Adaptive Long-Run Variance Thresholding for Sparse Covariance Estimation in High-Dimensional Time Series

Wenhao Zhang, Zhaoxing Gao

Estimating a sparse covariance matrix is a fundamental problem in high-dimensional statistics. However, thresholding methods developed for independent data are generally not direct…