Difference-Based High-Dimensional Long-Run Covariance Matrix Estimation for Mean-shift Time Series

Yanhong Liu, Fengyi Song, Long Feng

We consider estimation of high-dimensional long-run covariance matrices for time series with nonconstant means, a setting in which conventional estimators can be severely biased. T…