Sparse modeling theory, algorithms, and applications - Rish, Irina 1969-; Grabarnik, Genady Ya. (Boca Raton, FL CRC Press, Taylor & Francis Group, 2015)
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.
"A Chapman & Hall book."
Includes bibliographical references (pages 203-226) and index.
Keywords: Mathematical models; Sampling (Statistics).; Sparse matrices