Fuzzy clustering approaches based on AFS fuzzy logic II

被引:0
|
作者
Wang, Xianchang [1 ,2 ]
Ren, Yan
Liu, Xiaodong
机构
[1] Dalian Maritime Univ, Dept Math, Dalian 116026, Peoples R China
[2] Dalian Univ Technol, Res Ctr Informat & Control, Dalian 116023, Peoples R China
关键词
AFS structure; clustering analysis; fuzzy clustering index; classifier;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study is a sequel of Part I of this paper [Fuzzy Clustering Approaches Based on AFS Logic 1, submitted with this paper to WCICA'06]. In this paper, we will improve and study the fuzzy clustering index defined by X.D.Liu, W.Wang and T.Y.Chai(IEEE Transaction on Systems,Man,Cybernetics,2005), and design a new classifier based on the AFS fuzzy logic clustering algorithm proposed by X.D.Liu, W.Wang and T.Y.Chai. As an example, the new classifier is applied to Iris data (ftp://ftp.ics.uci.edu/pub/machine-learnin2-databases/Iris/). The stability and reclassification accuracy of the classifiers are studied through the Iris data, the examples show that the new classifiers are simple and efficient.
引用
收藏
页码:4199 / +
页数:2
相关论文
共 50 条
  • [1] Fuzzy clustering approaches based on AFS fuzzy logic I
    Ren, Yan
    Wang, Xianchang
    Liu, Xiaodong
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 4244 - +
  • [2] A New Method for Fuzzy Clustering Analysis Based on AFS Fuzzy Logic
    Zhang, Yanli
    Ren, Yan
    Liu, Xiaodong
    [J]. 2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 10811 - +
  • [3] Fuzzy identification of systems based on AFS fuzzy logic
    Liu, Xiaodong
    Zhang, Qingling
    Tong, Shaocheng
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2005, 12 : 90 - 102
  • [4] The fuzzy cognitive maps based on afs fuzzy logic
    Liu, XD
    Zhang, QL
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2004, 11 (5-6): : 787 - 796
  • [5] The fuzzy clustering analysis based on AFS theory
    Liu, XD
    Wang, W
    Chai, T
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (05): : 1013 - 1027
  • [6] The fuzzy clustering algorithm based on AFS topology
    Ding, Rui
    Liu, Xiaodong
    Chen, Yan
    [J]. FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 89 - 98
  • [7] Fuzzy Clustering Based Spatiotemporal Fuzzy Logic Controller Design
    Zhang, Xian-xia
    Li, Jiajia
    Jiang, Ye
    Su, Baili
    Qi, Chenkun
    Zou, Tao
    [J]. PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 3167 - 3172
  • [8] Design of an integrated AFS/DYC based on fuzzy logic control
    Karbalaei, R.
    Ghaffari, A.
    Kazemi, R.
    Tabatabaei, S. H.
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON VEHICULAR ELECTRONICS AND SAFETY, PROCEEDINGS, 2007, : 257 - +
  • [9] A Novel Weighted Fuzzy Clustering Analysis Based On AFS Theory
    Zhang, Yanli
    Liu, Xiaodong
    Wang, Xueying
    [J]. HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 3, PROCEEDINGS, 2009, : 346 - +
  • [10] Credit rating analysis with AFS fuzzy logic
    Liu, XD
    Liu, WQ
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 1198 - 1204