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Sparse Modeling : Theory, Algorithms, and Applications /

By: Material type: TextTextSeries: Chapman & Hall/CRC machine learning & pattern recognition seriesPublication details: Boca Raton : CRC Press : c2015.Description: 253 pISBN:
  • 9780429151996
Subject(s): Genre/Form: Additional physical formats: Print version:: No titleDDC classification:
  • 620.0015118 R595
Online resources: Available additional physical forms:
  • Also available in print 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.
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Item type Current library Call number Status Barcode
E-Books E-Books Indian Institute of Technology Tirupati 620.0015118 R595 (Browse shelf(Opens below)) Available EB00386

A Chapman & Hall book.

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 print format.

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