Modular neural networks with fuzzy Sugeno integral for pattern recognition

被引：1
|
作者：
Melin, P [1 ]
Gonzalez, C [1 ]
Bravo, D [1 ]
机构：
[1] Tijuana Inst Technol, Dept Comp Sci, Tijuana, Mexico
来源：
NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society | 2005年
关键词：
D O I：
10.1109/NAFIPS.2005.1548605
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We describe in this paper a new approach for pattern recognition using modular neural networks with a fuzzy logic method for response integration. We proposed a new architecture for modular neural networks for achieving pattern recognition in the particular case of human faces and fingerprints. Also, the method for achieving response integration is based on the fuzzy Sugeno integral with some modifications. Response integration is required to combine the outputs of all the modules in the modular network. We have applied the new approach for fingerprint and face recognition with a real database from students of our institution.
引用
收藏
页码：602 / 606
页数：5
相关论文
共 50 条
  • [1] Pattern recognition for industrial security using the fuzzy sugeno integral and modular neural networks
    Melin, Patricia
    Mancilla, Alejandra
    Lopez, Miguel
    Solano, Daniel
    Soto, Miguel
    Castillo, Oscar
    [J]. SOFT COMPUTING IN INDUSTRIAL APPLICATIONS: RECENT AND EMERGING METHODS AND TECHNIQUES, 2007, 39 : 105 - +
  • [2] Pattern recognition using the fuzzy Sugeno integral for response integration in modular neural networks
    Melin, P
    Quezada, A
    Castillo, O
    [J]. NAFIPS 2004: ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, VOLS 1AND 2: FUZZY SETS IN THE HEART OF THE CANADIAN ROCKIES, 2004, : 367 - 372
  • [3] Pattern recognition for industrial monitoring and security using the fuzzy sugeno integral and modular neural networks
    Melin, Patricia
    Mancilla, Alejandra
    Lopez, Miguel
    Soria, Jose
    Castillo, Oscar
    [J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 2982 - +
  • [4] Modular neural networks and fuzzy Sugeno integral for face and fingerprint recognition
    Melin, Patricia
    Gonzalez, Claudia
    Bravo, Diana
    Gonzalez, Felma
    Martinez, Gabriela
    [J]. APPLIED SOFT COMPUTING TECHNOLOGIES: THE CHALLENGE OF COMPLEXITY, 2006, 34 : 603 - 618
  • [5] Modular neural networks with fuzzy Sugeno integral for human face and fingerprint recognition
    Melin, P
    Mancilla, A
    Gonzalez, C
    Bravo, D
    [J]. Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 172 - 175
  • [6] Fingerprint recognition using the fuzzy Sugeno integral for response integration in modular neural networks
    Melin, Patricia
    Bravo, Diana
    Castillo, Oscar
    [J]. INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2008, 37 (04) : 499 - 515
  • [7] Modular neural networks with fuzzy sugeno integral response integration for face and fingerprint recognition
    Melin, P
    Mancilla, A
    Gonzalez, C
    Bravo, D
    [J]. IC-AI '04 & MLMTA'04 , VOL 1 AND 2, PROCEEDINGS, 2004, : 91 - 97
  • [8] Face recognition using modular neural networks and fuzzy Sugeno integral for response integration
    Melin, P
    Gonzalez, C
    Gonzalez, F
    Castillo, O
    [J]. Proceedings of the International Joint Conference on Neural Networks (IJCNN), Vols 1-5, 2005, : 349 - 354
  • [9] Face recognition using modular neural networks and the fuzzy Sugeno integral for response integration
    Melin, P
    Felix, C
    Castillo, O
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2005, 20 (02) : 275 - 291
  • [10] Pattern recognition using modular neural networks and fuzzy integral as method for response integration
    Melin, Patricia
    Carranza, Melchor
    Salazar, Pedro
    Nunez, Rene
    [J]. ANALYSIS AND DESIGN OF INTELLIGENT SYSTEMS USING SOFT COMPUTING TECHNIQUES, 2007, 41 : 365 - +
12345