High-dimensional Linear Regression for Dependent Data with Applications to Nowcasting

Yuefeng Han, Ruey S. Tsay

Recent research has focused on ${\ell }_1$ penalized least squares (Lasso) estimators for high-dimensional linear regressions in which the number of covariates $p$ is considerably lar…