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Representative Task Self-Selection for Flexible Clustered Lifelong Learning 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 页码: 1-15
Authors:  Sun G(孙干);  Cong Y(丛杨);  Wang QQ(王倩倩);  Zhong BN(钟必能);  Fu Y(付昀)
Adobe PDF(4768Kb)  |  Favorite  |  View/Download:29/2  |  Submit date:2021/01/17
Clustering analysis  lifelong machine learning  multitask learning (MTL)  transfer learning  
Continual Multiview Task Learning via Deep Matrix Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 卷号: 32, 期号: 1, 页码: 139-150
Authors:  Sun G(孙干);  Cong Y(丛杨);  Zhang, Yulun;  Zhao GS(赵国帅);  Fu Y(付昀)
Adobe PDF(2443Kb)  |  Favorite  |  View/Download:21/1  |  Submit date:2021/01/24
Deep matrix factorization  lifelong machine learning  multiview learning  sparse subspace learning  
Generalized Learning Riemannian Space Quantization: A Case Study on Riemannian Manifold of SPD Matrices 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 卷号: 32, 期号: 1, 页码: 281-292
Authors:  Tang FZ(唐凤珍);  Fan ML(范孟灵);  Tino, Peter
Adobe PDF(1359Kb)  |  Favorite  |  View/Download:17/1  |  Submit date:2021/01/24
Generalized learning vector quantization (GLVQ)  learning vector quantization (LVQ)  Riemannian geodesic distances  Riemannian manifold  
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)
Adobe PDF(1882Kb)  |  Favorite  |  View/Download:104/21  |  Submit date:2018/07/31
Degrees of freedom  low-rank matrix estimate  multivariate linear regression  multivariate quantile regression (QR)  
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:374/86  |  Submit date:2018/03/25
Expectation–maximization (Em) Algorithm  Generalized Weighted Low-rank Tensor Factorization (Gwlrtf)  Mixture Of Gaussians (Mog) Model  Tensor Factorization