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Subspace Clustering Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3007-3019
作者:  Lu, Xiaoqiang;  Dong, Le;  Yuan, Yuan
Adobe PDF(2036Kb)  |  收藏  |  浏览/下载：185/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Robust Subspace Clustering by Cauchy Loss Function 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 7, 页码: 2067-2078
作者:  Li, Xuelong;  Lu, Quanmao;  Dong, Yongsheng;  Tao, Dacheng
Adobe PDF(3374Kb)  |  收藏  |  浏览/下载：255/0  |  提交时间：2019/07/17
Cauchy loss function (CLF)  grouping effect  noise suppression  similarity matrix  subspace clustering  
Adaptive Projected Matrix Factorization method for data clustering 期刊论文
NEUROCOMPUTING, 2018, 卷号: 306, 页码: 182-188
作者:  Chen, Mulin;  Wang, Qi;  Li, Xuelong;  Wang, Qi (crabwq@gmail.com)
Adobe PDF(783Kb)  |  收藏  |  浏览/下载：218/0  |  提交时间：2018/06/07
Clustering  Graph Learning  Subspace Learning  Matrix Factorization  
Subspace clustering guided convex nonnegative matrix factorization 期刊论文
NEUROCOMPUTING, 2018, 卷号: 292, 页码: 38-48
作者:  Cui, Guosheng;  Li, Xuelong;  Dong, Yongsheng;  Dong, YS (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(979Kb)  |  收藏  |  浏览/下载：247/1  |  提交时间：2018/04/26
Convex Nonnegative Matrix Factorization  Subspace Clustering  Multiple Centroids  Geometry Structure  Image Clustering  
Re-Weighted Discriminatively Embedded K-Means for Multi-View Clustering 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 卷号: 26, 期号: 6, 页码: 3016-3027
作者:  Xu, Jinglin;  Han, Junwei;  Nie, Feiping;  Li, Xuelong;  Xu, Jinglin (xujinglinlove@gmail.com)
Adobe PDF(3000Kb)  |  收藏  |  浏览/下载：299/0  |  提交时间：2017/05/31
Multi-view Clustering  Discriminatively Embedded K-means  Low-dimensional Subspace  Iterative Re-weighted Least Squares  
Orthogonal self-guided similarity preserving projection for classification and clustering 期刊论文
NEURAL NETWORKS, 2017, 卷号: 88, 页码: 1-8
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Teng, Shaohua;  Fei, Lunke;  Xu, Y (reprint author), Harbin Inst Technol, Shenzhen Grad Sch, Biocomp Res Ctr, Shenzhen 518055, Guangdong, Peoples R China.
Adobe PDF(813Kb)  |  收藏  |  浏览/下载：154/0  |  提交时间：2017/05/26
Dimensionality Reduction  Intrinsic Structure  Subspace Clustering  Feature Representation  
Robust Semi-Supervised Subspace Clustering via Non-Negative Low-Rank Representation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2016, 卷号: 46, 期号: 8, 页码: 1828-1838
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Wong, Wai Keung
Adobe PDF(1675Kb)  |  收藏  |  浏览/下载：226/1  |  提交时间：2016/09/22
Affinity Matrix  Low-rank Representation (Lrr)  Subspace Clustering  Supervision Information  
Subspace Clustering by Capped l(1) Norm 会议论文
PATTERN RECOGNITION (CCPR 2016), PT I, Chengdu, PEOPLES R CHINA, 2016-11-05
作者:  Lu, Quanmao;  Li, Xuelong;  Dong, Yongsheng;  Tao, Dacheng;  Dong, YS (reprint author)
Adobe PDF(3326Kb)  |  收藏  |  浏览/下载：190/1  |  提交时间：2017/09/08
Subspace Clustering  Capped l(1) Norm  Grouping Effect