Rish, Irina.
Sparse modeling : theory, algorithms, and applications / Irina Rish, Genady Ya. Grabarnik. - xviii, 231 p. : ill. (some col.) ; 24 cm. - Chapman & Hall/CRC machine learning & pattern recognition series. . - Chapman & Hall/CRC machine learning & pattern recognition series. .
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.
9781439828694 (hbk)
2015304696
Mathematical models.
Sampling (Statistics).
Sparse matrices.
TA342 / .R57 2015
511.8 / RIS
Sparse modeling : theory, algorithms, and applications / Irina Rish, Genady Ya. Grabarnik. - xviii, 231 p. : ill. (some col.) ; 24 cm. - Chapman & Hall/CRC machine learning & pattern recognition series. . - Chapman & Hall/CRC machine learning & pattern recognition series. .
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.
9781439828694 (hbk)
2015304696
Mathematical models.
Sampling (Statistics).
Sparse matrices.
TA342 / .R57 2015
511.8 / RIS