Diverse Counterfactual Explanations for Anomaly Detection in Time Series

21 March 2022

Papers citing "Diverse Counterfactual Explanations for Anomaly Detection in Time Series"

5 / 5 papers shown

Title
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection A. Srinivasan Varun Singapuri Ravi J. C. Andresen Anders Holst CML 41 0 0 03 Jan 2025
Counterfactual-based Root Cause Analysis for Dynamical Systems Juliane Weilbach S. Gerwinn Karim Barsim Martin Fränzle 45 1 0 12 Jun 2024
Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series Max Schemmer Joshua Holstein Niklas Bauer Niklas Kühl G. Satzger 28 2 0 07 Feb 2023
Neural Contextual Anomaly Detection for Time Series Chris U. Carmona Franccois-Xavier Aubet Valentin Flunkert Jan Gasthaus BDL AI4TS 57 62 0 16 Jul 2021
Counterfactual Explanations for Machine Learning on Multivariate Time Series Data E. Ates Burak Aksar V. Leung A. Coskun AI4TS 48 65 0 25 Aug 2020