Robust and Resistant Regularized Covariance Matrices

David E. Tyler, Mengxi Yi, Klaus Nordhausen

We introduce a class of regularized M-estimators of multivariate scatter and show, analogous to the popular spatial sign covariance matrix (SSCM), that they possess high breakdown…