TY - BOOK AU - Rish,Irina AU - Grabarnik,Genady Ya TI - Sparse modeling: theory, algorithms, and applications T2 - Chapman & Hall/CRC machine learning & pattern recognition series SN - 9781439828694 (Hardback) AV - TA342 .R57 2015 U1 - 511/.8 23 PY - 2015///] CY - Boca Raton, FL PB - CRC Press, Taylor & Francis Group KW - Mathematical models KW - Sampling (Statistics) KW - Sparse matrices KW - fast N1 - "A Chapman & Hall book."; Includes bibliographical references (pages 203-226) and index; 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; Also available in electronic format ER -