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Claudio M. Verdun

1 accepted papers

2021

A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples

ICML 2021spotlight

We propose an iterative algorithm for low-rank matrix completion with that can be interpreted as an iteratively reweighted least squares (IRLS) algorithm, a saddle-escaping smoothing Newton method or a variable metric proximal gradient method applied to a non-convex rank surrogate. It combines the f…