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stat.ML2015★ 2 cited
Poisson Matrix Completion
Yang Cao, Yao Xie
We extend the theory of matrix completion to the case where we make Poisson observations for a subset of entries of a low-rank matrix. We consider the (now) usual matrix recovery f…
stat.ML2014
Fast Algorithm for Low-rank matrix recovery in Poisson noise
Yang Cao, Yao Xie
This paper describes a fast algorithm for recovering low-rank matrices from their linear measurements contaminated with Poisson noise: the Poisson noise Maximum Likelihood Singular…