• DocumentCode
    2896600
  • Title

    Learning Pattern Generation for Handwritten Chinese Character using Pattern Transform Method with Cosine Function

  • Author

    Chen, Guang ; Zhang, Hong-Gang ; Guo, Jun

  • Author_Institution
    Sch. of Inf. Eng., Beijing Univ. of Posts & Telecommun.
  • fYear
    2006
  • fDate
    13-16 Aug. 2006
  • Firstpage
    3329
  • Lastpage
    3333
  • Abstract
    In pattern recognition, the number and quality of learning patterns is of crucial importance. When the number and quality of learning patterns are limited, error occurs in the presumed distribution of patterns and the precision of whole recognition system decreases. In this paper, a new pattern generation method is proposed which contributes to improvement of the performance of a handwritten Chinese character recognition system. By using this pattern generation technique, we increase the number and quality of learning patterns by using transform method with cosine function. Patterns generated this way are then selected using pattern selection method and the patterns unsuitable for learning are discarded. The recognition experiment on HCL2000, a handwritten Chinese character database, shows that our method improves the recognition precision of whole system
  • Keywords
    handwritten character recognition; image recognition; image sampling; learning (artificial intelligence); transforms; HCL2000; cosine function; handwritten Chinese character database; handwritten Chinese character recognition system; learning pattern generation; pattern recognition; pattern transform method; Character generation; Character recognition; Cybernetics; Data mining; Databases; Electronic mail; Error analysis; Handwriting recognition; Machine learning; Pattern recognition; Probability density function; Statistical analysis; Statistical distributions; Chinese character recognition; HCL2000; Pattern recognition; pattern generation; pattern transform with cosine function;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2006 International Conference on
  • Conference_Location
    Dalian, China
  • Print_ISBN
    1-4244-0061-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2006.258469
  • Filename
    4028642