Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
IEEE Transactions on Knowledge and Data Engineering
Content-based music filtering system with editable user profile
Proceedings of the 2006 ACM symposium on Applied computing
A user-oriented contents recommendation system in peer-to-peer architecture
Expert Systems with Applications: An International Journal
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
A hybrid approach for movie recommendation
Multimedia Tools and Applications
Addressing cold-start problem in recommendation systems
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Intelligent Multimedia Recommender by Integrating Annotation and Association Mining
SUTC '08 Proceedings of the 2008 IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (sutc 2008)
Social Recommendations within the Multimedia Sharing Systems
WSKS '08 Proceedings of the 1st world summit on The Knowledge Society: Emerging Technologies and Information Systems for the Knowledge Society
Evaluation of an ontology-content based filtering method for a personalized newspaper
Proceedings of the 2008 ACM conference on Recommender systems
Lire: lucene image retrieval: an extensible java CBIR library
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Personalized Recommendation over a Customer Network for Ubiquitous Shopping
IEEE Transactions on Services Computing
Music Recommendation Using Content and Context Information Mining
IEEE Intelligent Systems
A multimedia recommender integrating object features and user behavior
Multimedia Tools and Applications
Supporting multimedia recommender systems with peer-level annotations
WebMedia '09 Proceedings of the XV Brazilian Symposium on Multimedia and the Web
Modeling recommendation as a social choice problem
Proceedings of the fourth ACM conference on Recommender systems
A Recommender System for Youtube Based on its Network of Reviewers
SOCIALCOM '10 Proceedings of the 2010 IEEE Second International Conference on Social Computing
A Multimedia Semantic Recommender System for Cultural Heritage Applications
ICSC '11 Proceedings of the 2011 IEEE Fifth International Conference on Semantic Computing
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One of the most important challenges in the information access field, especially for multimedia repositories, is information overload. To cope with this problem, in this paper, the authors present a strategy for a recommender system that computes customized recommendations for users' accessing multimedia collections, using semantic contents and low-level features of multimedia objects, past behaviour of individual users, and social behaviour of the users' community as a whole. The authors implement their strategy in a recommender prototype for browsing image digital libraries in the Cultural Heritage domain. They then investigate the effectiveness of the proposed approach, based on the users' satisfaction. The preliminary experimental results show that the approach is promising and encourages further research in this direction.