Application of Fuzzy Rule-based Systems and ICA in Image Recognition

被引:0
|
作者
Liu, Fei [1 ]
机构
[1] Lianyungang Tech Coll, Lianyungang 222006, Jiangsu, Peoples R China
关键词
Support Vector Machines; Fuzzy Rules; Fuzzy System; Face Recognition; Independent Component Analysis;
D O I
暂无
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
In this paper, the author made use of fuzzy rules in fuzzy systems and the relationship between functions within the SVM, through SVM training data for learning, determined fuzzy rules from supporting vector to construct a rule-based fuzzy classifier. Meanwhile, the author did independent component analysis on the human face images and extracted independent component conducive to main facial features of classification. The fuzzy systems Experimental results on ORL face database show that the method is also suitable to solve classification problems of small sample, nonlinear, high dimensional pattern.
引用
收藏
页码:697 / 701
页数:5
相关论文
共 50 条
  • [1] FUZZY RULE-BASED SYSTEMS: THEORY AND APPLICATION TO GAMES
    Nakashima, Tomoharu
    MENDEL 2011 - 17TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING, 2011, : 119 - 124
  • [2] Fuzzy rule-based image processing
    Arakawa, K
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 1997, 8 (05) : 457 - 461
  • [3] Fuzzy and rule-based image convolution
    Looney, CG
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2000, 51 (3-4) : 209 - 219
  • [4] FUZZY RULE-BASED CLASSIFICATION SYSTEMS AND THEIR APPLICATION IN THE MEDICAL DOMAIN
    Schaefer, Gerald
    16TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MENDEL 2010, 2010, : 229 - 235
  • [5] Noninteractive fuzzy rule-based systems
    Lotfi, A
    Howarth, M
    INFORMATION SCIENCES, 1997, 99 (3-4) : 219 - 234
  • [6] Fuzzy rule-based hand gesture recognition
    Bedregal, Benjamin C.
    Costa, Antonio C. R.
    Dimuro, Gracaliz P.
    ARTIFICIAL INTELLIGENCE IN THEORY AND PRACTICE, 2006, 217 : 285 - +
  • [7] Chaining in fuzzy rule-based systems
    Hall, LO
    NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, 2000, : 906 - 910
  • [8] Capacities and overlap indexes with an application in fuzzy rule-based classification systems
    Paternain, D.
    Bustince, H.
    Pagola, M.
    Sussner, P.
    Kolesarova, A.
    Mesiar, R.
    FUZZY SETS AND SYSTEMS, 2016, 305 : 70 - 94
  • [9] Adaptive fuzzy rule-based classification systems
    Nozaki, K
    Ishibuchi, H
    Tanaka, H
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1996, 4 (03) : 238 - 250
  • [10] Decoupling of multivariable rule-based fuzzy systems
    Babuska, R
    Gegov, A
    Verbruggen, HB
    ARTIFICIAL INTELLIGENCE IN REAL-TIME CONTROL 1998, 1999, : 13 - 16