Sparse Causal Discovery in Multivariate Time Series

Stefan Haufe, Klaus-Robert Müller, Guido Nolte, Nicole Krämer

Abstract: Our goal is to estimate causal interactions in multivariate time series. Using vector autoregressive (VAR) models, these can be defined based on non-vanishing coefficients belonging to respective t...