Recommender Systems Clustering Using Bayesian Non Negative Matrix Factorization
作者： Jesus Bobadilla , Rodolfo Bojorque , Antonio Hernando Esteban , Remigio Hurtado
DOI: 10.1109/ACCESS.2017.2788138
关键词: Matrix decomposition 、 Algorithm 、 k-means clustering 、 Probabilistic logic 、 Non-negative matrix factorization 、 Matrix (mathematics) 、 Collaborative filtering 、 Sparse matrix 、 Recommender system 、 Cluster analysis 、 Computer science
摘要: … We propose the use of a Bayesian non-negative matrix factorization (BNMF) method to improve the current clustering results in the collaborative filtering area. We also provide an …
sci-hub.se 参考文章(59)
Quanquan Gu, Jie Zhou, Local learning regularized nonnegative matrix factorization international joint conference on artificial intelligence. pp. 1046- 1051 ,(2009)
Francisco Serradilla, Jesus Bobadilla, The effect of sparsity on collaborative filtering metrics australasian database conference. pp. 9- 18 ,(2009)
Dheeraj Bokde, Sheetal Girase, Debajyoti Mukhopadhyay, Matrix Factorization Model in Collaborative Filtering Algorithms: A Survey Procedia Computer Science. ,vol. 49, pp. 136- 146 ,(2015) , 10.1016/J.PROCS.2015.04.237
Xianchao Zhang, Linlin Zong, Xinyue Liu, Jiebo Luo, Constrained Clustering With Nonnegative Matrix Factorization IEEE Transactions on Neural Networks. ,vol. 27, pp. 1514- 1526 ,(2016) , 10.1109/TNNLS.2015.2448653
Data Clustering: Algorithms and Applications Chapman and Hall/CRC. ,(2013) , 10.1201/9781315373515
Jiho Yoo, Seungjin Choi, Weighted Nonnegative Matrix Co-Tri-Factorization for Collaborative Prediction asian conference on machine learning. ,vol. 5828, pp. 396- 411 ,(2009) , 10.1007/978-3-642-05224-8_30
Daniel D. Lee, H. Sebastian Seung, Learning the parts of objects by non-negative matrix factorization Nature. ,vol. 401, pp. 788- 791 ,(1999) , 10.1038/44565
Cosimo Birtolo, Davide Ronca, Advances in Clustering Collaborative Filtering by means of Fuzzy C-means and trust Expert Systems With Applications. ,vol. 40, pp. 6997- 7009 ,(2013) , 10.1016/J.ESWA.2013.06.022
Linas Baltrunas, Bernd Ludwig, Francesco Ricci, Matrix factorization techniques for context aware recommendation Proceedings of the fifth ACM conference on Recommender systems - RecSys '11. pp. 301- 304 ,(2011) , 10.1145/2043932.2043988
Anil K. Jain, Data clustering: 50 years beyond K-means international conference on pattern recognition. ,vol. 31, pp. 651- 666 ,(2010) , 10.1016/J.PATREC.2009.09.011