Sparse Approximate Factor Estimation for High-Dimensional Covariance Matrices

Maurizio Daniele, Winfried Pohlmeier, Aygul Zagidullina

We propose a novel estimation approach for the covariance matrix based on the $l_1$-regularized approximate factor model. Our sparse approximate factor (SAF) covariance estimator a…