39 citations · 99 across the 15 of their papers we have counts for
3 papers · 1 filter
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…
Justifying additive-noise-model based causal discovery via algorithmic information theory
Dominik Janzing, Bastian Steudel
A recent method for causal discovery is in many cases able to infer whether X causes Y or Y causes X for just two observed variables X and Y. It is based on the observation that th…
Telling cause from effect based on high-dimensional observations
Dominik Janzing, Patrik O. Hoyer, Bernhard Schoelkopf
We describe a method for inferring linear causal relations among multi-dimensional variables. The idea is to use an asymmetry between the distributions of cause and effect that occ…