Christopher S. Josef

Causal Graph Discovery from Self and Mutually Exciting Time Series

2023 · arXiv (Cornell University)

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. By leveraging a recently developed stochastic monotone Variational Inequality (VI) …