An adaptive fuzzy rule extraction using hybrid model of the fuzzy self-organizing map and the genetic algorithm with numerical chromosomes

被引：0
|
作者：
Nomura, T
Miyoshi, T
机构：
[1] ATR, Human Informat Proc Res Labs, Kyoto 61902, Japan
[2] Sharp Corp, Image Media Res Labs, Mihama Ku, Chiba 261, Japan
来源：
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS | 1998年 / 6卷 / 01期
关键词：
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：
In this paper, we propose a hybrid model of the fuzzified Kohonen's Self-Organizing Map and the Genetic Algorithms with numerical chromosomes, and automatic fuzzy rule extraction method that uses our model. The results show the possibility of superiority of our hybrid model in a Lamarckian stance to both of the individual models in cases where there is a tendency for data to change dynamically and quickly.
引用
收藏
页码：39 / 52
页数：14
相关论文
共 50 条
  • [1] A Fuzzy and Hybrid Clustering Framework using Self-organizing Map
    Chen, Ning
    Chen, An
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 82 - +
  • [2] FUZZY SELF-ORGANIZING MAP
    VUORIMAA, P
    FUZZY SETS AND SYSTEMS, 1994, 66 (02) : 223 - 231
  • [3] Rule Extraction through Self-organizing Map for a Self-tuning Fuzzy Logic Controller
    Pal, A. K.
    Mudi, R. K.
    Dey, C.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 4957 - +
  • [4] Combined learning algorithm for a self-organizing map with fuzzy inference
    Bodyanskiy, Y
    Gorshkov, Y
    Kolodyazhniy, V
    Stephan, A
    COMPUTATIONAL INTELLIGENCE, THEORY AND APPLICATIONS, 2005, : 641 - 650
  • [5] A fuzzy self-organizing map algorithm for biological pattern recognition
    Karabulut, Mustafa
    Ibrikci, Turgay
    EXPERT SYSTEMS, 2012, 29 (01) : 25 - 38
  • [6] A self-organizing adaptive fuzzy controller
    Lee, CH
    Wang, SD
    FUZZY SETS AND SYSTEMS, 1996, 80 (03) : 295 - 313
  • [7] Self-organizing map with fuzzy class memberships
    Sohn, SH
    Dagli, CH
    APPLICATIONS AND SCIENCE OF COMPUTATIONAL INTELLIGENCE IV, 2001, 4390 : 150 - 157
  • [8] Dermoscopic image segmentation by a self-organizing map and fuzzy genetic clustering
    Galda, H
    Murao, H
    Tamaki, H
    Kitamura, S
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2004, E87D (09) : 2195 - 2203
  • [9] Fuzzy rough granular self-organizing map and fuzzy rough entropy
    Ganivada, Avathararn
    Ray, Shubhra Sankar
    Pal, Sankar K.
    THEORETICAL COMPUTER SCIENCE, 2012, 466 : 37 - 63
  • [10] A hybrid model of fuzzy ARTMAP and genetic algorithm for data classification and rule extraction
    Pourpanah, Farhad
    Lim, Chee Peng
    Saleh, Junita Mohamad
    EXPERT SYSTEMS WITH APPLICATIONS, 2016, 49 : 74 - 85
12345