Learning conditional independence structure for high-dimensional uncorrelated vector processes

Nguyen Tran Quang, Alexander Jung

We formulate and analyze a graphical model selection method for inferring the conditional independence graph of a high-dimensional nonstationary Gaussian random process (time serie…