Causal Modelling of Heavy-Tailed Variables and Confounders with Application to River Flow

Olivier C. Pasche, Valérie Chavez-Demoulin, Anthony C. Davison

Confounding variables are a recurrent challenge for causal discovery and inference. In many situations, complex causal mechanisms only manifest themselves in extreme events, or tak…