• DocumentCode
    2871154
  • Title

    An improved BP algorithm for pattern recognition

  • Author

    Yujuan, Zeng ; Xiangdong, Wang ; Shoujue, Wang

  • Author_Institution
    Inst. of Semicond., Acad. Sinica, Beijing, China
  • Volume
    2
  • fYear
    1998
  • fDate
    1998
  • Firstpage
    1327
  • Abstract
    An improved backpropagation (BP) algorithm for pattern recognition is proposed in this paper. Using a function substitution for an error measure, it resolves the inconsistency of the BP algorithm for pattern recognition problems, i.e. the quadratic error is not sensitive to whether the training pattern is recognized correctly or not. Trained by this new method, the computer simulation result shows that the convergence speed is trebled and the performance of the network is better than the conventional BP algorithm with momentum and adaptive step size
  • Keywords
    backpropagation; convergence; neural nets; pattern recognition; BP algorithm; backpropagation algorithm; convergence speed; error measure; function substitution; pattern recognition; quadratic error; training pattern; Computer errors; Computer simulation; Content addressable storage; Convergence; Error correction; Feedforward neural networks; Feedforward systems; Neural networks; Optimization methods; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Proceedings, 1998. ICSP '98. 1998 Fourth International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-4325-5
  • Type

    conf

  • DOI
    10.1109/ICOSP.1998.770864
  • Filename
    770864