We know the scientific method to be sequential and empirical: Ask, observe, hypothesize. Test, analyze, report. And then do it all over again, and again, and again. For better or worse, that sequence ...

We consider the problem of performing matrix completion with side information on row-by-row and column-by-column similarities. We build upon recent proposals for matrix estimation with smoothness ...