Regularized Estimation of High-Dimensional Vector AutoRegressions with Weakly Dependent Innovations

Ricardo P. Masini, Marcelo C. Medeiros, Eduardo F. Mendes

There has been considerable advance in understanding the properties of sparse regularization procedures in high-dimensional models. In time series context, it is mostly restricted…