An efficient feature extraction method based on kernel maximum margin criterion

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	An efficient feature extraction method based on kernel maximum margin criterion
	Li, Yong-Zhi ; Yang, Jing-Yu; Li, Guo-Dong ; Qiu, Zhao-Cheng
	2006-12
发表期刊	DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS
卷号	13 页码:1254-1258
摘要	Based on kernel maximum margin criterion (KMMC), a new method for nonlinear feature extraction is presented in this paper. Compared with original KMMC feature extraction method and kernel principal component analysis (KPCA) method, the proposed method has more powerful capability to eliminate the statistical correlation between features and improve efficiency of feature extraction. Our experimental results show that our new method is better than original KMMC and KPCA in terms of efficiency and stability on Olivetti Research Laboratory (ORL) face database by leave-one-out method.
收录类别	SCI ; SCIE ; CPCI ; CPCI-S
ISSN	1201-3390
语种	英语
WOS研究方向	Mathematics
WOS类目	Mathematics, Applied
WOS记录号	WOS:000243520100044
出版者	WATAM PRESS
原始文献类型	Article ; Proceedings Paper
引用统计	被引频次[WOS]：0 [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/6496
专题	法学院
作者单位	1.Nanjing Univ Sci & Technol, Dept Comp Sci, Nanjing 210094, Peoples R China; 2.Nanjing Forestry Univ, Sch Informat Sci & Technol, Nanjing 210037, Peoples R China; 3.Lanzhou Commercial Coll, Sch Informat Engn, Lanzhou 730020, Peoples R China; 4.E China Normal Univ, Dept Math, Shanghai 200062, Peoples R China
推荐引用方式 GB/T 7714	Li, Yong-Zhi,Yang, Jing-Yu,Li, Guo-Dong,et al. An efficient feature extraction method based on kernel maximum margin criterion[J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS,2006,13:1254-1258.
APA	Li, Yong-Zhi,Yang, Jing-Yu,Li, Guo-Dong,&Qiu, Zhao-Cheng.(2006).An efficient feature extraction method based on kernel maximum margin criterion.DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS,13,1254-1258.
MLA	Li, Yong-Zhi,et al."An efficient feature extraction method based on kernel maximum margin criterion".DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS 13(2006):1254-1258.