On Sparse High-Dimensional Graphical Model Learning For Dependent Time Series

Jitendra K. Tugnait

We consider the problem of inferring the conditional independence graph (CIG) of a sparse, high-dimensional stationary multivariate Gaussian time series. A sparse-group lasso-based…