Fundamental limits of distributed covariance matrix estimation via a conditional strong data processing inequality

Mohammad Reza Rahmani, Mohammad Hossein Yassaee, Mohammad Reza Aref

Estimating high-dimensional covariance matrices is a key task across many fields. This paper explores the theoretical limits of distributed covariance estimation in a feature-split…