${\ell }_1$-Regularized Generalized Least Squares

Kaveh S. Nobari, Alex Gibberd

We study an ${\ell }_1$-regularized generalized least-squares (GLS) estimator for high-dimensional regressions with autocorrelated errors. Specifically, we consider the case where e…