Causal Graph Discovery from Self and Mutually Exciting Time Series

Song Wei, Yao Xie, Christopher S. Josef +1

We present a generalized linear structural causal model, coupled with a novel data-adaptive linear regularization, to recover causal directed acyclic graphs (DAGs) from time series…