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Sparse modeling : theory, algorithms, and applications /

by Rish, Irina; Grabarnik, Genady Ya [jt. aut.].
Material type: materialTypeLabelBookSeries: Chapman & Hall/CRC machine learning & pattern recognition series. ©2015Description: xviii, 231 p. : ill. (some col.) ; 24 cm.ISBN: 9781439828694 (hbk).Subject(s): Mathematical models | Sampling (Statistics) | Sparse matricesAlso available in electronic format.
Contents:
1. Introduction -- 2. Sparse recovery : problem formulations -- 3. Theoretical results (deterministic part) -- 4. Theoretical results (probabilistic part) -- 5. Algorithms for sparse recovery problems -- 6. Beyond LASSO : structured sparsity -- 7. Beyond LASSO : other loss functions -- 8. Sparse graphical models -- 9. Sparse matrix factorization : dictionary learning and beyond.
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Last Updated on September 15, 2019
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