Sparse modeling : theory, algorithms, and applications /
by Rish, Irina; Grabarnik, Genady Ya [jt. aut.].
Material type:
BookSeries: Chapman & Hall/CRC machine learning & pattern recognition series. ©2015Description: xviii, 231 p. : ill. (some col.) ; 24 cm.ISBN: 9781439828694 (hbk).Subject(s): Mathematical models | Sampling (Statistics) | Sparse matricesAlso available in electronic format.
Contents:
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.
| Item type | Current location | Collection | Call number | Copy number | Status | Date due | Barcode |
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Books
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Dhaka University Science Library General Stacks | Non Fiction | 511.8 RIS (Browse shelf) | 1 | Available | 518813 | |
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Books
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Dhaka University Science Library General Stacks | Non Fiction | 511.8 RIS (Browse shelf) | 2 | Available | 518814 |
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| 511.8 NIQ Quantum computation and quantum information / | 511.8 NIQ Quantum computation and quantum information / | 511.8 RIS Sparse modeling : | 511.8 RIS Sparse modeling : | 511.8 SHM Mathematics of finance / | 511.8 SHM Mathematics for business applications / | 511.8 SIM Mathematical foundation of computer science / |
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 electronic format.
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