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 :
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