Adaptive social similarities for recommender systems

RecSys'11 - Proceedings of the 5th ACM Conference on Recommender Systems

Volumn , Issue , 2011, Pages 257-260

  Yu, Le ^a   Pan, Rong ^a   Li, Zhangfeng ^a  

^a SUN YAT SEN UNIVERSITY   (China)

Author keywords

collaborative filtering; recommender system; social network

Indexed keywords

BASELINE MODELS; COLLABORATIVE FILTERING; DATA SETS; MATRIX FACTORIZATIONS; PEARSON CORRELATION COEFFICIENTS; RECOMMENDATION METHODS; RECOMMENDATION TECHNIQUES; SIMILARITY FUNCTIONS; SOCIAL INFORMATION; SOCIAL NETWORKS; SOCIAL-BASED;

CORRELATION METHODS; EXPERIMENTS; VECTOR SPACES;

RECOMMENDER SYSTEMS;

EID: 82555195648     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2043932.2043978     Document Type: Conference Paper

References (10)

1. M. Jamali and M. Ester, A Matrix Factorization Technique with Trust Propagation for Recommendation in Social Networks, Proceedings of the ACM conference on Recommender systems, 2010.
2. H. Ma, H. Yang, M. R. Lyu, and I. King, social recommendation using probabilistic matrix factorization, CIKM 2008, pages 931-940. ACM, 2008.
3. H. Ma, I. King, and M. R. Lyu, Learning to recommend with social trust ensemble, In SIGIR 2009, pages 203-210.
4. H. Ma, D. Zhou, C. Liu, M. R. Lyu, I. King, Recommender Systems with Social Regularization, In Proceedings of ACM WSDM 2011.
5. P. Massa and P. Avesani, Trust metrics in recommender systems, Computing with Social Trust: 259-285, Springler.
6. R. Pan, Y. Zhou, B. Cao, N. N. Liu, R. M. Lukose, M. Scholz, and Q. Yang, One-class collaborative Filtering,In IEEE International Conference on Data Mining (ICDM 2008), pages 502-511.
7. R. Pan and M. Scholz. Mind the gaps: Weighting the unknown in large-scale one-class collaborative filtering. In 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2009.
8. R. Salakhutdinov and A. Mnih, Probabilistic matrix factorization, In NIPS 2008, volume 20.
9. X. Su and T. M. Khoshgoftaar, A survey of collaborative filtering techniques, Advances in Artificial Intelligence, 2009.
10. Y. Zhang, B. Cao, and D. Y. Yeung. Multi-domain collaborative filtering. In Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence (UAI), Catalina Island, California, USA, 2010.