Sparse modeling : theory, algorithms, and applications /
Rish, Irina, 1969-
Sparse modeling : theory, algorithms, and applications / Irina Rish, IBM, Yorktown Heights, New York, USA, Genady Ya. Grabarnik, St. John's University, Queens, New York, USA. - xviii, 231 pages : illustrations (some color) ; 24 cm. - Chapman & Hall/CRC machine learning & pattern recognition series . - Chapman & Hall/CRC machine learning & pattern recognition series. .
"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.
9781439828694 (Hardback) 1439828695 (Hardback)
2015304696
Mathematical models.
Sampling (Statistics)
Sparse matrices.
Mathematical models.
TA342 / .R57 2015
511/.8
Sparse modeling : theory, algorithms, and applications / Irina Rish, IBM, Yorktown Heights, New York, USA, Genady Ya. Grabarnik, St. John's University, Queens, New York, USA. - xviii, 231 pages : illustrations (some color) ; 24 cm. - Chapman & Hall/CRC machine learning & pattern recognition series . - Chapman & Hall/CRC machine learning & pattern recognition series. .
"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.
9781439828694 (Hardback) 1439828695 (Hardback)
2015304696
Mathematical models.
Sampling (Statistics)
Sparse matrices.
Mathematical models.
TA342 / .R57 2015
511/.8