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Finding the sparsest solution to underdetermined systems of linear equations is NP-hard in general. We show here that for systems with “typical”/“random” , a good approximation to the sparsest solution is obtained by applying a fixed number of standard operations from linear algebra. Our proposal, Stagewise Orthogonal Matching Pursuit (StOMP), successively transforms the signal into...
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