2025
Large Covariance Matrix Estimation for Groups of Highly Correlated Variables via Nonconvex Optimization
ICASSP 2025accepted
This paper addresses the problem of covariance matrix estimation in scenarios where the underlying variables can be divided into groups, with variables within each group being highly correlated. Consequently, the covariance matrix displays both sparse and approximately low-rank characteristics due t…