Hybrid method for personalized search in scientific digital libraries

Authors:
Thanh-Trung Van;Michel Beigbeder
Affiliations:
Centre G2I, Département RIM, Ecole Nationale Supérieure des Mines de Saint Etienne, Saint Etienne, France;Centre G2I, Département RIM, Ecole Nationale Supérieure des Mines de Saint Etienne, Saint Etienne, France
Venue:
CICLing'08 Proceedings of the 9th international conference on Computational linguistics and intelligent text processing
Year:
2008

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Abstract

Users of information retrieval systems usually have to repeat the tedious process of searching, browsing, and refining queries until they find relevant documents. This is because different users have different information needs, but user queries are often short and, hence, ambiguous. In this paper we study personalized search in digital libraries using user profile. The search results could be re-ranked by taking into account specific information needs of different people. We study many methods for this purpose: citation-based method, content-based method and hybrid method. We conducted experiments to compare performances of these methods. Experimental results show that our approaches are promising and applicable in digital libraries.