Study on an approach of feature selection for similar handwritten Chinese characters recognition

被引：0
|
作者：
Feng, J [1 ]
Piao, CH [1 ]
Wang, YF [1 ]
机构：
[1] Shijiazhuang Railway Inst, Dept Comp Sci, Shijiazhuang 050043, Hebei Province, Peoples R China
来源：
ICIA 2004: Proceedings of 2004 International Conference on Information Acquisition | 2004年
关键词：
feature selectio; genetic algorithms (GA; similar Chinese characters; support vector machines (SVM); wavelet transform and elastic meshing;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A feature selection approach for similar handwritten Chinese characters recognition is presented in this paper, which is based on genetic algorithms and support vector machines classifier. The technique of combining wavelet transform with elastic meshing is employed for a given handwritten character to extract its feature. The optimal features are selected by genetic algorithms and the problem of determining partial space of similar characters automatically is solved. The experiment results confirm the conclusion that the generalization performance of cross-validation fitness measure is better than that of in-sample validation one.
引用
收藏
页码：380 / 383
页数：4
相关论文
共 50 条
  • [31] Recognition of Handwritten Chinese Characters Based on Concept Learning
    Xu, Liang
    Wang, Yuxi
    Li, Xiuxi
    Pan, Ming
    IEEE ACCESS, 2019, 7 : 102039 - 102053
  • [32] Recognition of handwritten Chinese characters by critical region analysis
    Leung, K. C.
    Leung, C. H.
    PATTERN RECOGNITION, 2010, 43 (03) : 949 - 961
  • [33] The role of stroke nodes in the recognition of handwritten Chinese characters
    Zhu Yiming
    Zhao Yang
    Tang Ning
    Zhou Jifan
    Shen Mowei
    ACTA PSYCHOLOGICA SINICA, 2023, 55 (12) : 1903 - 1916
  • [34] Ring data for invariant recognition of handwritten Chinese characters
    Tseng, DC
    Chiu, HP
    Cheng, JC
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 1998, 14 (02) : 479 - 497
  • [35] RECOGNITION OF HANDWRITTEN CHINESE CHARACTERS BY MODIFIED RELAXATION METHODS
    WANG, AB
    FAN, KC
    HUANG, JS
    IMAGE AND VISION COMPUTING, 1994, 12 (08) : 509 - 522
  • [36] Evaluation and Recognition of Handwritten Chinese Characters Based on Similarities
    Zhao, Yuliang
    Zhang, Xinyue
    Fu, Boya
    Zhan, Zhikun
    Sun, Hui
    Li, Lianjiang
    Zhang, Guanglie
    APPLIED SCIENCES-BASEL, 2022, 12 (17):
  • [37] The recognition of handwritten Chinese characters from paper records
    Loudon, G
    Hong, C
    Wu, YM
    Zitserman, R
    1996 IEEE TENCON - DIGITAL SIGNAL PROCESSING APPLICATIONS PROCEEDINGS, VOLS 1 AND 2, 1996, : 923 - 926
  • [38] Metaheuristics for Feature Selection in Handwritten Digit Recognition
    Seijas, Leticia M.
    Carneiro, Raphael F.
    Santana, Clodomir J., Jr.
    Soares, Larissa S. L.
    Bezerra, Sabrina G. T. A.
    Bastos-Filho, Carmelo J. A.
    2015 LATIN AMERICA CONGRESS ON COMPUTATIONAL INTELLIGENCE (LA-CCI), 2015,
  • [39] A Feature Selection Algorithm for Handwritten Character Recognition
    Cordella, L.
    De Stefano, C.
    Fontanella, F.
    Marrocco, C.
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 2727 - 2730
  • [40] Feature Selection for Khmer Handwritten Text Recognition
    Annanurov, Bayram
    Noor, Norliza Mohd
    PROCEEDINGS OF THE 2017 IEEE RUSSIA SECTION YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING CONFERENCE (2017 ELCONRUS), 2017, : 626 - 630
12345