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• W1797441772 abstract "The kernel discriminant analysis (KDA), an extension of the linear discriminant analysis (LDA) and null space-based LDA into the kernel space, generally provides good pattern recognition (PR) performance for both small sample size (SSS) and non-SSS PR problems. Due to the eigen-decomposition technique adopted, however, the original scheme for the feature extraction with the KDA suffers from a high complexity burden. In this paper, we derive a transformation of the KDA into a linear equation problem, and propose a novel scheme for the feature extraction with the KDA. The proposed scheme is shown to provide us with a reduction of complexity without degradation of PR performance. In addition, to enhance the PR performance further, we address the incorporation of regularization into the proposed scheme." @default.
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• W1797441772 date "2016-02-01" @default.
• W1797441772 modified "2023-09-26" @default.
• W1797441772 title "A computationally efficient scheme for feature extraction with kernel discriminant analysis" @default.
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• W1797441772 doi "https://doi.org/10.1016/j.patcog.2015.08.021" @default.
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