Capturing User Session Orientation Based on Semantic Analysis and Concept Taxonomy

被引:0
|
作者
Garofalakis, John [1 ]
Vergeti, Danai [1 ]
Giannakoudi, Theodoula [2 ]
机构
[1] Comp Technol Inst, Res Acad, N Kazantzaki Str 26504, GR-26110 Patras, Greece
[2] Univ Patras, Comp Engn & Informat Dept, GR-26110 Patras, Greece
关键词
Semantic Web; Web Mining; Personalization; Taxonomy; Query Reformulation; Concept Orientation;
D O I
10.1109/BCI.2009.24
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this work, we propose a web personalization methodology by detecting the user navigation's orientation. To this goal, we track user's hits and define whether a user specializes or generalizes his navigation through semantics analysis of the pages in his session window. An algorithm of capturing user session orientation based on a concept taxonomy is proposed. Finally, a method is presented which proposes useful recommendation to the user to improve his web search. The experimental outcomes satisfied the prospective results. We believe that our technique could become a useful tool for navigation refinement. Furthermore, this work bridges search engine query refinement and browsing reformulation techniques.
引用
收藏
页码:251 / +
页数:2
相关论文
共 50 条
  • [31] Latent Semantic Analysis for User Modeling
    Virginie Zampa
    Benoît Lemaire
    Journal of Intelligent Information Systems, 2002, 18 : 15 - 30
  • [32] Latent semantic analysis for user modeling
    Zampa, V
    Lemaire, B
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2002, 18 (01) : 15 - 30
  • [33] CORPUS-BASED SYNTACTIC-SEMANTIC GRAPH ANALYSIS: SEMANTIC DOMAINS OF THE CONCEPT FEELING
    Perak, Benedikt
    Kirigin, Tajana Ban
    RASPRAVE, 2020, 46 (02): : 957 - 996
  • [34] Concept-based Document Models using Explicit Semantic Analysis
    Luo, Jing
    Meng, Bo
    Tu, Xinhui
    Liu, Maofu
    2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 338 - 342
  • [35] A Semantic Analysis Method for Concept Map-based Knowledge Modeling
    Hao, Jin-Xing
    Yu, Angela Yan
    Kwok, Ron Chi-Wai
    ELECTRONIC-BUSINESS INTELLIGENCE: FOR CORPORATE COMPETITIVE ADVANTAGES IN THE AGE OF EMERGING TECHNOLOGIES & GLOBALIZATION, 2010, 14 : 281 - +
  • [36] Concept-based information retrieval using explicit semantic analysis
    Egozi O.
    Markovitch S.
    Gabrilovich E.
    ACM Transactions on Information Systems, 2011, 29 (02)
  • [37] Clustering-based analysis of semantic concept models for video shots
    Koskela, Markus
    Smeaton, Alan F.
    2006 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO - ICME 2006, VOLS 1-5, PROCEEDINGS, 2006, : 45 - +
  • [38] Improvement and Analysis of Semantic Similarity Algorithm Based on Linguistic Concept Structure
    Xiao, Shan
    Di, Cheng
    Li, Pei
    COMPLEXITY, 2021, 2021 (2021)
  • [39] THE CONCEPT OF RESPONSIBILITY - AN ATTEMPT AT SEMANTIC ANALYSIS
    RICOEUR, P
    ESPRIT, 1994, (11) : 28 - 48
  • [40] Category tree distance: a taxonomy-based transaction distance for web user analysis
    Yinjia Zhang
    Qinpei Zhao
    Yang Shi
    Jiangfeng Li
    Weixiong Rao
    Data Mining and Knowledge Discovery, 2023, 37 : 39 - 66