no code implementations • 20 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.
no code implementations • 8 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.
no code implementations • 18 Nov 2019 • Sascha Xu, Jan Bauer, Benjamin Axmann
The quality of visual input is very important for both human and machine perception.