• DocumentCode
    3452107
  • Title

    Study on preclassification for handwritten Chinese character based on neural net and fuzzy matching algorithm

  • Author

    Lu, Da ; Chen, Qiwei ; Pu, Wei ; Xie, Mingpei

  • Author_Institution
    Dept. of Phys. & Electron. Sci., Changshu Inst. of Technol., Changshu
  • fYear
    2007
  • fDate
    15-18 Dec. 2007
  • Firstpage
    1344
  • Lastpage
    1349
  • Abstract
    To settle the recognition task of handwritten Chinese characters, the authors put forward a method for handwritten Chinese character preclassification before character recognition. In this method, Neocognitron was used in extracting stroke features, then uses the Supervised Extended ART (SEART) to create some preclassification groups, and uses matching algorithm of fuzzy prototypes of similarity measurement for character preclassification. The experiment shows this method is effective when used for handwritten Chinese character classification and characters of the testing set can be distributed into correct preclassification classes at a rate of 98.22%.
  • Keywords
    fuzzy set theory; handwritten character recognition; neural nets; pattern classification; pattern matching; Neocognitron; Supervised Extended ART; character recognition; fuzzy matching algorithm; handwritten Chinese character preclassification; handwritten Chinese character reclassification; neural net; stroke feature extraction; Character recognition; Feature extraction; Fuzzy neural networks; Fuzzy sets; Handwriting recognition; Neural networks; Pattern recognition; Probability; Prototypes; Subspace constraints; artificial neural network; fuzzy matching algorithm; handwritten Chinese character preclassification; supervised extended ART;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Biomimetics, 2007. ROBIO 2007. IEEE International Conference on
  • Conference_Location
    Sanya
  • Print_ISBN
    978-1-4244-1761-2
  • Electronic_ISBN
    978-1-4244-1758-2
  • Type

    conf

  • DOI
    10.1109/ROBIO.2007.4522359
  • Filename
    4522359