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- W1984608077 abstract "In this paper, we propose a new feature extraction method—parameterized direct linear discriminant analysis (PD-LDA) for small sample size problems. Similar to direct LDA (D-LDA), PD-LDA is a modification of KLB (the Karhunen–Loève expansion based on the between-class scatter matrix). As an improvement of D-LDA and KLB, PD-LDA inherits two important advantages of them. That is, it can be directly applied to high-dimensional input spaces and implemented with great efficiency. Meanwhile, experimental results conducted on two benchmark face image databases, i.e., AR and FERET, demonstrate that PD-LDA is much more effective and robust than D-LDA. In addition, it outperforms state-of-the-art facial feature extraction methods such as KLB, eigenfaces, and Fisherfaces." @default.
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- W1984608077 date "2007-12-01" @default.
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- W1984608077 title "A parameterized direct LDA and its application to face recognition" @default.
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- W1984608077 doi "https://doi.org/10.1016/j.neucom.2007.01.003" @default.
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