A multilayer ontology-based hybrid recommendation model

被引:66
|
作者
Cantador, Ivan [1 ]
Bellogin, Alejandro [1 ]
Castells, Pablo [1 ]
机构
[1] Univ Autonoma Madrid, Escuela Politecn Super, E-28049 Madrid, Spain
关键词
Hybrid recommender systems; communities of interest; ontologies; user profiling;
D O I
10.3233/AIC-2008-0437
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a novel hybrid recommendation model in which user preferences and item features are described in terms of semantic concepts defined in domain ontologies. The concept, item and user spaces are clustered in a coordinated way, and the resulting clusters are used to find similarities among individuals at multiple semantic layers. Such layers correspond to implicit Communities of Interest and enable enhanced recommendations.
引用
收藏
页码:203 / 210
页数:8
相关论文
共 50 条
  • [41] An ontology-based model for competence management
    Miranda, Sergio
    Orciuoli, Francesco
    Loia, Vincenzo
    Sampson, Demetrios
    DATA & KNOWLEDGE ENGINEERING, 2017, 107 : 51 - 66
  • [42] An ontology-based model for indexing and retrieval
    Goedert, Winfried
    JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY, 2016, 67 (03) : 594 - 609
  • [43] Ontology-Based Context Model of Turret
    Yin Qiqi
    Xue Qing
    Liu Minxia
    Zhang Kan
    2012 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2012, : 861 - 865
  • [44] An ontology-based model of indexing and retrieval
    Goedert, Winfried
    INFORMATION-WISSENSCHAFT UND PRAXIS, 2014, 65 (02): : 83 - 98
  • [45] Research on ontology-based metadata model
    Jia, Qi
    Guo, ShouZhong
    Chen, HaiYong
    Li, Nan
    FIRST INTERNATIONAL WORKSHOP ON DATABASE TECHNOLOGY AND APPLICATIONS, PROCEEDINGS, 2009, : 363 - 366
  • [46] An ontology-based information retrieval model
    Vallet, D
    Fernández, M
    Castells, P
    SEMANTIC WEB: RESEARCH AND APPLICATIONS, PROCEEDINGS, 2005, 3532 : 455 - 470
  • [47] An Ontology-Based Design Knowledge Model
    Tang, G. X.
    Guo, H.
    Jin, W. D.
    FUNCTIONAL MANUFACTURING TECHNOLOGIES AND CEEUSRO I, 2010, 426-427 : 697 - 700
  • [48] Ontology-Based Home Service Model
    Wei, Moji
    Xu, Jianliang
    Yun, Hongyan
    Xu, Linlin
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2012, 9 (02) : 813 - 838
  • [49] Ontology-based Automatic Model Transformations
    Geihs, Kurt
    Baer, Philipp
    Reichle, Roland
    Wollenhaupt, Jens
    SEFM 2008: Sixth IEEE International Conference on Software Engineering and Formal Methods, Proceedings, 2008, : 387 - 391
  • [50] Ontology-Based Model Of Firm Competitiveness
    Deliyska, Boryana
    Stoenchev, Nikolay
    APPLICATIONS OF MATHEMATICS IN ENGINEERING AND ECONOMICS, 2010, 1293 : 271 - +