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Discriminant sparse neighborhood preserving embedding for face recognition

文献类型：期刊论文

作者Gui, Jie1,2; Sun, Zhenan1; Jia, Wei2; Hu, Rongxiang2; Lei, Yingke3; Ji, Shuiwang4
刊名PATTERN RECOGNITION
出版日期2012-08-01
卷号45期号:8页码:2884-2893
关键词Sparse neighborhood preserving embedding Sparse subspace learning Discriminant learning Maximum margin criterion Discriminant sparse neighborhood preserving embedding Face recognition
英文摘要Sparse subspace learning has drawn more and more attentions recently. However, most of the sparse subspace learning methods are unsupervised and unsuitable for classification tasks. In this paper, a new sparse subspace learning algorithm called discriminant sparse neighborhood preserving embedding (DSNPE) is proposed by adding the discriminant information into sparse neighborhood preserving embedding (SNPE). DSNPE not only preserves the sparse reconstructive relationship of SNPE, but also sufficiently utilizes the global discriminant structures from the following two aspects: (1) maximum margin criterion (MMC) is added into the objective function of DSNPE; (2) only the training samples with the same label as the current sample are used to compute the sparse reconstructive relationship. Extensive experiments on three face image datasets (Yale, Extended Yale B and AR) demonstrate the effectiveness of the proposed DSNPE method. (C) 2012 Elsevier Ltd. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
研究领域[WOS]Computer Science ; Engineering
关键词[WOS]NONLINEAR DIMENSIONALITY REDUCTION ; MAXIMUM MARGIN CRITERION ; NONNEGATIVE MATRIX FACTORIZATION ; ROBUST FEATURE-EXTRACTION ; TANGENT-SPACE ALIGNMENT ; COMPONENT ANALYSIS ; PROJECTIONS ; MANIFOLD ; REPRESENTATION ; EIGENMAPS
收录类别SCI
语种英语
WOS记录号WOS:000303294500003
源URL[http://ir.ia.ac.cn/handle/173211/3820]  
专题自动化研究所_智能感知与计算研究中心
作者单位1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Hefei Inst Intelligent Machines, Hefei 230031, Peoples R China
3.Inst Elect Engn, Hefei 230037, Anhui, Peoples R China
4.Old Dominion Univ, Dept Comp Sci, Norfolk, VA 23529 USA
推荐引用方式
GB/T 7714		 Gui, Jie,Sun, Zhenan,Jia, Wei,et al. Discriminant sparse neighborhood preserving embedding for face recognition[J]. PATTERN RECOGNITION,2012,45(8):2884-2893.
APA Gui, Jie,Sun, Zhenan,Jia, Wei,Hu, Rongxiang,Lei, Yingke,&Ji, Shuiwang.(2012).Discriminant sparse neighborhood preserving embedding for face recognition.PATTERN RECOGNITION,45(8),2884-2893.
MLA Gui, Jie,et al."Discriminant sparse neighborhood preserving embedding for face recognition".PATTERN RECOGNITION 45.8(2012):2884-2893.

入库方式： OAI收割

来源：自动化研究所

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