Sparse and Low-bias Estimation of High Dimensional Vector Autoregressive Models

Trevor D. Ruiz, Sharmodeep Bhattacharyya, Mahesh Balasubramanian +1

Vector autoregressive (VAR) models are widely used for causal discovery and forecasting in multivariate time series analysis. In the high-dimensional setting, which is increasingly…