An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time
Series

An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series

23 September 2021

Chuan-Sheng Foo

Papers citing "An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series"

14 / 14 papers shown

Title
Adversarial Sample Generation for Anomaly Detection in Industrial Control Systems Abdul Mustafa Muhammad Talha Khan Muhammad Azmi Umer Zaki Masood Chuadhry Mujeeb Ahmed AAML 46 0 0 06 May 2025
Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series Hanyang Yuan Qinglin Cai Keting Yin AI4TS 39 0 0 04 Mar 2024
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 24 3 0 25 May 2023
Time series anomaly detection with reconstruction-based state-space models Fan Wang Keli Wang Boyu Yao AI4TS 17 0 0 06 Mar 2023
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series Sondre Sørbø M. Ruocco AI4TS 34 19 0 02 Mar 2023
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 33 2 0 07 Feb 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 26 5 0 31 Jan 2023
FedTADBench: Federated Time-Series Anomaly Detection Benchmark Fanxing Liu Cheng Zeng Le Zhang Yingjie Zhou Qing Mu Yanru Zhang Ling Zhang Ce Zhu OOD FedML AI4TS 31 8 0 19 Dec 2022
Are we certain it's anomalous? Alessandro Flaborea Bardh Prenkaj Bharti Munjal Marco Aurelio Sterpa Dario Aragona L. Podo Fabio Galasso 24 8 0 16 Nov 2022
TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 32 66 0 18 Oct 2022
Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection Hongzuo Xu Yijie Wang Songlei Jian Qing Liao Yongjun Wang Guansong Pang AI4TS 21 40 0 25 Jul 2022
Local Evaluation of Time Series Anomaly Detection Algorithms Alexis Huet J. M. Navarro Dario Rossi AI4TS 27 67 0 27 Jun 2022
Do Deep Neural Networks Contribute to Multivariate Time Series Anomaly Detection? Julien Audibert Pietro Michiardi F. Guyard Sébastien Marti Maria A. Zuluaga AI4TS 22 55 0 04 Apr 2022
Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data Theivendiram Pranavan Terence Sim Arulmurugan Ambikapathi Savitha Ramasamy AI4TS 26 7 0 08 Feb 2022