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Nonlinear multi-classification has been a popular task in machine learning recently. In this paper, we propose a nonlinear multi-classification algorithm named Supervised Spectral Space Classifier (S3C), S3C integrates the discriminative information into the spectral graph mapping and transforms the input data into the low-dimensional supervised spectral space. S3C not only enables researchers to...
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