An Improved Online Penalty Parameter Selection Procedure for ${\ell }_1$-Penalized Autoregressive with Exogenous Variables

William B. Nicholson, Xiaohan Yan

Many recent developments in the high-dimensional statistical time series literature have centered around time-dependent applications that can be adapted to regularized least square…