Masini, Ricardo P.; Medeiros, Marcelo C.; Mendes, Eduardo F. - 2020
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 to Gaussian autoregressions or mixing sequences. We study oracle properties of LASSO estimation of weakly sparse...