Algorithms for Sparsity-Constrained Optimization

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Algorithms for Sparsity-Constrained Optimization is written by Sohail Bahmani and published by Springer Science & Business Media. It's available with International Standard Book Number or ISBN identification 3319018817 (ISBN 10) and 9783319018812 (ISBN 13).

This thesis demonstrates techniques that provide faster and more accurate solutions to a variety of problems in machine learning and signal processing. The author proposes a "greedy" algorithm, deriving sparse solutions with guarantees of optimality. The use of this algorithm removes many of the inaccuracies that occurred with the use of previous models.