Least absolute deviation estimation for AR(1) processes with roots close to unity

Nannan Ma, Hailin Sang, Guangyu Yang

We establish the asymptotic theory of least absolute deviation estimators for AR(1) processes with autoregressive parameter satisfying $n({\rho }_n-1)\to \gamma$ for some fixed $\gamma$ as $n\to\in…