Ruanjian Xuebao · 2015 · 30 citations · 69 references
ComputingInformation SystemsRecommender SystemsSocial InfluenceSocial PerceptionCold-start RecommendationCollaborative FilteringGroup RecommendationRecommendation SystemsSocial RecommendationTrust-aware RecommendationCold-start Recommendation With TrustData SparsityData Sparsity HandlingSparsity ConstraintsTrust In Recommender SystemsTrust PredictionTrust PropagationTrust Propagation In Recommender Systems
Social recommender systems have recently become one of the hottest topics in the domain of recommender systems. The main task of social recommender system is to alleviate data sparsity and cold-start problems, and improve its performance utilizing users' social attributes. This paper presents an overview of the field of social recommender systems, including trust inference algorithms, key techniques and typical applications. The prospects for future development and suggestions for possible extensions are also discussed.
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Learning the parts of objects by non-negative matrix factorization
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Matrix Factorization Techniques for Recommender Systems
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