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Joint sparse matrix regression and nonnegative spectral analysis for two-dimensional unsupervised feature selection Journal article
Pattern Recognition, 2019,Volume: 89,Page: 119-133
Authors:  Yuan H.;  Li J.;  Lai L.L.;  Tang Y.Y.
Favorite | View/Download:25/0 | TC[WOS]:3 TC[Scopus]:0 | Submit date:2019/02/11
Nonnegative spectral analysis  Sparse matrix regression  Two-dimensional feature selection  Unsupervised learning  
Sparse structural feature selection for multitarget regression Journal article
KNOWLEDGE-BASED SYSTEMS, 2018,Volume: 160,Page: 200-209
Authors:  Yuan, Haoliang;  Zheng, Junjie;  Lai, Loi Lei;  Tang, Yuan Yan
Favorite | View/Download:20/0 | TC[WOS]:3 TC[Scopus]:0 | Submit date:2018/10/30
Multitarget regression  Feature selection  Structure matrix  Inter-target correlations  
Two-dimensional Quaternion PCA and Sparse PCA Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2018,Page: 1 - 15
Authors:  Xiaolin Xiao;  Yicong Zhou
Favorite | View/Download:11/0 | TC[WOS]:0 TC[Scopus]:0 | Submit date:2019/03/26
2d-principle Component Analysis (2d-pca)  2d-quaternion Pca (2d-qPca)  2d-quaternion Sparse Pca (2d-qsPca)  Color Face Recognition  Feature Extraction  Partial Occlusions  Qpca  
Nonparametric Bayesian Correlated Group Regression with Applications to Image Classification Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2018,Volume: 29,Issue: 11,Page: 5330-5344
Authors:  Luo L.;  Yang J.;  Zhang B.;  Jiang J.;  Huang H.
Favorite | View/Download:8/0 | TC[WOS]:5 TC[Scopus]:0 | Submit date:2019/04/04
Correlated group regression  expectation-maximization (EM)  robust image classification  scale mixture of matrix Gaussian distribution  sparse Bayesian learning (SBL)  
Nonparametric Bayesian Correlated Group Regression With Applications to Image Classification Journal article
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018,Volume: 29,Issue: 11,Page: 5330-5344
Authors:  Luo, Lei;  Yang, Jian;  Zhang, Bob;  Jiang, Jielin;  Huang, Heng
Favorite | View/Download:10/0 | TC[WOS]:5 TC[Scopus]:0 | Submit date:2019/01/17
Correlated group regression  expectation-maximization (EM)  robust image classification  scale mixture of matrix Gaussian distribution  sparse Bayesian learning (SBL)  
Weighted sparse coding regularized nonconvex matrix regression for robust face recognition Journal article
INFORMATION SCIENCES, 2017,Volume: 394,Page: 1-17
Authors:  Zhang, Hengmin;  Yang, Jian;  Xie, Jianchun;  Qian, Jianjun;  Zhang, Bob
Favorite | View/Download:20/0 | TC[WOS]:19 TC[Scopus]:0 | Submit date:2018/10/30
Nonconvex matrix regression  Weighted sparse coding  Inexact augmented lagrange multiplier method  Face recognition  
Tree-Structured Nuclear Norm Approximation with Applications to Robust Face Recognition Journal article
IEEE Transactions on Image Processing, 2016,Volume: 25,Issue: 12,Page: 5757-5767
Authors:  Luo L.;  Chen L.;  Yang J.;  Qian J.;  Zhang B.
Favorite | View/Download:7/0 | TC[WOS]:13 TC[Scopus]:0 | Submit date:2019/04/04
ADMM  face recognition  hierarchical distribution  nuclear norm  restricted isometry property (RIP)  Tree structure