Toward recommendation based on ontology-powered web-usage mining

被引：23
|
作者：
Adda, Mehdi [1 ]
Valtchev, Petko
Missaoui, Rokia
Djeraba, Chabane
机构：
[1] Univ Montreal, Montreal, PQ H3C 3J7, Canada
[2] Univ Quebec, Ste Foy, PQ G1V 2M3, Canada
[3] Univ Lille, Lille, France
来源：
IEEE INTERNET COMPUTING | 2007年 / 11卷 / 04期
关键词：
Data mining;
D O I：
10.1109/MIC.2007.93
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Content adaptation on the Web reduces available information to a subset that matches a user's anticipated needs. Recommender systems rely on relevance scores for individual content items; in particular, pattern-based recommendation exploits co-occurrences of items in user sessions to ground any guesses about relevancy. To enhance the discovered patterns' quality, the authors propose using metadata about the content that they assume is stored in a domain ontology. Their approach comprises a dedicated pattern space built on top of the ontology, navigation primitives, mining methods, and recommendation techniques.
引用
收藏
页码：45 / 52
页数：8
相关论文
共 50 条
  • [1] Tree model for web-usage mining based on web site structure
    Bai, Jin-Shi
    Zhang, You-Ren
    [J]. Huadong Ligong Daxue Xuebao /Journal of East China University of Science and Technology, 2005, 31 (02): : 193 - 197
  • [2] Efficient and anonymous web-usage mining for web personalization
    Shahabi, C
    Banaei-Kashani, F
    [J]. INFORMS JOURNAL ON COMPUTING, 2003, 15 (02) : 123 - 147
  • [3] Linguistic object-oriented web-usage mining
    Hong, Tzung-Pei
    Huang, Cheng-Ming
    Horng, Shi-Jinn
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2008, 48 (01) : 47 - 61
  • [4] Ontology Based Web Usage Mining Model
    Ramesh, C.
    Rao, K. V. Chalapati
    Govardhan, A.
    [J]. PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2017, : 356 - 362
  • [5] News Recommendation Based on Web Usage and Web Content Mining
    Husin, Husna Sarirah
    [J]. 2013 IEEE 29TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING WORKSHOPS (ICDEW), 2013, : 326 - 329
  • [6] Web Page Recommendation Based on Semantic Web Usage Mining
    Abrishami, Soheila
    Naghibzadeh, Mahmoud
    Jalali, Mehrdad
    [J]. SOCIAL INFORMATICS, SOCINFO 2012, 2012, 7710 : 393 - 405
  • [7] The hybrid web personalised recommendation based on web usage mining
    Shinde, Subhash K.
    Kulkarni, Uday V.
    [J]. INTERNATIONAL JOURNAL OF DATA MINING MODELLING AND MANAGEMENT, 2010, 2 (04) : 315 - 333
  • [8] An Efficient Periodic Web Content Recommendation Based on Web Usage Mining
    Khatri, Ravi
    Gupta, Daya
    [J]. 2015 IEEE 2ND INTERNATIONAL CONFERENCE ON RECENT TRENDS IN INFORMATION SYSTEMS (RETIS), 2015, : 132 - 137
  • [9] A Novel Web Recommendation Model Based on the Web Usage Mining Technique
    Elsheweikh, Dalia L.
    [J]. JOURNAL OF ADVANCES IN INFORMATION TECHNOLOGY, 2023, 14 (05) : 1019 - 1028
  • [10] Using Semantic Information for Web Usage Mining Based Recommendation
    Salin, Suleyman
    Senkul, Pinar
    [J]. 2009 24TH INTERNATIONAL SYMPOSIUM ON COMPUTER AND INFORMATION SCIENCES, 2009, : 235 - 240
12345