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Affine Subspace Robust Low-Rank Self-Representation: From Matrix to Tensor 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 8, 页码: 9357-9373
作者:  Tang, Yongqiang;  Xie, Yuan;  Zhang, Wensheng
收藏  |  浏览/下载：43/0  |  提交时间：2023/11/17
Affine subspace  low-rank representation  low-rank tensor  multi-view learning  subspace clustering  
Robust deep multi-view subspace clustering networks with a correntropy-induced metric 期刊论文
APPLIED INTELLIGENCE, 2022, 页码: 17
作者:  Si, Xiaomeng;  Yin, Qiyue;  Zhao, Xiaojie;  Yao, Li
收藏  |  浏览/下载：133/0  |  提交时间：2022/06/10
Subspace clustering  Multi-view learning  Deep clustering  Consistency  Diversity  
Consistent and diverse multi-View subspace clustering with structure constraint 期刊论文
PATTERN RECOGNITION, 2022, 卷号: 121, 页码: 15
作者:  Si, Xiaomeng;  Yin, Qiyue;  Zhao, Xiaojie;  Yao, Li
收藏  |  浏览/下载：192/0  |  提交时间：2021/11/03
Subspace self-representation  Multi-view clustering  Consistency  Diversity  Clustering structure  
Constrained Tensor Representation Learning for Multi-View Semi-Supervised Subspace Clustering 期刊论文
IEEE Transactions on Multimedia, 2021, 卷号: 0, 期号: 0, 页码: 0
作者:  Yongqiang, Tang;  Yuan, Xie;  Chenyang, Zhang;  Wensheng, Zhang
Adobe PDF(8530Kb)  |  收藏  |  浏览/下载：200/38  |  提交时间：2022/04/01
Multi-view learning  pairwise constraint  semi-supervised clustering  subspace learning  tensor singular value decomposition (t-SVD)  
A New Subspace Clustering Strategy for AI-Based Data Analysis in IoT System 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2021, 卷号: 8, 期号: 16, 页码: 12540-12549
作者:  Cui, Zhihua;  Jing, Xuechun;  Zhao, Peng;  Zhang, Wensheng;  Chen, Jinjun
收藏  |  浏览/下载：182/0  |  提交时间：2021/11/02
Sparse matrices  Internet of Things  Clustering algorithms  Correlation  Artificial intelligence  Servers  Hyperspectral imaging  Close neighbors  data analysis  hyperspectral images (HSIs)  Internet of Things (IoT)  subspace clustering  
One-Step Multiview Subspace Segmentation via Joint Skinny Tensor Learning and Latent Clustering 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 页码: 15
作者:  Tang, Yongqiang;  Xie, Yuan;  Zhang, Changqing;  Zhang, Zhizhong;  Zhang, Wensheng
收藏  |  浏览/下载：154/0  |  提交时间：2022/01/27
Tensors  Optimization  Clustering methods  Computational modeling  Clustering algorithms  Semantics  Matrix decomposition  Multiview clustering  multiview representations  subspace clustering  tensor singular value decomposition (t-SVD)  
Robust Kernelized Multiview Self-Representation for Subspace Clustering 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 2, 页码: 868-881
作者:  Xie, Yuan;  Liu, Jinyan;  Qu, Yanyun;  Tao, Dacheng;  Zhang, Wensheng;  Dai, Longquan;  Ma, Lizhuang
收藏  |  浏览/下载：199/0  |  提交时间：2021/03/29
Tensile stress  Kernel  Manifolds  Optimization  Learning systems  Correlation  Data models  Kernelization  multiview subspace learning  nonlinear subspace clustering  tensor singular value decomposition (t-SVD)  
Hyper-Laplacian Regularized Multilinear Multiview Self-Representations for Clustering and Semisupervised Learning 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 2, 页码: 572-586
作者:  Xie, Yuan;  Zhang, Wensheng;  Qu, Yanyun;  Dai, Longquan;  Tao, Dacheng
收藏  |  浏览/下载：250/0  |  提交时间：2020/03/30
Tensile stress  Manifolds  Encoding  Laplace equations  Semisupervised learning  Correlation  Optimization  Manifold regularization  multilinear  multiview features  nonlinear subspace clustering  tensor singular-value decomposition (t-SVD)  
Generalized Latent Multi-View Subspace Clustering 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2020, 卷号: 42, 期号: 1, 页码: 86-99
作者:  Zhang, Changqing;  Fu, Huazhu;  Hu, Qinghua;  Cao, Xiaochun;  Xie, Yuan;  Tao, Dacheng;  Xu, Dong
收藏  |  浏览/下载：292/0  |  提交时间：2020/03/30
Clustering methods  Correlation  Electronic mail  Neural networks  Task analysis  Clustering algorithms  Minimization  Multi-view clustering  subspace clustering  latent representation  neural networks  
Simultaneous Subspace Clustering and Cluster Number Estimating Based on Triplet Relationship 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 卷号: 28, 期号: 8, 页码: 3973-3985
作者:  Liang, Jie;  Yang, Jufeng;  Cheng, Ming-Ming;  Rosin, Paul L.;  Wang, Liang
收藏  |  浏览/下载：256/0  |  提交时间：2019/09/30
Subspace clustering  triplet relationship  estimating the number of clusters  hyper-graph clustering