402 citations · 913 across the 36 of their papers we have counts for
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cs.AI2018★ 2 cited
Discovering Reliable Dependencies from Data: Hardness and Improved Algorithms
Panagiotis Mandros, Mario Boley, Jilles Vreeken
The reliable fraction of information is an attractive score for quantifying (functional) dependencies in high-dimensional data. In this paper, we systematically explore the algorit…
stat.ML2018★ 1 cited
Causal Discovery by Telling Apart Parents and Children
Alexander Marx, Jilles Vreeken
We consider the problem of inferring the directed, causal graph from observational data, assuming no hidden confounders. We take an information theoretic approach, and make three m…