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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: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  
Rescaled Boosting in Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 9, 页码: 2598-2610
Authors:  Wang Y(王尧);  Liao, Xu;  Lin SB(林绍波)
View  |  Adobe PDF(2681Kb)  |  Favorite  |  View/Download:14/2  |  Submit date:2019/09/15
Boosting  generalization error  numerical convergence rate  resealed boosting (RBoosting)  
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:236/42  |  Submit date:2018/03/25
Expectation–maximization (Em) Algorithm  Generalized Weighted Low-rank Tensor Factorization (Gwlrtf)  Mixture Of Gaussians (Mog) Model  Tensor Factorization