DocumentCode
3542780
Title
The impact of negative preferences on a recommendation process
Author
Hamed, Latifa Baba ; Abbar, Sofiane ; Haouari, Amine
Author_Institution
RIIR Lab., Univ. of Oran, Oran, Algeria
fYear
2012
fDate
10-12 May 2012
Firstpage
675
Lastpage
680
Abstract
Modern recommender systems rely on user feedback to provide high quality recommendations. User feedback communicates information about the user interests and preferences. However, in most existing recommender systems, only the positive preferences are taken into account in the recommendation process. We are trying, through this paper, to show the impact of negatives preferences on the recommendation process. To do this, we propose a system for recommending movies which combines positive and negative preferences to estimate the utility of a given movie for a given user. Our first experiments show that taking into account the negative preferences has a positive impact on the relevance of the recommendations made by the system.
Keywords
entertainment; human factors; recommender systems; movie recommendation process; movie utility estimation; recommender systems; user feedback; user interests; user negative preference impacts; user positive preference impacts; Motion pictures; matching; negative preferences; positive preferences; recommendation; user profiles;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia Computing and Systems (ICMCS), 2012 International Conference on
Conference_Location
Tangier
Print_ISBN
978-1-4673-1518-0
Type
conf
DOI
10.1109/ICMCS.2012.6320217
Filename
6320217
Link To Document