Covariance and precision matrix estimation for high-dimensional time series

Xiaohui Chen, Mengyu Xu, Wei Biao Wu

We consider estimation of covariance matrices and their inverses (a.k.a. precision matrices) for high-dimensional stationary and locally stationary time series. In the latter case…