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基于Tensor Train低秩张量分解的理论算法研究 学位论文
硕士, 沈阳: 中国科学院沈阳自动化研究所, 2019
Authors:  张杨
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TT分解  图像去噪  张量补全  逐点加权  张量鲁棒主成分分析  
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:62/11  |  Submit date:2018/07/31
Degrees of freedom  low-rank matrix estimate  multivariate linear regression  multivariate quantile regression (QR)  
High-dimensional grouped folded concave penalized estimation via the LLA algorithm 期刊论文
Journal of the Korean Statistical Society, 2019, 卷号: 48, 期号: 1, 页码: 84-96
Authors:  Guo X(郭骁);  Wang Y(王尧);  Zhang H(张海)
View  |  Adobe PDF(471Kb)  |  Favorite  |  View/Download:36/8  |  Submit date:2019/02/24
Grouped variable selection  High-dimensional linear models  Folded concave penalty  Local linear approximation  Oracle estimator  
图像视频低秩张量表达及恢复算法研究 学位论文
博士, 沈阳: 中国科学院沈阳自动化研究所, 2018
Authors:  陈希爱
Adobe PDF(33552Kb)  |  Favorite  |  View/Download:150/31  |  Submit date:2018/12/16
低秩稀疏分解  低秩张量分解  三维全变分  多高斯拟合  马尔科夫随机场  
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