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In this paper, a novel least square support vector machine (LSSVM), termed as optimal locality preserving LSSVM (OLP-LSSVM) is proposed. By integrating structural risk minimization and locality preserving criterion in a unified framework, the resulting separating hyperplane is not only in accordance with the structural risk minimization principle but also be sensitive to the manifold structure of...
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