TY - BOOK AU - Rish,Irina and Grabarnik,Genady TI - Sparse Modeling: Theory, Algorithms, and Applications T2 - Chapman & Hall/CRC machine learning & pattern recognition series SN - 9780429151996 U1 - 620.0015118 PY - 2015/// CY - Boca Raton PB - CRC Press KW - Mathematical models KW - Sampling (Statistics) KW - Sparse matrices KW - Electronic books KW - lcsh N1 - A Chapman & Hall book; Includes bibliographical references 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 print format UR - http://marc.crcnetbase.com/isbn/9781439828700 ER -