109 citations · 144 across the 6 of their papers we have counts for
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cs.IT2010★ 8 cited
Information-theoretic inference of common ancestors
Bastian Steudel, Nihat Ay
A directed acyclic graph (DAG) partially represents the conditional independence structure among observations of a system if the local Markov condition holds, that is, if every var…
cs.IT2010★ 19 cited
Causal Markov condition for submodular information measures
Bastian Steudel, Dominik Janzing, Bernhard Schoelkopf
The causal Markov condition (CMC) is a postulate that links observations to causality. It describes the conditional independences among the observations that are entailed by a caus…
cs.IT2009
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…