theory, algorithms, and applications Rish, Irina. creator Grabarnik, Genady Ya. jt. aut. text bibliography enk 2015 monographic eng

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xviii, 231 p. : ill. (some col.) ; 24 cm. 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. Irina Rish, Genady Ya. Grabarnik. Includes bibliographical references and index. Also available in electronic format. Mathematical models Sampling (Statistics) Sparse matrices TA342 .R57 2015 511.8 RIS 9781439828694 (hbk) 2015304696 CRCPR 150526 20210303153218.0 18631946 eng