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.
Added Author:
Electronic Access:
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Library | Material Type | Item Barcode | Shelf Number | Status | Item Holds |
|---|---|---|---|---|---|
Searching... | E-Book | 539096-1001 | TA342 .R57 2015 | Searching... | Searching... |