39 citations · 99 across the 15 of their papers we have counts for
Showing 2009 · stat.MLShow all
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stat.ML2009★ 9 cited
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…
stat.ML2009★ 39 cited
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…