Non-negative matrix factorization with constraints

作者: Zhaohui Wu , Haifeng Liu

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摘要: … In this paper, we propose a novel semi-supervised matrix decomposition method, called Constrained Non-negative Matrix Factorization, which takes the label information as additional …

参考文章(22)
L. Lovasz, Matching Theory (North-Holland mathematics studies) Elsevier Science Ltd.. ,(1986)
Hujun Bao, Xuanhui Wang, Jiawei Han, Deng Cai, Xiaofei He, Locality preserving nonnegative matrix factorization international joint conference on artificial intelligence. pp. 1010- 1015 ,(2009)
Semi-Supervised Learning Advanced Methods in Sequence Analysis Lectures. pp. 221- 232 ,(2010) , 10.7551/MITPRESS/9780262033589.001.0001
Ming Ji, Hujun Bao, Xiaofei He, Graph embedding with constraints international joint conference on artificial intelligence. pp. 1065- 1070 ,(2009)
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
Wei Xu, Xin Liu, Yihong Gong, Document clustering based on non-negative matrix factorization international acm sigir conference on research and development in information retrieval. pp. 267- 273 ,(2003) , 10.1145/860435.860485
A. P. Dempster, N. M. Laird, D. B. Rubin, Maximum Likelihood from Incomplete Data Via theEMAlgorithm Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 39, pp. 1- 22 ,(1977) , 10.1111/J.2517-6161.1977.TB01600.X
Xiaofei He, Deng Cai, Wanli Min, Statistical and computational analysis of locality preserving projection Proceedings of the 22nd international conference on Machine learning - ICML '05. pp. 281- 288 ,(2005) , 10.1145/1102351.1102387
Weixiang Liu, Nanning Zheng, Xiaofeng Lu, Non-negative matrix factorization for visual coding international conference on acoustics, speech, and signal processing. ,vol. 3, pp. 293- 296 ,(2003) , 10.1109/ICASSP.2003.1199270
Wanli Min, Ke Lu, Xiaofei He, Locality pursuit embedding Pattern Recognition. ,vol. 37, pp. 781- 788 ,(2004) , 10.1016/J.PATCOG.2003.09.005