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
  • [21] Ontology-Based Security Recommendation for the Internet of Medical Things
    Alsubaei, Faisal
    Abuhussein, Abdullah
    Shiva, Sajjan
    IEEE ACCESS, 2019, 7 : 48948 - 48960
  • [22] An Ontology-Based Herb Therapy Recommendation for Respiration System
    Chien, Hung-Yu
    Chen, Jian-Fan
    Chen, Yu-Yu
    Lin, Pei-Syuan
    Chang, Yi-Ting
    Chen, Rong-Chung
    ADVANCES IN INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING, PT I, 2018, 81 : 74 - 81
  • [23] Ontology-Based User Modeling for Handicraft Woman Recommendation
    Maalej, Maha
    Mtibaa, Achraf
    Gargouri, Faiez
    MODEL AND DATA ENGINEERING, MEDI 2014, 2014, 8748 : 138 - 145
  • [24] An Ontology-based Approach on Intelligent Recommendation in Movie Field
    Nie Guihua
    Xia Huan
    Li Xiaofei
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INNOVATION AND MANAGEMENT, VOLS I AND II, 2009, : 1489 - 1494
  • [25] Ontology-based Learning Object Recommendation for Cognitive Considerations
    Han, Qiyan
    Gao, Feng
    Wang, Hu
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 2746 - 2750
  • [26] Ontology-based TV Program Contents Retrieval and Recommendation
    Kim, Jung-Min
    Chung, Hyun-Sook
    2013 19TH IEEE INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS 2013), 2013, : 540 - 545
  • [27] An Ontology-based Method for Sparsity Problem in Tag Recommendation
    Djuana, Endang
    Xu, Yue
    Li, Yuefeng
    Josang, Audun
    Cox, Clive
    ICEIS: PROCEEDINGS OF THE 15TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS - VOL 2, 2013, : 467 - 474
  • [28] Ontology-Based Model Abstraction
    Guizzardi, Giancarlo
    Figueiredo, Guylerme
    Hedblom, Maria M.
    Poels, Geert
    2019 13TH INTERNATIONAL CONFERENCE ON RESEARCH CHALLENGES IN INFORMATION SCIENCE (RCIS), 2019, : 201 - 213
  • [29] Ontology-based model transformation
    Roser, S
    Bauer, B
    SATELLITE EVENTS AT THE MODELS 2005 CONFERENCE, 2006, 3844 : 355 - 356
  • [30] AN ONTOLOGY-BASED DOCUMENT RECOMMENDATION SYSTEM: DESIGN, IMPLEMENTATION, AND EVALUATION
    Chen Deng-Neng
    Wu Cheng-Hsun
    12TH PACIFIC ASIA CONFERENCE ON INFORMATION SYSTEMS (PACIS 2008), 2008, : 469 - 480