Sparse modeling : theory, algorithms, and applications /: theory, algorithms, and applications. ([2015])

• Record Type: Book
• Further Information: Note: Irina Rish, Genady Ya. Grabarnik.
• Authors: Rish, Irina, 1969-; Grabarnik, Genady Ya
• 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.
• Publisher Details: Boca Raton, FL : CRC Press
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource (xviii, 231 pages), illustrations (some color)
• Subjects: 003.74; Mathematical models; Sampling (Statistics); Data reduction; Sparse matrices; SCIENCE -- System Theory; TECHNOLOGY & ENGINEERING -- Operations Research; Data reduction; Mathematical models; Sampling (Statistics); Sparse matrices; Electronic books
• Languages: English
• ISBNs: 9781439828700; 1439828709; 1322667411; 9781322667416; 1439828695; 9781439828694
• Related ISBNs: 9781439828694
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (EBSCO; viewed on December 5, 2014).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.