Search Results for author: Sascha Xu

Found 3 papers, 0 papers with code

Learning Exceptional Subgroups by End-to-End Maximizing KL-divergence

no code implementations20 Feb 2024 Sascha Xu, Nils Philipp Walter, Janis Kalofolias, Jilles Vreeken

Finding and describing sub-populations that are exceptional regarding a target property has important applications in many scientific disciplines, from identifying disadvantaged demographic groups in census data to finding conductive molecules within gold nanoparticles.

Succinct Interaction-Aware Explanations

no code implementations8 Feb 2024 Sascha Xu, Joscha Cüppers, Jilles Vreeken

SHAP is a popular approach to explain black-box models by revealing the importance of individual features.

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