Shabalin, Andrey A.; Nobel, Andrew B. - In: Journal of Multivariate Analysis 118 (2013) C, pp. 67-76
This paper addresses the problem of reconstructing a low-rank signal matrix observed with additive Gaussian noise. We first establish that, under mild assumptions, one can restrict attention to orthogonally equivariant reconstruction methods, which act only on the singular values of the observed...