Feature Weighting and Feature Selection in Fuzzy Clustering

被引：7
|
作者：
Borgelt, Christian [1 ]
机构：
[1] European Ctr Soft Comp, Mieres 33600, Asturias, Spain
来源：
2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5 | 2008年
关键词：
D O I：
10.1109/FUZZY.2008.4630468
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper studies the problem of weighting and selecting attributes and principal axes in fuzzy clustering. Its main contribution is a selection method that is not based on simply applying a threshold to computed feature weights, but directly assigns zero weights to features that are not informative enough. This has the important advantage that the clustering result that can be obtained on the selected subspace coincides with the projection (to the selected subspace) of the clustering result that is obtained on the full data space.
引用
收藏
页码：838 / 844
页数：7
相关论文
共 50 条
  • [1] Incremental feature weighting for fuzzy feature selection
    Wang, Ling
    Meng, Jianyao
    Huang, Ruixia
    Zhu, Hui
    Peng, Kaixiang
    [J]. FUZZY SETS AND SYSTEMS, 2019, 368 : 1 - 19
  • [2] Fuzzy clustering and subset feature weighting
    Frigui, H
    Salem, S
    [J]. PROCEEDINGS OF THE 12TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, 2003, : 857 - 862
  • [3] Feature selection via fuzzy clustering
    Sun, Hao-Jun
    Sun, Mei
    Mei, Zhen
    [J]. PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 1400 - +
  • [4] Feature Selection and Semisupervised Fuzzy Clustering
    Kong, Yi-qing
    Wang, Shi-tong
    [J]. FUZZY INFORMATION AND ENGINEERING, 2009, 1 (02) : 179 - 190
  • [5] An improved method of fuzzy c-means clustering by using feature selection and weighting
    Pourjabari, Amirhadi Jahanbakhsh
    Seyedzadegan, Mojtaba
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2016, 16 (10): : 64 - 69
  • [6] A Clustering Algorithm based on Feature Weighting Fuzzy Compactness and Separation
    Zhou, Yuan
    Zuo, Hong-fu
    Feng, Jiao
    [J]. ALGORITHMS, 2015, 8 (02): : 128 - 143
  • [7] A fuzzy clustering based algorithm for feature selection
    Sun, HJ
    Wang, SR
    Mei, Z
    [J]. 2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 1993 - 1998
  • [8] Feature weighting as a tool for unsupervised feature selection
    Panday, Deepak
    de Amorim, Renato Cordeiro
    Lane, Peter
    [J]. INFORMATION PROCESSING LETTERS, 2018, 129 : 44 - 52
  • [9] Flexible fuzzy co-clustering with feature-cluster weighting
    Tjhi, William-Chandra
    Chen, Lihui
    [J]. 2006 9TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION, VOLS 1- 5, 2006, : 1547 - +
  • [10] FEATURE WEIGHTING FUZZY CLUSTERING INTEGRATING ROUGH SETS AND SHADOWED SETS
    Wang, Lina
    Wang, Jiandong
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2012, 26 (04)
12345