A Lifted ${\ell }_1$ Framework for Sparse Recovery

Yaghoub Rahimi, Sung Ha Kang, Yifei Lou

Motivated by re-weighted ${\ell }_1$ approaches for sparse recovery, we propose a lifted ${\ell }_1$ (LL1) regularization which is a generalized form of several popular regularizations i…