4 search results - page 1 / 1 » Asymptotic analysis of the Huberized LASSO estimator |
ICASSP
2010
IEEE
13 years 5 months ago
2010
IEEE
ICML
2008
IEEE
14 years 5 months ago
2008
IEEE
We consider the least-square linear regression problem with regularization by the 1-norm, a problem usually referred to as the Lasso. In this paper, we present a detailed asymptot...
CORR
2007
Springer
13 years 4 months ago
2007
Springer
We consider the least-square regression problem with regularization by a block 1-norm, that is, a sum of Euclidean norms over spaces of dimensions larger than one. This problem, r...
CORR
2010
Springer
13 years 3 months ago
2010
Springer
We consider the problem of learning a coefficient vector x0 ∈ RN from noisy linear observation y = Ax0 + w ∈ Rn . In many contexts (ranging from model selection to image proce...