On tail-robust autocovariance matrix estimation for high-dimensional and potentially nonstationary time series

Haotian Xu, Stephane Guerrier, Runze Li +1

In this paper, we study the autocovariance matrix estimation and inference problems under heavy-tailedness, high-dimensionality, general nonlinear temporal dependence, and potentia…