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Discriminant analysis based on kernelized decision boundary for face recognition
Zhang, BC; Chen, X; Gao, W
2005
发表期刊AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
ISSN0302-9743
卷号3546页码:966-976
摘要A novel nonlinear discriminant analysis method, Kernelized Decision Boundary Analysis (KDBA), is proposed in our paper, whose Decision Boundary feature vectors are the normal vector of the optimal Decision Boundary in terms of the Structure Risk Minimization principle. We also use a simple method to prove a property of Support Vector Machine (SVM) algorithm, which is combined with the optimal Decision Boundary Feature matrix to make our method consistent with the Kernel Fisher method(KFD). Moreover, KDBA is easily used in its applications, and the traditional Decision Boundary Analysis implementations are computationally expensive and sensitive to the size of the problem. Text classification problem is first used to testify the effectiveness of KDBA. Then experiments on the large-scale face database, the CAS-PEAL database, have illustrated its excellent performance compared with some popular face recognition methods such as Eigenface, Fisherface, and KFD.
关键词face recognition Kernel Fisher Support Vector Machine
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000231117100101
出版者SPRINGER-VERLAG BERLIN
引用统计
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/10045
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhang, BC
作者单位1.Harbin Inst Technol, Comp Sch, Harbin 150001, Heilongjiang, Peoples R China
2.Chinese Acad Sci, ICT, ISVISION Joint R&D Lab Face Recognit, Beijing 100864, Peoples R China
推荐引用方式
GB/T 7714
Zhang, BC,Chen, X,Gao, W. Discriminant analysis based on kernelized decision boundary for face recognition[J]. AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2005,3546:966-976.
APA Zhang, BC,Chen, X,&Gao, W.(2005).Discriminant analysis based on kernelized decision boundary for face recognition.AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3546,966-976.
MLA Zhang, BC,et al."Discriminant analysis based on kernelized decision boundary for face recognition".AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3546(2005):966-976.
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