15 search results - page 1 / 3 » A First-Order Smoothed Penalty Method for Compressed Sensing |
SIAMJO
2011
12 years 11 months ago
2011
SIAMIS
2011
12 years 11 months ago
2011
Abstract. Accurate signal recovery or image reconstruction from indirect and possibly undersampled data is a topic of considerable interest; for example, the literature in the rece...
CISS
2011
IEEE
12 years 8 months ago
2011
IEEE
—In this work we address the problem of state estimation in dynamical systems using recent developments in compressive sensing and sparse approximation. We formulate the traditio...
CORR
2011
Springer
12 years 8 months ago
2011
Springer
Statistical dependencies among wavelet coefficients are commonly represented by graphical models such as hidden Markov trees (HMTs). However, in linear inverse problems such as d...
SIAMIS
2010
12 years 11 months ago
2010
This paper analyzes and improves the linearized Bregman method for solving the basis pursuit and related sparse optimization problems. The analysis shows that the linearized Bregma...