Discriminant analysis based on kernelized decision boundary for face recognition

	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
ISSN	0302-9743
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.