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Supervised Dimensionality Reduction Methods via Recursive Regression 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 9, 页码: 3269-3279
作者:  Liu, Yun;  Zhang, Rui;  Nie, Feiping;  Li, Xuelong;  Ding, Chris
Adobe PDF(1723Kb)  |  收藏  |  浏览/下载：236/1  |  提交时间：2020/10/23
Dimensionality reduction  Linear discriminant analysis  Eigenvalues and eigenfunctions  Learning systems  Computer science  Optical imaging  Optics  Optimal scaling (OS)  orthogonal least squares regression (OLSR)  orthogonal linear discriminant analysis (OLDA)  recursive regression  supervised dimensionality reduction  
Dimensionality reduction based on parallel factor analysis model and independent component analysis method 期刊论文
JOURNAL OF APPLIED REMOTE SENSING, 2019, 卷号: 13, 期号: 1
作者:  Yan, Ronghua;  Peng, Jinye;  Ma, Dongmei
Adobe PDF(4758Kb)  |  收藏  |  浏览/下载：211/0  |  提交时间：2019/04/29
dimensionality reduction  tensor processing  hyperspectral image  parallel factor analysis  independent component analysis  
Dimensionality Reduction by Spatial-Spectral Preservation in Selected Bands 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 9, 页码: 5185-5197
作者:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, XQ
Adobe PDF(2869Kb)  |  收藏  |  浏览/下载：294/2  |  提交时间：2017/09/20
Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
Robust Joint Graph Sparse Coding for Unsupervised Spectral Feature Selection 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2017, 卷号: 28, 期号: 6, 页码: 1263-1275
作者:  Zhu, Xiaofeng;  Li, Xuelong;  Zhang, Shichao;  Ju, Chunhua;  Wu, Xindong;  Zhang, SC (reprint author), Zhejiang Gongshang Univ, Sch Comp Sci & Informat Technol, Hangzhou 310018, Zhejiang, Peoples R China.
Adobe PDF(2273Kb)  |  收藏  |  浏览/下载：299/1  |  提交时间：2017/06/14
Dimensionality Reduction  Manifold Learning  Regression  Sparse Coding  
Dimensionality reduction method based on a tensor model 期刊论文
JOURNAL OF APPLIED REMOTE SENSING, 2017, 卷号: 11
作者:  Yan, Ronghua;  Peng, Jinye;  Ma, Dongmei;  Wen, Desheng;  Yan, RH (reprint author), Northwestern Polytech Univ, Sch Elect & Informat, Xian, Peoples R China.
Adobe PDF(3839Kb)  |  收藏  |  浏览/下载：225/1  |  提交时间：2017/07/06
Dimensionality Reduction  Tensor Processing  Hyperspectral Image  Spectral Tensor  
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  
Block Principal Component Analysis With Nongreedy l(1)-Norm Maximization 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2016, 卷号: 46, 期号: 11, 页码: 2543-2547
作者:  Li, Bing Nan;  Yu, Qiang;  Wang, Rong;  Xiang, Kui;  Wang, Meng;  Li, Xuelong;  Li, BN (reprint author), Hefei Univ Technol, Dept Biomed Engn, Hefei 230009, Peoples R China.
Adobe PDF(1305Kb)  |  收藏  |  浏览/下载：305/2  |  提交时间：2016/11/18
Block Principal Component Analysis (Bpca)  Dimensionality Reduction  l(1)-norm  Nongreedy Strategy  Outliers  
Hierarchical learning of large-margin metrics for large-scale image classification 期刊论文
NEUROCOMPUTING, 2016, 卷号: 208, 页码: 46-58
作者:  Lei, Hao;  Mei, Kuizhi;  Xin, Jingmin;  Dong, Peixiang;  Fan, Jianping;  Mei, Kuizhi (meikuizhi@mail.xjtu.edu.cn)
Adobe PDF(2855Kb)  |  收藏  |  浏览/下载：315/3  |  提交时间：2016/09/26
Visual Tree  Hierarchical Learning  Large-margin Metric Learning  Dimensionality Reduction  Large-scale Image Classification  
A-Optimal Projection for Image Representation 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 卷号: 38, 期号: 5, 页码: 1009-1015
作者:  He, Xiaofei;  Zhang, Chiyuan;  Zhang, Lijun;  Li, Xuelong
Adobe PDF(396Kb)  |  收藏  |  浏览/下载：191/1  |  提交时间：2016/08/19
Dimensionality Reduction  Optimal Design  Image Representation  
Relevance and irrelevance graph based marginal Fisher analysis for image search reranking 期刊论文
SIGNAL PROCESSING, 2016, 卷号: 121, 页码: 139-152
作者:  Ji, Zhong;  Pang, Yanwei;  Yuan, Yuan;  Pan, Jing;  Pang, YW
Adobe PDF(1924Kb)  |  收藏  |  浏览/下载：301/1  |  提交时间：2016/01/11
Multimedia Information System  Image Ranking  Dimensionality Reduction  Image Search Reranking  Learning-to-rank  Marginal Fisher Analysis