Generalizations of Fuzzy c-Means and Fuzzy Classifiers

被引：0
|
作者：
Miyamoto, Sadaaki [1 ]
Komazaki, Yoshiyuki [1 ]
Endo, Yasunori [1 ]
机构：
[1] Univ Tsukuba, Dept Risk Engn, Tsukuba, Ibaraki, Japan
来源：
INTEGRATED UNCERTAINTY IN KNOWLEDGE MODELLING AND DECISION MAKING, IUKM 2016 | 2016年 / 9978卷
关键词：
Fuzzy c-means; Fuzzy classifier; Fuzzy covariance;
D O I：
10.1007/978-3-319-49046-5_13
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Different methods of generalized fuzzy c-means having cluster size variables and cluster covariance variables are compared, which include Gustafson-Kessel's method, Ichihashi's method of KL-information, and Yang's method of fuzzified maximum likelihood. Theoretical properties using fuzzy classifier functions as well as results of numerical experiments are shown.
引用
收藏
页码：151 / 162
页数：12
相关论文
共 50 条
  • [41] A weighted fuzzy c-means clustering model for fuzzy data
    D'Urso, P
    Giordani, P
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (06) : 1496 - 1523
  • [42] A fuzzy c-means variant for the generation of fuzzy term sets
    Liao, TW
    Celmins, AK
    Hammell, RJ
    FUZZY SETS AND SYSTEMS, 2003, 135 (02) : 241 - 257
  • [43] Improvement of Fuzzy KNN Classification Algorithm Based on Fuzzy C-means
    Yu, Kun
    Geng, Yushui
    Li, Xuemei
    Yang, Mengjie
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND APPLICATION ENGINEERING (CSAE2018), 2018,
  • [44] Validation of fuzzy partitions obtained through fuzzy C-means clustering
    Kim, DW
    Lee, KH
    FOUNDATIONS OF INTELLIGENT SYSTEMS, 2003, 2871 : 422 - 426
  • [45] Differentially Private Fuzzy C-Means Clustering Algorithms for Fuzzy Datasets
    Shakiba, Ali
    2018 6TH IRANIAN JOINT CONGRESS ON FUZZY AND INTELLIGENT SYSTEMS (CFIS), 2018, : 91 - 93
  • [46] Combining Fuzzy C-Means Clustering with Fuzzy Rough Feature Selection
    Zhao, Ruonan
    Gu, Lize
    Zhu, Xiaoning
    APPLIED SCIENCES-BASEL, 2019, 9 (04):
  • [47] Electrical fuzzy C-means: A new heuristic fuzzy clustering algorithm
    Mehdizadeh, Esmaeil
    Golabzaei, Amir
    COGENT ENGINEERING, 2016, 3 (01):
  • [48] Fuzzy Classification Function of Fuzzy c-Means Algorithms for Data with Tolerance
    Kanzawa, Yuchi
    Endo, Yasunori
    Miyamoto, Sadaaki
    2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 1083 - +
  • [49] Validation of fuzzy partitions obtained through fuzzy c-means clustering
    Kim, D.-W. (dwkim@if.kaist.ac.kr), Maebashi Institute of Technology; Maebashi Convention Bureau; Maebashi City Government; Gunma Prefecture Government; US AFOSR/AOARD (Springer Verlag):
  • [50] Exponential Fuzzy C-Means for Collaborative Filtering
    Kiatichai Treerattanapitak
    Chuleerat Jaruskulchai
    JournalofComputerScience&Technology, 2012, 27 (03) : 567 - 576
12345