Data-Driven optimal shrinkage of singular values under high-dimensional noise with separable covariance structure with application

Pei-Chun Su, Hau-Tieng Wu

We develop a data-driven optimal shrinkage algorithm for matrix denoising in the presence of high-dimensional noise with a separable covariance structure; that is, the noise is col…