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We describe the Simple Greedy Matrix Completion Algorithm providing anefficient method for restoration of low-rank matrices from incomplete corruptedentries.  We provide numerical evidences that, even in the simplest implementation, thegreedy approach may increase the recovery capability of existing algorithmssignificantly.

Greedy Approach for Low-Rank Matrix Recovery