A fuzzy clustering method of construction of ontology-based user profiles

被引:13
|
作者
Han, Lixin [1 ,2 ,3 ]
Chen, Guihai [2 ]
机构
[1] Hohai Univ, Coll Comp & Informat Engn, Nanjing, Peoples R China
[2] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210008, Peoples R China
[3] Nanjing Univ, Dept Math, Nanjing 210008, Peoples R China
基金
中国国家自然科学基金;
关键词
Fuzzy clustering; User profile; Optimization;
D O I
10.1016/j.advengsoft.2008.10.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
With the rapid development of personalized information retrieval, user profile plays an important role. In this paper, we propose a fuzzy clustering method of construction of ontology-based user profiles (FCOU). In the FCOU method, we employ fuzzy clustering techniques combined with optimization techniques to develop ontology-based user profiles. One key feature of FCOU is that it employs an augmented Lagrangian function to create fuzzy clustering model for the construction of user profiles. Another key feature of FCOU is that it employs the combination of FCM, PHR and simulated annealing to develop ontology-based user profiles. The method allows some information to belong to several user profiles Simultaneously With different degrees of accuracy. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:535 / 540
页数:6
相关论文
共 50 条
  • [1] Fuzzy Ontology-Based Approach for Automatic Construction of User Profiles
    Ferreira-Satler, Mateus
    Romero, Francisco P.
    Olivas, Jose A.
    Serrano-Guerrero, Jesus
    [J]. ROUGH SETS AND CURRENT TRENDS IN SOFT COMPUTING, RSCTC 2014, 2014, 8536 : 339 - 346
  • [2] A method for the acquisition of ontology-based user profiles
    Han, Lixin
    Chen, Guihai
    Li, Ming
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2013, 65 : 132 - 137
  • [3] Ontology-Based Fuzzy Semantic Clustering
    Cheng, Yang
    [J]. THIRD 2008 INTERNATIONAL CONFERENCE ON CONVERGENCE AND HYBRID INFORMATION TECHNOLOGY, VOL 2, PROCEEDINGS, 2008, : 128 - 133
  • [4] A Collaborative Ontology-Based User Profiles System
    Duong, Trong Hai
    Uddin, Mohammed Nazim
    Li, Delong
    Jo, Geun Sik
    [J]. COMPUTATIONAL COLLECTIVE INTELLIGENCE: SEMANTIC WEB, SOCIAL NETWORKS AND MULTIAGENT SYSTEMS, 2009, 5796 : 540 - 552
  • [5] An experimental evaluation of ontology-based user profiles
    Hopfgartner, Frank
    Jose, Joemon M.
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2014, 73 (02) : 1029 - 1051
  • [6] An experimental evaluation of ontology-based user profiles
    Frank Hopfgartner
    Joemon M. Jose
    [J]. Multimedia Tools and Applications, 2014, 73 : 1029 - 1051
  • [7] Ontology-based fuzzy web services clustering
    Gholamzadeh N.
    Taghiyareh F.
    [J]. 2010 5th International Symposium on Telecommunications, IST 2010, 2010, : 721 - 725
  • [8] Construction of ontology-based user model for web personalization
    Zhang, Hui
    Song, Yu
    Song, Han-tao
    [J]. USER MODELING 2007, PROCEEDINGS, 2007, 4511 : 67 - +
  • [9] User-oriented ontology-based clustering of stored memories
    Shi, Lei
    Setchi, Rossitza
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (10) : 9730 - 9742
  • [10] Construction of Fuzzy Ontology-Based Terrorism Event Extraction
    Inyaem, Uraiwan
    Meesad, Phayung
    Haruechaiyasak, Choochart
    Tran, Dat
    [J]. THIRD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING: WKDD 2010, PROCEEDINGS, 2010, : 391 - 394