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• W2134407631 abstract "The support vector machine (SVM) is well understood when kernel functions are positive definite. However, in practice, indefinite kernels arise and demand application in SVM. These indefinite kernels often yield good empirical classification results. However, they are hard to understand for missing geometrical and theoretical understanding. In this paper we focus our topic on the structure of feature space related to indefinite kernels. We develop a new method by improving Mercer theorem to construct the mapping that maps input data set into the high-dimensional feature space for indefinite kernels. Via this mapping, structure of the feature space is easily observed. By this, we obtain a sound framework and motivation for SVM with indefinite kernels." @default.
• W2134407631 created "2016-06-24" @default.
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• W2134407631 date "2008-07-01" @default.
• W2134407631 modified "2023-10-05" @default.
• W2134407631 title "Generalized Mercer theorem and its application to feature space related to indefinite kernels" @default.
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• W2134407631 doi "https://doi.org/10.1109/icmlc.2008.4620508" @default.
• W2134407631 hasPublicationYear "2008" @default.
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