The Proximity Operator of the Log-Sum Penalty

Ashley Prater-Bennette, Lixin Shen, Erin E. Tripp

The log-sum penalty is often adopted as a replacement for the ${\ell }_0$ pseudo-norm in compressive sensing and low-rank optimization. The hard-thresholding operator, i.e., the proxi…