Fuzzy Clustering Method for Web User Based on Pages Classification

被引:2
|
作者
ZHAN Li-qiang 1
2.Department of Science of Computer
机构
关键词
Web log mining; fuzzy similarity matrix; fuzzy comprehensive evaluation; fuzzy clustering;
D O I
暂无
中图分类号
TP393 [计算机网络];
学科分类号
081201 ; 1201 ;
摘要
A new method for Web users fuzzy clustering based on analysis of user interest characteristic is proposed in this article. The method first defines page fuzzy categories according to the links on the index page of the site, then computes fuzzy degree of cross page through aggregating on data of Web log. After that, by using fuzzy comprehensive evaluation method, the method constructs user interest vectors according to page viewing times and frequency of hits, and derives the fuzzy similarity matrix from the interest vectors for the Web users. Finally, it gets the clustering result through the fuzzy clustering method. The experimental results show the effectiveness of the method.
引用
收藏
页码:553 / 556
页数:4
相关论文
共 50 条
  • [1] Clustering Method based on Fuzzy Multisets for Web Pages and Customer Segments
    Wang, Suozhu
    Xu, Chunjie
    Wu, Rui
    [J]. ISBIM: 2008 INTERNATIONAL SEMINAR ON BUSINESS AND INFORMATION MANAGEMENT, VOL 2, 2009, : 125 - +
  • [2] A fuzzy classification based on feature selection for web pages
    Zhang, MY
    Lu, ZD
    [J]. IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE (WI 2004), PROCEEDINGS, 2004, : 469 - 472
  • [3] EHM-based web pages fuzzy clustering algorithm
    Yi-Ouyang
    Yun-Ling
    AnDing-Zhu
    [J]. MUE: 2007 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND UBIQUITOUS ENGINEERING, PROCEEDINGS, 2007, : 561 - +
  • [4] Method of clustering web pages based on granular computing
    Hu, Jun
    Guan, Chun
    Liu, Bocheng
    [J]. Journal of Applied Sciences, 2013, 13 (11) : 2107 - 2110
  • [5] Clustering Web pages based on their structure
    Crescenzi, V
    Merialdo, P
    Missier, P
    [J]. DATA & KNOWLEDGE ENGINEERING, 2005, 54 (03) : 279 - 299
  • [6] Web pages classification using domain ontology and clustering
    Soltani, Sima
    Barforoush, Ahmad Abdollahzadeh
    [J]. CIS: 2007 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PROCEEDINGS, 2007, : 242 - +
  • [7] A voting method for the classification of web pages
    Fang, Rui
    Mikroyannidis, Alexander
    Theodoulidis, Babis
    [J]. 2006 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WORKSHOPS PROCEEDINGS, 2006, : 610 - +
  • [8] WEB PAGES CLASSIFICATION USING DOMAIN ONTOLOGY AND CLUSTERING
    Soltani, Sima
    Barforoush, Ahmad Abdollahzadeh
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2009, 23 (01) : 17 - 29
  • [9] Web pages reordering and clustering based on web patterns
    Kudelka, Milos
    Snasel, Vaclav
    Lehecka, Ondrej
    El-Qawasmeh, Eyas
    Pokorny, Jaroslav
    [J]. SOFSEM 2008: THEORY AND PRACTICE OF COMPUTER SCIENCE, 2008, 4910 : 731 - +
  • [10] Web pages clustering using maximum fuzzy spanning tree
    Mu, Xiangwei
    Chen, Yan
    Qu, Lili
    [J]. SIXTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS 1-4: MANAGEMENT CHALLENGES IN A GLOBAL WORLD, 2007, : 1550 - 1556