Factorization Machines with libFM

作者: Steffen Rendle

DOI: 10.1145/2168752.2168771

关键词:

摘要: … LIBFM is a software implementation for factorization machines that … the recent research on factorization machines both in terms of … recommendations with factorization machines. In …

参考文章(46)
Liang Xiong, Xi Chen, Tzu-Kuo Huang, Jeff Schneider, Jaime G. Carbonell, Temporal Collaborative Filtering with Bayesian Probabilistic Tensor Factorization siam international conference on data mining. pp. 211- 222 ,(2010) , 10.1137/1.9781611972801.19
Thorsten Joachims, Making large-scale support vector machine learning practical Advances in kernel methods. pp. 169- 184 ,(1999)
Ledyard R Tucker, Some mathematical notes on three-mode factor analysis Psychometrika. ,vol. 31, pp. 279- 311 ,(1966) , 10.1007/BF02289464
Yehuda Koren, Factorization meets the neighborhood Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD 08. pp. 426- 434 ,(2008) , 10.1145/1401890.1401944
Yu Zheng, Xing Xie, Learning travel recommendations from user-generated GPS traces ACM Transactions on Intelligent Systems and Technology. ,vol. 2, pp. 1- 29 ,(2011) , 10.1145/1889681.1889683
Steffen Rendle, Zeno Gantner, Christoph Freudenthaler, Lars Schmidt-Thieme, Fast context-aware recommendations with factorization machines international acm sigir conference on research and development in information retrieval. pp. 635- 644 ,(2011) , 10.1145/2009916.2010002
Hao Ma, Irwin King, Michael R. Lyu, Learning to recommend with explicit and implicit social relations ACM Transactions on Intelligent Systems and Technology. ,vol. 2, pp. 1- 19 ,(2011) , 10.1145/1961189.1961201
Badrul Sarwar, George Karypis, Joseph Konstan, John Reidl, Item-based collaborative filtering recommendation algorithms Proceedings of the tenth international conference on World Wide Web - WWW '01. pp. 285- 295 ,(2001) , 10.1145/371920.372071
Yehuda Koren, Factor in the neighbors ACM Transactions on Knowledge Discovery from Data. ,vol. 4, pp. 1- 24 ,(2010) , 10.1145/1644873.1644874