Wednesday, 31 October 2018, 14:00 at CMS, MR15 – We consider the problem of estimating a low-rank symmetric matrix when its entries are perturbed by Gaussian noise, a setting often called the “spiked model”. If the empirical distribution of the entries of the spikes is known, optimal estimators that exploit this knowledge can substantially outperform simple spectral approaches. We …