Title :
Linking Collaborative Filtering and Social Networks: Who Are My Mentors?
Author :
Brun, Armelle ; Boyer, Anne
Author_Institution :
LORIA, Nancy Univ., Vandoeuvre-lés-Nancy, France
Abstract :
This paper proposes a new approach of mentor selection in memory-based collaborative filtering when no rating is available. Users are represented under the form of a social network. The selection of mentors is performed through the use of a community detection algorithm used in the frame of social networks. It allows to recommend items to a given user, by applying democratic voting rules within his community.
Keywords :
groupware; information filtering; recommender systems; social networking (online); community detection algorithm; democratic voting rules; memory based collaborative filtering; mentor selection; social networks; Collaboration; Communities; Detection algorithms; Measurement; Motion pictures; Recommender systems; Social network services; Mentor detection; collaborative filtering; local community detection;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2010 International Conference on
Conference_Location :
Odense
Print_ISBN :
978-1-4244-7787-6
Electronic_ISBN :
978-0-7695-4138-9
DOI :
10.1109/ASONAM.2010.41