Model Based Explanations of Concept Drift

Model Based Explanations of Concept Drift

16 March 2023

Johannes Brinkrolf

Barbara Hammer

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Papers citing "Model Based Explanations of Concept Drift"

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Title
Adapting Rule Representation With Four-Parameter Beta Distribution for Learning Classifier Systems Hiroki Shiraishi Yohei Hayamizu Tomonori Hashiyama K. Takadama Hisao Ishibuchi Masaya Nakata 92 0 0 04 Jun 2025
Unsupervised Assessment of Landscape Shifts Based on Persistent Entropy and Topological Preservation Sebastian Basterrech 71 0 0 05 Oct 2024
Spurious Correlations in Concept Drift: Can Explanatory Interaction Help? Cristiana Lalletti Stefano Teso 70 1 0 23 Jul 2024
Concept Drift Visualization of SVM with Shifting Window H. Gâlmeanu Razvan Andonie AI4TS 22 2 0 19 Jun 2024
Localizing Anomalies in Critical Infrastructure using Model-Based Drift Explanations Valerie Vaquet Fabian Hinder Jonas Vaquet Kathrin Lammers Lars Quakernack Barbara Hammer 46 2 0 24 Oct 2023
One or Two Things We know about Concept Drift -- A Survey on Monitoring Evolving Environments Fabian Hinder Valerie Vaquet Barbara Hammer 71 11 0 24 Oct 2023
Dynamic Interpretability for Model Comparison via Decision Rules Adam Rida Marie-Jeanne Lesot Junsheng Wang Liyan Zhang 45 0 0 29 Sep 2023
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios Maximilian Muschalik Fabian Fumagalli Rohit Jagtani Barbara Hammer Eyke Hüllermeier 66 6 0 13 Jun 2023
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams Maximilian Muschalik Fabian Fumagalli Barbara Hammer Eyke Hüllermeier 53 3 0 02 Mar 2023
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,178 0 16 Feb 2016