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Sum-of-Norms Regularized Nonnegative Matrix Factorization

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When applying nonnegative matrix factorization (NMF), the rank parameter is generally unknown. This rank, called the nonnegative rank, is usually estimated heuristically since computing its exact value is NP-hard. In this work, we propose an approximation meth... ...