Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/CRC Machine Learning & Pattern Recognition)
Language: English
Published by CRC Press 2014-11-17, 2014
Series: Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
- Hardcover
- New
Seller: Chiron Media, Wallingford, United KingdomChiron Media
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Condition: New
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Seller Inventory # 6666-TNFPD-9781439828694
- Title
- Sparse Modeling: Theory, Algorithms, and Applications (Chapman & Hall/CRC Machine Learning & Pattern Recognition)
- Author
- Irina Rish, Genady Grabarnik
- Publisher
- CRC Press 2014-11-17
- Publication year
- 2014
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 1439828695
- ISBN 13
- 9781439828694
- Series
- Book 9 of 15: Chapman & Hall/Crc Machine Learning & Pattern Recognition
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.
"Synopsis" may belong to another edition of this title.
About the Author
Irina Rish, Genady Grabarnik
"About the title" may belong to another edition of this title.
Chiron Media
Wallingford, United Kingdom
AbeBooks seller since August 2, 2010
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