Non-iterative two-dimensional linear discriminant analysis

被引:0
|
作者
Inoue, Kohei [1 ]
Urahama, Kiichi [1 ]
机构
[1] Kyushu Univ, Dept Visual Commun Design, Minami Ku, 4-9-1,Shiobaru, Fukuoka 8158540, Japan
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Linear discriminant analysis (LDA) is a well-known scheme for feature extraction and dimensionality reduction of labeled data in a vector space. Recently, LDA has been extended to two-dimensional LDA (2DLDA), which is an iterative algorithm for data in matrix representation. In this paper, we propose non-iterative algorithms for 2DLDA. Experimental results show that the non-iterative algorithms achieve competitive recognition rates with the iterative 2DLDA, while they are computationally more efficient than the iterative 2DLDA.
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页码:540 / +
页数:2
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