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Guarantees of riemannian optimization for low rank matrix completion

Guarantees of riemannian optimization for low rank matrix completion

We establish the exact recovery guarantees for a class of Riemannian optimization methods based on the embedded manifold of low rank matrices for matrix completion. Assume $ m $ entries of an $ n\times n $ rank $ r $ matrix are sampled independently and uniformly with replacement. We first …