Sparse estimation of large covariance matrices via a nested Lasso penalty

Elizaveta Levina, Adam Rothman, Ji Zhu

The paper proposes a new covariance estimator for large covariance matrices when the variables have a natural ordering. Using the Cholesky decomposition of the inverse, we impose a…