Collaborative Topic Regression with Social Matrix Factorization for Recommendation Systems

作者: Sanjay Purushotham , Yan Liu , C-C Jay Kuo

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摘要: … Let Q = qik denote the m × m matrix of G, which is the social network matrix in this paper. For … Therefore, the idea of social network matrix factorization is to derive l-dimensional feature …

参考文章(12)
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Peter Brusilovsky, Iván Cantador, Yehuda Koren, Tsvi Kuflik, Markus Weimer, Workshop on information heterogeneity and fusion in recommender systems (HetRec 2010) Proceedings of the fourth ACM conference on Recommender systems - RecSys '10. pp. 375- 376 ,(2010) , 10.1145/1864708.1864796
Yehuda Koren, Robert Bell, Chris Volinsky, Matrix Factorization Techniques for Recommender Systems IEEE Computer. ,vol. 42, pp. 30- 37 ,(2009) , 10.1109/MC.2009.263
Mohsen Jamali, Martin Ester, TrustWalker Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '09. pp. 397- 406 ,(2009) , 10.1145/1557019.1557067
Jonathan L. Herlocker, Joseph A. Konstan, Al Borchers, John Riedl, An algorithmic framework for performing collaborative filtering international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 230- 237 ,(1999) , 10.1145/3130348.3130372
Xiaoyuan Su, Taghi M. Khoshgoftaar, A survey of collaborative filtering techniques Advances in Artificial Intelligence. ,vol. 2009, pp. 4- ,(2009) , 10.1155/2009/421425
Yifan Hu, Yehuda Koren, Chris Volinsky, Collaborative Filtering for Implicit Feedback Datasets international conference on data mining. pp. 263- 272 ,(2008) , 10.1109/ICDM.2008.22
Justin Basilico, Thomas Hofmann, Unifying collaborative and content-based filtering Twenty-first international conference on Machine learning - ICML '04. pp. 9- ,(2004) , 10.1145/1015330.1015394
Hao Ma, Haixuan Yang, Michael R. Lyu, Irwin King, SoRec Proceeding of the 17th ACM conference on Information and knowledge mining - CIKM '08. pp. 931- 940 ,(2008) , 10.1145/1458082.1458205
George Karypis, Evaluation of Item-Based Top-N Recommendation Algorithms Proceedings of the tenth international conference on Information and knowledge management - CIKM'01. pp. 247- 254 ,(2001) , 10.1145/502585.502627