Alexander Shapiro

Statistical Rank Selection for Incomplete Low-rank Matrices

We consider the problem of determining the rank in the low-rank matrix completion. We propose a statistical model for noisy observation. It is important for many existing algorithms and sometimes has practical meanings. We construct a test statistics for the low rank approximation problem. Under thi…