.24.040

• 数据库、信息处理 • 上一篇    下一篇

FPNN:优化的过程神经网络模型及其应用

王 蕾1,平 静1,宋国杰2   

  1. 1.安阳师范学院 计算机与信息工程学院,河南 安阳 455002
    2.北京大学 信息科学技术学院,北京 100871
  • 收稿日期:2009-02-05 修回日期:2009-04-02 出版日期:2009-08-21 发布日期:2009-08-21
  • 通讯作者: 王 蕾

FPNN:Optimized process neural network model and its application

WANG Lei1,PING Jing1,SONG Guo-jie2   

  1. 1.School of Computer and Information Engineering,Anyang Normal University,Anyang,Henan 455002,China
    2.School of Electronics Engineering and Computer Science,Peking University,Beijing 100871,China
  • Received:2009-02-05 Revised:2009-04-02 Online:2009-08-21 Published:2009-08-21
  • Contact: WANG Lei

摘要: 利用既定条件下过程神经元与傅里叶神经元的等价性,提出一种优化的过程神经网络模型FPNN,并对等价性进行了证明。FPNN网络在保持了过程神经网络模型表达能力和预测准确率的同时,继承了FNN的优点,大大提高了模型的效率。

关键词: 傅里叶神经网络, 过程神经网络, 傅里叶过程神经网络, 分类, 模型转换

Abstract: Through a transformation under certain condition,this paper transforms a PNN model into an identical FNN model,named FPNN model.The equivalence also has been presented in detail.It achieves higher time efficiency without any decrease of representation power or forecast correctness.

Key words: Fourier Neural Network(FNN), Process Neural Network(PNN), Fourier Process Neural Network(FPNN), classification, model transformation

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