Distinguishing Cause and Effect via Second Order Exponential Models

Dominik Janzing, Xiaohai Sun, Bernhard Schoelkopf

We propose a method to infer causal structures containing both discrete and continuous variables. The idea is to select causal hypotheses for which the conditional density of every…