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20172025
most citedTelling Cause from Effect using MDL-based Local and Global Regression

36 citations · 74 across the 14 of their papers we have counts for

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stat.ML2017★ 36 cited

Telling Cause from Effect using MDL-based Local and Global Regression

Alexander Marx, Jilles Vreeken

We consider the fundamental problem of inferring the causal direction between two univariate numeric random variables and from observational data. The two-variable case is…

stat.ML2017

Causal Inference on Multivariate and Mixed-Type Data

Alexander Marx, Jilles Vreeken

Given data over the joint distribution of two random variables and , we consider the problem of inferring the most likely causal direction between and . In particular…