Applying fuzzy adaptive network to fuzzy regression analysis

被引:40
|
作者
Cheng, CB [1 ]
Lee, ES [1 ]
机构
[1] Kansas State Univ, Dept Ind & Mfg Syst Engn, Manhattan, KS 66506 USA
关键词
fuzzy regression; fuzzy adaptive network; fuzzy inference system; learning rules;
D O I
10.1016/S0898-1221(99)00187-X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A fuzzy inference system based on the Sugeno inference model is first formulated for fuzzy regression analysis. This system is then represented by a fuzzy adaptive network. This approach combines the power of representation of fuzzy inference system with the ability of learning of the neural network. Numerical examples are trained and solved to illustrate the approach. The results are compared with other approaches. (C) 1999 Elsevier Science Ltd.
引用
收藏
页码:123 / 140
页数:18
相关论文
共 50 条
  • [1] Switching regression analysis by fuzzy adaptive network
    Cheng, CB
    Lee, ES
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 128 (03) : 647 - 663
  • [2] Support vector fuzzy adaptive network in regression analysis
    Shen, Judong
    Syau, Yu-Ru
    Lee, E. S.
    [J]. COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2007, 54 (11-12) : 1353 - 1366
  • [3] Support vector fuzzy adaptive network - An effective fuzzy regression algorithm
    Lee, E. S.
    [J]. Proceedings of the Fifth International Conference on Information and Management Sciences, 2006, 5 : 276 - 283
  • [4] Regression using fuzzy adaptive resonant theory neural network
    Calavia, R.
    Brezmes, J.
    Ionescu, R.
    Llobet, E.
    [J]. ELECTRONICS LETTERS, 2006, 42 (24) : 1415 - 1416
  • [5] AN ADAPTIVE FUZZY NETWORK
    TANG, Z
    ISHIZUKA, O
    MATSUMOTO, H
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1992, E75A (12) : 1826 - 1828
  • [6] Evaluation of fuzzy regression models by fuzzy neural network
    Mosleh, M.
    Otadi, M.
    Abbasbandy, S.
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2010, 234 (03) : 825 - 834
  • [7] Fuzzy radial basis function network for fuzzy regression with fuzzy input and fuzzy output
    Nimet Yapıcı Pehlivan
    Ayşen Apaydın
    [J]. Complex & Intelligent Systems, 2016, 2 (1) : 61 - 73
  • [8] Fuzzy radial basis function network for fuzzy regression with fuzzy input and fuzzy output
    Pehlivan, Nimet Yapici
    Apaydin, Aysen
    [J]. COMPLEX & INTELLIGENT SYSTEMS, 2016, 2 (01) : 61 - 73
  • [9] Adaptive fuzzy regression clustering algorithm for TSK fuzzy modeling
    Chuang, CC
    Hsiao, CC
    Jeng, JT
    [J]. 2003 IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN ROBOTICS AND AUTOMATION, VOLS I-III, PROCEEDINGS, 2003, : 201 - 206
  • [10] Applying fuzzy linear regression to VDT legibility
    Chang, PT
    Lee, ES
    Konz, SA
    [J]. FUZZY SETS AND SYSTEMS, 1996, 80 (02) : 197 - 204