Threshold selection for noisy matrix completion

While noise free matrix completion has a considerable history recent interest has centered on a noisy version of the problem. We consider a nuclear norm penalised least squares formulation. And by applying the SURE method, we develop for the first time, an automatic procedure for selecting the penalty parameter. We illustrate its use with some simulation results.