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)
Tapa dura
ISBN 10: 1439828695 ISBN 13: 9781439828694
Editorial: CRC Press, 2014

Sinopsis

Sparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretability of a predictive model is essential. Sparsity can also dramatically improve the cost efficiency of signal processing.

Sparse Modeling: Theory, Algorithms, and Applications 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. The book gets you up to speed on the latest sparsity-related developments and will motivate you to continue learning about the field.

The authors first present motivating examples and a high-level survey of key recent developments in sparse modeling. The book then describes optimization problems involving commonly used sparsity-enforcing tools, presents essential theoretical results, and discusses several state-of-the-art algorithms for finding sparse solutions.

The authors go on to address a variety of sparse recovery problems that extend the basic formulation to more sophisticated forms of structured sparsity and to different loss functions. They also examine a particular class of sparse graphical models and cover dictionary learning and sparse matrix factorizations.

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

Irina Rish, Genady Grabarnik

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
CRC Press
Año de publicación
2014
Idioma
Inglés
ISBN 10 
1439828695
ISBN 13 
9781439828694
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
254
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania

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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