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Multilinear Multitask Learning by Rank-Product Regularization 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 4, 页码: 1336-1350
Authors:  Zhao Q(赵谦);  Rui, Xiangyu;  Han Z(韩志);  Meng DY(孟德宇)
Adobe PDF(2338Kb)  |  Favorite  |  View/Download:26/6  |  Submit date:2020/05/03
Multilinear  multitask learning (MTL)  rank product  tensor sparsity  
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:77/4  |  Submit date:2018/06/17
Hyperspectral Image (Hsi)  Low-rank Tensor Decomposition  Mixed Noise  Total Variation (Tv)  
A Generalized Model for Robust Tensor Factorization With Noise Modeling by Mixture of Gaussians 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2018, 卷号: 29, 期号: 11, 页码: 5380-5393
Authors:  Chen XA(陈希爱);  Han Z(韩志);  Wang Y(王尧);  Zhao Q(赵谦);  Meng DY(孟德宇);  Lin, Lin;  Tang YD(唐延东)
Adobe PDF(3176Kb)  |  Favorite  |  View/Download:269/49  |  Submit date:2018/03/25
Expectation–maximization (Em) Algorithm  Generalized Weighted Low-rank Tensor Factorization (Gwlrtf)  Mixture Of Gaussians (Mog) Model  Tensor Factorization  
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:47/10  |  Submit date:2018/11/09
High-dimensional Data  Sparsity  Compressive Sensing  Low-rank Matrix Recovery  Tensors  
On Convergence Properties of Implicit Self-paced Objective 期刊论文
Information Sciences, 2018, 卷号: 462, 页码: 132-140
Authors:  Ma, Zilu;  Liu, Shiqi;  Meng DY(孟德宇);  Zhang, Yong;  Lo, SioLong;  Han Z(韩志)
View  |  Adobe PDF(398Kb)  |  Favorite  |  View/Download:57/11  |  Submit date:2018/07/01
Self-paced Learning  Machine Learning  Non-convex Optimization  Convergence  
Tensor RPCA by Bayesian CP Factorization with Complex Noise 会议论文
2017 IEEE International Conference on Computer Vision (ICCV), Venice, Italy, October 22-29, 2017
Authors:  Luo Q(罗琼);  Han Z(韩志);  Chen XA(陈希爱);  Wang Y(王尧);  Meng DY(孟德宇);  Liang D(梁栋);  Tang YD(唐延东)
View  |  Adobe PDF(3578Kb)  |  Favorite  |  View/Download:130/20  |  Submit date:2017/12/21
Robust tensor factorization with unknown noise 会议论文
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, United states, June 26 - July 1, 2016
Authors:  Chen XA(陈希爱);  Han Z(韩志);  Wang, Yao;  Zhao, Qian;  Meng, Deyu;  Tang YD(唐延东)
View  |  Adobe PDF(3132Kb)  |  Favorite  |  View/Download:285/30  |  Submit date:2016/09/28
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:187/40  |  Submit date:2016/08/13