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