Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach

8 June 2020

Papers citing "Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach"

7 / 7 papers shown

Title
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 39 1 0 22 Dec 2024
CHILLI: A data context-aware perturbation method for XAI Saif Anwar Nathan Griffiths A. Bhalerao T. Popham 23 0 0 10 Jul 2024
On the Relationship Between Interpretability and Explainability in Machine Learning Benjamin Leblanc Pascal Germain FaML 26 0 0 20 Nov 2023
Conditional Feature Importance for Mixed Data Kristin Blesch David S. Watson Marvin N. Wright 50 7 0 06 Oct 2022
Examining spatial heterogeneity of ridesourcing demand determinants with explainable machine learning Xiaojian Zhang Xiang Yan Zhengze Zhou Yiming Xu Xilei Zhao 17 14 0 16 Sep 2022
REPID: Regional Effect Plots with implicit Interaction Detection J. Herbinger Bernd Bischl Giuseppe Casalicchio FAtt 13 15 0 15 Feb 2022
Relative Feature Importance Gunnar Konig Christoph Molnar B. Bischl Moritz Grosse-Wentrup 11 48 0 16 Jul 2020