Regularized Estimation in High-Dimensional Vector Auto-Regressive Models using Spatio-Temporal Information

Zhenzhong Wang, Abolfazl Safikhani, Zhengyuan Zhu +1

A Vector Auto-Regressive (VAR) model is commonly used to model multivariate time series, and there are many penalized methods to handle high dimensionality. However in terms of spa…