Algorithms for Sparsity-Constrained Optimization

Nonfiction, Science & Nature, Mathematics, Applied, Technology, Electronics
Cover of the book Algorithms for Sparsity-Constrained Optimization by Sohail Bahmani, Springer International Publishing
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Author: Sohail Bahmani ISBN: 9783319018812
Publisher: Springer International Publishing Publication: October 7, 2013
Imprint: Springer Language: English
Author: Sohail Bahmani
ISBN: 9783319018812
Publisher: Springer International Publishing
Publication: October 7, 2013
Imprint: Springer
Language: English

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.

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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.

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