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Algorithms for Sparsity-Constrained Optimization (Repost)

Posted By: tukotikko
Algorithms for Sparsity-Constrained Optimization (Repost)

Algorithms for Sparsity-Constrained Optimization By Sohail Bahmani
2013 | 124 Pages | ISBN: 3319018809 | PDF | 3 MB


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.