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Locality Preserving Projections (LPP) is an unsupervised method which seeks to optimally preserve the neighborhood structure of the dataset. LPP has been used wildly, but it has limits to solve the classification problem, such as the ignorance of the label information. Supervised Kernel Locality Preserving Projections (SKLPP) can preserve within-class geometric structures and represent the complex...
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