Necessary and sufficient conditions for causal feature selection in time series with latent common causes

Atalanti-Anastasia Mastakouri, Bernhard Schölkopf, Dominik Janzing

Abstract: We study the identification of direct and indirect causes on time series with latent variables, and provide a constrained-based causal feature selection method, which we prove that is both sound an...