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Approximate Low-Rank Projection Learning for Feature Extraction 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 11, 页码: 5228-5241
作者:  Fang, Xiaozhao;  Han, Na;  Wu, Jigang;  Xu, Yong;  Yang, Jian;  Wong, Wai Keung;  Li, Xuelong
Adobe PDF(2693Kb)  |  收藏  |  浏览/下载:258/0  |  提交时间:2018/11/21
Computer Vision  Feature Extraction  Low-rank Representation (Lrr)  Pattern Recognition  Ridge Regression  
Regularized Label Relaxation Linear Regression 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 4, 页码: 1006-1018
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Wong, Wai Keung;  Fang, Bingwu;  Xu, Y (reprint author), Harbin Inst Technol, Shenzhen Grad Sch, Biocomp Res Ctr, Shenzhen 518055, Peoples R China.
Adobe PDF(3718Kb)  |  收藏  |  浏览/下载:226/1  |  提交时间:2018/04/11
Class Compactness Graph  Computer Vision  Label Relaxation  Linear Regression (Lr)  Manifold Learning  
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:183/0  |  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:257/1  |  提交时间:2016/09/22
Affinity Matrix  Low-rank Representation (Lrr)  Subspace Clustering  Supervision Information  
Discriminative Transfer Subspace Learning via Low-Rank and Sparse Representation 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 卷号: 25, 期号: 2, 页码: 850-863
作者:  Xu, Yong;  Fang, Xiaozhao;  Wu, Jian;  Li, Xuelong;  Zhang, David
Adobe PDF(4196Kb)  |  收藏  |  浏览/下载:221/1  |  提交时间:2016/11/03
Source Domain  Target Domain  Low-rank And Sparse Constraints  Knowledge Transfer  Subspace Learning  
Learning a Nonnegative Sparse Graph for Linear Regression 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 卷号: 24, 期号: 9, 页码: 2760-2771
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Wong, Wai Keung
Adobe PDF(2659Kb)  |  收藏  |  浏览/下载:260/2  |  提交时间:2015/07/24
Graph Learning  Linear Regression  Label Propagation  Semi-supervised Classification  
Data Uncertainty in Face Recognition 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 卷号: 44, 期号: 10, 页码: 1950-1961
作者:  Xu, Yong;  Fang, Xiaozhao;  Li, Xuelong;  Yang, Jiang;  You, Jane;  Liu, Hong;  Teng, Shaohua
Adobe PDF(17191Kb)  |  收藏  |  浏览/下载:286/0  |  提交时间:2015/03/18
Computer Vision  Face Recognition  Machine Learning  Pattern Recognition  Uncertainty  
Locality and similarity preserving embedding for feature selection 期刊论文
NEUROCOMPUTING, 2014, 卷号: 128, 页码: 304-315
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Fan, Zizhu;  Liu, Hong;  Chen, Yan
Adobe PDF(3153Kb)  |  收藏  |  浏览/下载:251/0  |  提交时间:2015/03/18
Feature Selection  Locality And Similarity Preserving  Sparse Reconstruction  Transformation Matrix  Discriminating Information