Double robust principal component analysis

作者: Qianqian Wang , QuanXue Gao , Gan Sun , Chris Ding

DOI: 10.1016/J.NEUCOM.2020.01.097

关键词:

摘要: … Similarly, Zhang and Zhao [25] proposed matrix factorization … manifold regularization to the matrix factorization to learn low-rank … review two related works traditional principal component …

参考文章(33)
Rong Wang, Feiping Nie, Xiaojun Yang, Feifei Gao, Minli Yao, Robust 2DPCA With Non-greedy $\ell _{1}$ -Norm Maximization for Image Analysis IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 45, pp. 1108- 1112 ,(2015) , 10.1109/TCYB.2014.2341575
Tae-Hyun Oh, Yu-Wing Tai, Jean-Charles Bazin, Hyeongwoo Kim, In So Kweon, Partial Sum Minimization of Singular Values in Robust PCA: Algorithm and Applications IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 38, pp. 744- 758 ,(2016) , 10.1109/TPAMI.2015.2465956
N. Kwak, Principal Component Analysis Based on L1-Norm Maximization IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 30, pp. 1672- 1680 ,(2008) , 10.1109/TPAMI.2008.114
Taisong Jin, Jun Yu, Jane You, Kun Zeng, Cuihua Li, Zhengtao Yu, Low-rank matrix factorization with multiple Hypergraph regularizer Pattern Recognition. ,vol. 48, pp. 1011- 1022 ,(2015) , 10.1016/J.PATCOG.2014.09.002
Zhenyue Zhang, Keke Zhao, Low-Rank Matrix Approximation with Manifold Regularization IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 35, pp. 1717- 1729 ,(2013) , 10.1109/TPAMI.2012.274
Chris Ding, Ding Zhou, Xiaofeng He, Hongyuan Zha, R1-PCA Proceedings of the 23rd international conference on Machine learning - ICML '06. pp. 281- 288 ,(2006) , 10.1145/1143844.1143880
Liang Tao, Horace H. S. Ip, Yinglin Wang, Xin Shu, Low rank approximation with sparse integration of multiple manifolds for data representation Applied Intelligence. ,vol. 42, pp. 430- 446 ,(2015) , 10.1007/S10489-014-0600-7
Qifa Ke, T. Kanade, Robust L/sub 1/ norm factorization in the presence of outliers and missing data by alternative convex programming computer vision and pattern recognition. ,vol. 1, pp. 739- 746 ,(2005) , 10.1109/CVPR.2005.309
Xiaofei He, Deng Cai, Shuicheng Yan, Hong-Jiang Zhang, Neighborhood preserving embedding international conference on computer vision. ,vol. 2, pp. 1208- 1213 ,(2005) , 10.1109/ICCV.2005.167
Jian-Feng Cai, Emmanuel J. Candès, Zuowei Shen, A Singular Value Thresholding Algorithm for Matrix Completion SIAM Journal on Optimization. ,vol. 20, pp. 1956- 1982 ,(2010) , 10.1137/080738970