Personalized content retrieval in context using ontological knowledge

被引:43
作者
Vallet, David [1 ]
Castells, Pablo
Fernandez, Miriam
Mylonas, Phivos
Avrithis, Yannis
机构
[1] Univ Autonoma Madrid, Escuela Politecn Super, E-28049 Madrid, Spain
[2] Natl Tech Univ Athens, Video & Multimedia Lab, GR-15773 Athens, Greece
关键词
content search and retrieval; context modeling; ontology; personalization;
D O I
10.1109/TCSVT.2007.890633
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Personalized content retrieval aims at improving the retrieval process by taking into account the particular interests of individual users. However, not all user preferences are relevant in all situations. It is well known that human preferences are complex, multiple, heterogeneous, changing, even contradictory, and should be understood in context with the user goals and tasks at hand. In this paper, we propose a method to build a dynamic representation of the semantic context of ongoing retrieval tasks, which is used to activate different subsets of user interests at runtime, in a way that out-of-context preferences are discarded. Our approach is based on an ontology-driven representation of the domain of discourse, providing enriched descriptions of the semantics involved in retrieval actions and preferences, and enabling the definition of effective means to relate preferences and context.
引用
收藏
页码:336 / 346
页数:11
相关论文
共 32 条
[1]  
Abowd GD, 1999, LECT NOTES COMPUT SC, V1707, P304
[2]  
AJAGOPALAN B, 2005, J ELECTRON COMMER RE, V6, P112
[3]   Context-sensitive semantic query expansion [J].
Akrivas, G ;
Wallace, M ;
Andreou, G ;
Stamou, G ;
Kollias, S .
2002 IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE SYSTEMS, PROCEEDINGS, 2002, :109-114
[4]  
BHARAT K, 2000, P 9 INT WORLD WID WE, P493
[5]   Context-aware applications: From the laboratory to the marketplace [J].
Brown, PJ ;
Bovey, JD ;
Chen, X .
IEEE PERSONAL COMMUNICATIONS, 1997, 4 (05) :58-64
[6]  
Campbell I, 1996, COLIS 2 - SECOND INTERNATIONAL CONFERENCE ON CONCEPTIONS OF LIBRARY AND INFORMATION SCIENCE: INTEGRATION IN PERSPECTIVE, PROCEEDINGS, P251
[7]  
Castells P, 2005, LECT NOTES COMPUT SC, V3762, P977
[8]   An adaptation of the vector-space model for ontology-based information retrieval [J].
Castells, Pablo ;
Fernandez, Miriam ;
Vallet, David .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2007, 19 (02) :261-272
[9]   An information retrieval system based on a user profile [J].
Chen, PM ;
Kuo, FC .
JOURNAL OF SYSTEMS AND SOFTWARE, 2000, 54 (01) :3-8
[10]   Application of spreading activation techniques in information retrieval [J].
Crestani, F .
ARTIFICIAL INTELLIGENCE REVIEW, 1997, 11 (06) :453-482