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Sparse and Redundant Representations: From Theory to Applications in Signal and Image Processing by Michael Elad (Hardcover, 2010)

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It already yielded a rich crop of mathematically pleasing, deep and beautiful results that quickly translated into a wealth of practical engineering applications. You are holding in your hands the ?.