Introduction to Nonnegative Matrix Factorization
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Publication:6283806
arXiv1703.00663MaRDI QIDQ6283806
Author name not available (Why is that?)
Publication date: 2 March 2017
Abstract: In this paper, we introduce and provide a short overview of nonnegative matrix factorization (NMF). Several aspects of NMF are discussed, namely, the application in hyperspectral imaging, geometry and uniqueness of NMF solutions, complexity, algorithms, and its link with extended formulations of polyhedra. In order to put NMF into perspective, the more general problem class of constrained low-rank matrix approximation problems is first briefly introduced.
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