REPID: Regional Effect Plots with implicit Interaction Detection

REPID: Regional Effect Plots with implicit Interaction Detection

15 February 2022

Giuseppe Casalicchio

Papers citing "REPID: Regional Effect Plots with implicit Interaction Detection"

12 / 12 papers shown

Title
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 24 0 0 13 May 2025
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
CohEx: A Generalized Framework for Cohort Explanation Fanyu Meng Xin Liu Z. Kong Xin Chen 21 1 0 17 Oct 2024
On the Robustness of Global Feature Effect Explanations Hubert Baniecki Giuseppe Casalicchio Bernd Bischl Przemyslaw Biecek 26 2 0 13 Jun 2024
Data Science Principles for Interpretable and Explainable AI Kris Sankaran FaML 38 0 0 17 May 2024
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots Xi Xin Giles Hooker Fei Huang AAML 38 6 0 29 Apr 2024
Effector: A Python package for regional explanations Vasilis Gkolemis Christos Diou Eirini Ntoutsi Theodore Dalamagas B. Bischl J. Herbinger Giuseppe Casalicchio CML 29 1 0 03 Apr 2024
Leveraging Model-based Trees as Interpretable Surrogate Models for Model Distillation J. Herbinger Susanne Dandl F. K. Ewald Sofia Loibl Giuseppe Casalicchio TPM 16 3 0 04 Oct 2023
Regionally Additive Models: Explainable-by-design models minimizing feature interactions Vasilis Gkolemis Anargiros Tzerefos Theodore Dalamagas Eirini Ntoutsi Christos Diou FAtt 36 2 0 21 Sep 2023
RHALE: Robust and Heterogeneity-aware Accumulated Local Effects Vasilis Gkolemis Theodore Dalamagas Eirini Ntoutsi Christos Diou 16 5 0 20 Sep 2023
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios Maximilian Muschalik Fabian Fumagalli Rohit Jagtani Barbara Hammer Eyke Hüllermeier 28 4 0 13 Jun 2023
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,203 0 23 Aug 2019