Rish, Irina and Grabarnik, Genady

Sparse Modeling : Theory, Algorithms, and Applications / - Boca Raton : CRC Press : c2015. - 253 p. : - Chapman & Hall/CRC machine learning & pattern recognition series . - Chapman & Hall/CRC machine learning & pattern recognition series. .

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.



9780429151996


Mathematical models.
Sampling (Statistics)
Sparse matrices.


Electronic books.

620.0015118 / R595