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Robustness Analysis of Hottopixx, a Linear Programming Model for Factoring Nonnegative Matrices

Robustness Analysis of Hottopixx, a Linear Programming Model for Factoring Nonnegative Matrices

Although nonnegative matrix factorization (NMF) is NP-hard in general, it has been shown very recently that it is tractable under the assumption that the input nonnegative data matrix is close to being separable (separability requires that all columns of the input matrix belongs to the cone spanned by a small …