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L1-Norm-Based 2DPCA
Li, Xuelong1; Pang, Yanwei2; Yuan, Yuan3
2010-08-01
Source PublicationIEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
ISSN1083–4419
Volume40Issue:4Pages:1170-1175
AbstractIn this paper, we first present a simple but effective L1-norm-based two-dimensional principal component analysis (2DPCA). Traditional L2-norm-based least squares criterion is sensitive to outliers, while the newly proposed L1-norm 2DPCA is robust. Experimental results demonstrate its advantages.
SubtypeArticle
KeywordL1 Norm Outlier Subspace Two-dimensional Principal Component Analysis (2dpca)
Subject Area信号与模式识别
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TSMCB.2009.2035629
Indexed BySCI ; EI
WOS KeywordPRINCIPAL COMPONENT ANALYSIS ; FACE-RECOGNITION ; 2-DIMENSIONAL PCA ; REPRESENTATION ; APPEARANCE ; ALGORITHMS
Language英语
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Cybernetics
WOS IDWOS:000282348400016
Citation statistics
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/8563
Collection光学影像学习与分析中心
Affiliation1.Chinese Acad Sci, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
2.Tianjin Univ, Sch Elect Informat Engn, Tianjin 300072, Peoples R China
3.Aston Univ, Sch Engn & Appl Sci, Birmingham B4 7ET, W Midlands, England
Recommended Citation
GB/T 7714
Li, Xuelong,Pang, Yanwei,Yuan, Yuan. L1-Norm-Based 2DPCA[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,2010,40(4):1170-1175.
APA Li, Xuelong,Pang, Yanwei,&Yuan, Yuan.(2010).L1-Norm-Based 2DPCA.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS,40(4),1170-1175.
MLA Li, Xuelong,et al."L1-Norm-Based 2DPCA".IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 40.4(2010):1170-1175.
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