Simultaneous sparse model selection and coefficient estimation for heavy-tailed autoregressive processes

Hailin Sang, Yan Sun

We propose a sparse coefficient estimation and automated model selection procedure for autoregressive (AR) processes with heavy-tailed innovations based on penalized conditional ma…