Sparse modeling : theory, algorithms, and applications
by
Rish, Irina, 1969, author.
Title
:
Sparse modeling : theory, algorithms, and applications
Author
:
Rish, Irina, 1969, author.
ISBN
:
9780429151996
Physical Description
:
1 online resource
Series
:
Chapman & Hall/CRC machine learning & pattern recognition series
Chapman & Hall/CRC machine learning & pattern recognition series.
General Note
:
A Chapman and Hall book.
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.
Subject Term
:
Mathematical models.
Sampling (Statistics)
Sparse matrices.
Added Author
:
Grabarnik, Genady Ya.,
Electronic Access
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 539096-1001 | TA342 .R57 2015 | | CRC E-Books |