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Sparse Modeling: Theory, Algorithms, and Applications
Hardcover
Series: Chapman & Hall/CRC Machine Learning & Pattern Recognition
Business GeneralTechnology & EngineeringGeneral Computers
ISBN13: 9781439828694
Publisher: Crc Pr Inc
Published: Dec 4 2014
Pages: 254
Weight: 1.10
Height: 0.70 Width: 6.10 Depth: 9.30
Language: English
This book provides an introduction to the growing field of sparse modeling, including application examples, problem formulations that yield sparse solutions, algorithms for finding such solutions, and recent theoretical results on sparse recovery. It describes optimization problems involving commonly used sparsity-enforcing approaches as well as sparse recovery problems that extend the basic formulation to more sophisticated forms of structured sparsity and to different loss functions. The book also covers sparse graphical models, dictionary learning, and sparse matrix factorizations.
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