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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)  
Fast Learning With Polynomial Kernels 期刊论文
IEEE Transactions on Cybernetics, 2019, 卷号: 49, 期号: 10, 页码: 3780-3792
Authors:  Lin SB(林绍波);  Zeng, Jinshan
View  |  Adobe PDF(1160Kb)  |  Favorite  |  View/Download:38/4  |  Submit date:2018/07/31
Kernel Methods  Learning Systems  Learning Theory  Polynomial Kernel  
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:13/2  |  Submit date:2019/09/15
Boosting  generalization error  numerical convergence rate  resealed boosting (RBoosting)  
Learning Through Deterministic Assignment of Hidden Parameters 期刊论文
IEEE Transactions on Cybernetics, 2018, 页码: 1-14
Authors:  Fang, Jian;  Lin SB(林绍波);  Xu ZB(徐宗本)
View  |  Adobe PDF(995Kb)  |  Favorite  |  View/Download:43/7  |  Submit date:2019/01/13
Bright parameters  hidden parameters  learning rate  neural networks  supervised learning