On the Impact of Serial Dependence on Penalized Regression Methods

Simone Tonini, Francesca Chiaromonte, Alessandro Giovannelli

This paper characterizes the impact of covariate serial dependence on the non-asymptotic estimation error bound of penalized regressions (PRs). Focusing on the direct relationship…