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A novel $\ell_p$-greedy pursuit (GP) algorithm for robust matrix completion, i.e., recovering a low-rank matrix from only a subset of its noisy and outlier-contaminated entries, is devised. The $\ell_p$-GP uses the strategy of sequential rank-one update.
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Robust Matrix Completion Via Lp-Greedy Pursuits
A novel $ell_p$-greedy pursuit (GP) algorithm for robust matrix completion, i.e., recovering a low-rank matrix from only a subset of its noisy and outlier-contaminated entries, is devised. The $ell_p$-GP uses the strategy of sequential rank-one update.