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Unified Low-Rank Matrix Estimate via Penalized Matrix Least Squares Approximation 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2019, 卷号: 30, 期号: 2, 页码: 474-485
Authors:  Chang, Xiangyu;  Zhong, Yan;  Wang Y(王尧);  Lin SB(林绍波)
View  |  Adobe PDF(1882Kb)  |  Favorite  |  View/Download:61/11  |  Submit date:2018/07/31
Degrees of freedom  low-rank matrix estimate  multivariate linear regression  multivariate quantile regression (QR)  
Hyperspectral Image Restoration Via Total Variation Regularized Low-Rank Tensor Decomposition 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2018, 卷号: 11, 期号: 4, 页码: 1227-1243
Authors:  Wang Y(王尧);  Peng, Jiangjun;  Zhao Q(赵谦);  Leung, Yee;  Zhao XL(赵熙乐);  Meng DY(孟德宇)
View  |  Adobe PDF(2500Kb)  |  Favorite  |  View/Download:56/4  |  Submit date:2018/06/17
Hyperspectral Image (Hsi)  Low-rank Tensor Decomposition  Mixed Noise  Total Variation (Tv)  
Sparse recovery: From vectors to tensors 期刊论文
National Science Review, 2018, 卷号: 5, 期号: 5, 页码: 756-767
Authors:  Wang Y(王尧);  Meng DY(孟德宇);  Yuan, Ming
View  |  Adobe PDF(1871Kb)  |  Favorite  |  View/Download:37/7  |  Submit date:2018/11/09
High-dimensional Data  Sparsity  Compressive Sensing  Low-rank Matrix Recovery  Tensors  
Hyperspectral image super-resolution via nonlocal low-rank tensor approximation and total variation regularization 期刊论文
Remote Sensing, 2017, 卷号: 9, 期号: 12, 页码: 1-16
Authors:  Wang Y(王尧);  Chen XA(陈希爱);  Han Z(韩志);  He, Shiying
View  |  Adobe PDF(2475Kb)  |  Favorite  |  View/Download:228/19  |  Submit date:2018/01/06
Hyperspectral Image Super-resolution  Low-rank Tensor Approximation  Nonlocal Self-similarity  Folded-concave Regularization  Total Variation  Admm  
Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements 期刊论文
IEEE Transactions on Image Processing, 2016, 卷号: 25, 期号: 9, 页码: 4075-4090
Authors:  Cao WF(曹文飞);  Wang Y(王尧);  Sun J(孙剑);  Meng DY(孟德宇);  Yang, Can;  Cichocki, Andrzej;  Xu ZB(徐宗本)
View  |  Adobe PDF(7814Kb)  |  Favorite  |  View/Download:169/34  |  Submit date:2016/08/13
Nonconvex plus quadratic penalized low-rank and sparse decomposition for noisy image alignment 期刊论文
Science China Information Sciences, 2016, 卷号: 59, 期号: 5, 页码: 1-13
Authors:  Chen XA(陈希爱);  Han Z(韩志);  Wang Y(王尧);  Tang YD(唐延东);  Yu HB(于海斌)
View  |  Adobe PDF(2764Kb)  |  Favorite  |  View/Download:379/38  |  Submit date:2016/03/28
Low-rank Decomposition  Nonconvex Relaxation  Quadratic Penalized  Batch Image Alignment  Sparse Or nonSparse Noise  
Folded-concave penalization approaches to tensor completion 期刊论文
Neurocomputing, 2015, 卷号: 152, 页码: 261-273
Authors:  Cao WF(曹文飞);  Wang Y(王尧);  Yang, Can;  Chang, Xiangyu;  Han Z(韩志);  Xu ZB(徐宗本)
View  |  Adobe PDF(11144Kb)  |  Favorite  |  View/Download:159/22  |  Submit date:2015/02/04
Tensor Completion  Nuclear Norm  Folded-concave Penalization  Local Linear Approximation  Sparse Learning