activity
20122026
most citedDistinguishing cause from effect using observational data: methods and benchmarks

317 citations · 490 across the 13 of their papers we have counts for

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Showing 2012Show all

2 papers · 1 filter

cs.LG2012★ 109 cited

Inferring deterministic causal relations

Povilas Daniusis, Dominik Janzing, Joris Mooij +4

We consider two variables that are related to each other by an invertible function. While it has previously been shown that the dependence structure of the noise can provide hints…

cs.LG2012★ 27 cited

Testing whether linear equations are causal: A free probability theory approach

Jakob Zscheischler, Dominik Janzing, Kun Zhang

We propose a method that infers whether linear relations between two high-dimensional variables X and Y are due to a causal influence from X to Y or from Y to X. The earlier propos…