Towards Meaningful Anomaly Detection: The Effect of Counterfactual
Explanations on the Investigation of Anomalies in Multivariate Time Series

Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series

7 February 2023

Joshua Holstein

Niklas Kühl

Papers citing "Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series"

4 / 4 papers shown

Title
Multivariate Time Series Anomaly Detection with Few Positive Samples Feng Xue Weizhong Yan AI4TS 14 3 0 02 Jul 2022
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series Astha Garg Wenyu Zhang Jules Samaran R. Savitha Chuan-Sheng Foo AI4TS 34 222 0 23 Sep 2021
Counterfactual Explanations for Machine Learning on Multivariate Time Series Data E. Ates Burak Aksar V. Leung A. Coskun AI4TS 43 65 0 25 Aug 2020
Wavelet-based temporal models of human activity for anomaly detection in smart robot-assisted environments M. Fernández-Carmona Sariah Mghames Nicola Bellotto 14 0 0 26 Feb 2020