Fast and Robust Fixed-Rank Matrix Recovery

German Ros, Julio Guerrero

We address the problem of efficient sparse fixed-rank (S-FR) matrix decomposition, i.e., splitting a corrupted matrix $M$ into an uncorrupted matrix $L$ of rank $r$ and a sparse ma…