Information Retrieval and Graph Analysis Approaches for Book Recommendation
Joint Authors
Benkoussas, Chahinez
Bellot, Patrice
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-09-30
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
A combination of multiple information retrieval approaches is proposed for the purpose of book recommendation.
In this paper, book recommendation is based on complex user's query.
We used different theoretical retrieval models: probabilistic as InL2 (Divergence from Randomness model) and language model and tested their interpolated combination.
Graph analysis algorithms such as PageRank have been successful in Web environments.
We consider the application of this algorithm in a new retrieval approach to related document network comprised of social links.
We called Directed Graph of Documents (DGD) a network constructed with documents and social information provided from each one of them.
Specifically, this work tackles the problem of book recommendation in the context of INEX (Initiative for the Evaluation of XML retrieval) Social Book Search track.
A series of reranking experiments demonstrate that combining retrieval models yields significant improvements in terms of standard ranked retrieval metrics.
These results extend the applicability of link analysis algorithms to different environments.
American Psychological Association (APA)
Benkoussas, Chahinez& Bellot, Patrice. 2015. Information Retrieval and Graph Analysis Approaches for Book Recommendation. The Scientific World Journal،Vol. 2015, no. 2015, pp.1-8.
https://search.emarefa.net/detail/BIM-1079292
Modern Language Association (MLA)
Benkoussas, Chahinez& Bellot, Patrice. Information Retrieval and Graph Analysis Approaches for Book Recommendation. The Scientific World Journal No. 2015 (2015), pp.1-8.
https://search.emarefa.net/detail/BIM-1079292
American Medical Association (AMA)
Benkoussas, Chahinez& Bellot, Patrice. Information Retrieval and Graph Analysis Approaches for Book Recommendation. The Scientific World Journal. 2015. Vol. 2015, no. 2015, pp.1-8.
https://search.emarefa.net/detail/BIM-1079292
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1079292