Simplification of Neuro-Fuzzy Models

被引：0
|
作者：
Siminski, Krzysztof [1 ]
机构：
[1] Silesian Tech Univ, Inst Informat, PL-44100 Gliwice, Poland
来源：
MAN-MACHINE INTERACTIONS | 2009年 / 59卷
关键词：
neuro-fuzzy system; hierarchical partition; simplification; INFERENCE SYSTEM; IDENTIFICATION;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The neuro-fuzzy system presented in the paper is a system with parameterized consequences implementing hierarchical partition of the input domain. The regions are described with attributes values. In this system not all attribute values must be used to constitute the region. The attributes of minor importance may be ignored. The results of experiments show that the simplified model have less parameters and can achieve better generalisation ability.
引用
收藏
页码：265 / 272
页数：8
相关论文
共 50 条
  • [41] A Hybrid Neuro-Fuzzy Element: a New Structural Node for Evolving Neuro-Fuzzy Systems
    Hu, Zhengbing
    Tyshchenko, Oleksii K.
    2018 IEEE SECOND INTERNATIONAL CONFERENCE ON DATA STREAM MINING & PROCESSING (DSMP), 2018, : 402 - 406
  • [42] A neuro-fuzzy framework for inferencing
    Chakraborty, S
    Pal, K
    Pal, NR
    NEURAL NETWORKS, 2002, 15 (02) : 247 - 261
  • [43] Neuro-fuzzy decision trees
    Bhatt, RB
    Gopal, M
    INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2006, 16 (01) : 63 - 78
  • [44] Neuro-fuzzy shadow filter
    Lo, BPL
    Yang, GZ
    COMPUTER VISION - ECCV 2002 PT III, 2002, 2352 : 381 - 392
  • [45] What exactly is ''neuro-fuzzy''?
    Brubaker, D
    EDN, 1996, 41 (16) : 235 - 236
  • [46] Hierarchical Neuro-Fuzzy Systems
    Vellasco, M
    Pacheco, M
    Figueiredo, K
    COMPUTATIONAL METHODS IN NEURAL MODELING, PT 1, 2003, 2686 : 126 - 135
  • [47] Neuro-fuzzy relational classifiers
    Scherer, R
    Rutkowski, L
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING - ICAISC 2004, 2004, 3070 : 376 - 380
  • [48] Simplifying a neuro-fuzzy model
    Castellano, G
    Fanelli, AM
    NEURAL PROCESSING LETTERS, 1996, 4 (02) : 75 - 81
  • [49] Neuro-fuzzy systems and their applications
    Wilamowski, BM
    IECON '98 - PROCEEDINGS OF THE 24TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 1998, : T35 - T49
  • [50] On Neuro-Fuzzy Prediction in MATLAB
    Pashchenko, F. F.
    Pashchenko, A. F.
    Durgaryan, I. S.
    Kudinov, Y. I.
    Kelina, A. Y.
    Le Van Dinh
    PROCEEDINGS OF THE 2015 10TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, 2015, : 1538 - 1541
12345