156 citations · 201 across the 12 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
stat.ML2019★ 23 cited
Causal structure based root cause analysis of outliers
Dominik Janzing, Kailash Budhathoki, Lenon Minorics +1
We describe a formal approach to identify 'root causes' of outliers observed in variables in a scenario where the causal relation between the variables is a kno…
stat.ML2019★ 156 cited
Feature relevance quantification in explainable AI: A causal problem
Dominik Janzing, Lenon Minorics, Patrick Blöbaum
We discuss promising recent contributions on quantifying feature relevance using Shapley values, where we observed some confusion on which probability distribution is the right one…
math.SP2019★ 3 cited
Eigenvalue Approximation for Krein-Feller-Operators
Uta Freiberg, Lenon Minorics
We study the limiting behavior of the eigenvalues of Krein-Feller-Operators with respect to weakly convergent probability measures. Therefore, we give a representation of the eigen…