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08-25-2009
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On semi-supervised learning and sparsity
HPL-2009-67 On semi-supervised learning and sparsity - Balinsky, Alexander; Balinsky, Helen
Keyword(s): semi-supervised learning, compressive sampling, sparsity of filter response Abstract: In this article we establish a connection between semi-supervised learning and compressive sampling. We show that sparsity and compressibility of the learning function can be obtained from heavy-tailed distributions of filter responses or coefficients in spectral decompositions. In many cases the NP ... Full Report More... |
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