Ping-Shou Zhong

High-dimensional Gaussian Graphical Model Testing for Long-Memory Time Series

Many real-world high-dimensional time series exhibit long-memory, but Gaussian graphical model testing in this regime remains understudied. We develop a direct, data-adaptive test statistic for assessing conditional independence in the graph structure of stationary Gaussian time series. We establish a finite-sample, Be...