TY  - BOOK
AU  - Hastie,Trevor
AU  - Tibshirani,Robert
AU  - Wainwright,Martin
TI  - Statistical learning with sparsity: the lasso and generalizations 
T2  - Monographs on statistics and applied probability
SN  - 9781498712163 (hardback : acidfree paper)
U1  - 000SA.01 23
PY  - 2015///
CY  - Boca Raton
PB  - CRC Press, 
KW  - Mathematical statistics
KW  - Least squares
KW  - Linear models (Statistics)
KW  - Proof theory
N1  - Includes bibliographical references and indexes; 1. Introduction --
2. The lasso for linear models --
3. Generalized linear models --
4. Generalizations of the lasso penalty --
5. Optimization methods --
6. Statistical inference --
7. Matrix decompositions, approximations, and completion --
8. Sparse multivariate methods --
9. Graphs and model selection --
10. Signal approximation and compressed sensing --
11. Theoretical results for the lasso
ER  -