Change Detection for Local Explainability in Evolving Data Streams

Change Detection for Local Explainability in Evolving Data Streams

6 September 2022

Alexander Braun

Gjergji Kasneci

Papers citing "Change Detection for Local Explainability in Evolving Data Streams"

7 / 7 papers shown

Title
DPSW-Sketch: A Differentially Private Sketch Framework for Frequency Estimation over Sliding Windows (Technical Report) Yiping Wang Yanhao Wang Cen Chen 37 1 0 12 Jun 2024
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios Maximilian Muschalik Fabian Fumagalli Rohit Jagtani Barbara Hammer Eyke Hüllermeier 30 4 0 13 Jun 2023
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams Maximilian Muschalik Fabian Fumagalli Barbara Hammer Eyke Hüllermeier 20 3 0 02 Mar 2023
Unsupervised Detection of Behavioural Drifts with Dynamic Clustering and Trajectory Analysis Bardh Prenkaj Paola Velardi 11 6 0 13 Feb 2023
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer 32 20 0 05 Sep 2022
How can I choose an explainer? An Application-grounded Evaluation of Post-hoc Explanations Sérgio Jesus Catarina Belém Vladimir Balayan João Bento Pedro Saleiro P. Bizarro João Gama 136 120 0 21 Jan 2021
McDiarmid Drift Detection Methods for Evolving Data Streams Ali Pesaranghader H. Viktor E. Paquet 56 63 0 05 Oct 2017