Robust estimation for high-dimensional time series with heavy tails

Yu Wang, Guodong Li, Zhijie Xiao +2

We study in this paper the problem of least absolute deviation (LAD) regression for high-dimensional heavy-tailed time series which have finite $\hat{I}\pm$-th moment with $\hat{I}\pm \in (1,2]$. T…