High-Dimensional Regularization of the Spatial Sign Covariance Matrix for Robust Shape Estimation

Jonas Elmerraji, James C. Spall, Mateo Díaz

Covariance estimation is a key component of many applications in system identification and data-driven control. Although heavy-tailed distributions may lack a covariance matrix to…