Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/CRC Machine Learning & Pattern Recognition) - Tapa dura

Libro 9 de 15: Chapman & Hall/Crc Machine Learning & Pattern Recognition

Rish, Irina; Grabarnik, Genady

 
9781439828694: Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

Sinopsis

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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Acerca del autor

Irina Rish, Genady Grabarnik

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Otras ediciones populares con el mismo título

9780367658922: Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

Edición Destacada

ISBN 10:  0367658925 ISBN 13:  9780367658922
Editorial: CRC Press, 2020
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