Alternating Direction Algorithms for ${\ell }_1$-Problems in Compressive Sensing

Junfeng Yang, Yin Zhang

In this paper, we propose and study the use of alternating direction algorithms for several ${\ell }_1$-norm minimization problems arising from sparse solution recovery in compressive…