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

Title
A Problem-Oriented Taxonomy of Evaluation Metrics for Time Series Anomaly Detection Kaixiang Yang Jiarong Liu Yupeng Song Shuanghua Yang Yujue Zhou AI4TS 193 0 0 24 Nov 2025
Labels Matter More Than Models: Quantifying the Benefit of Supervised Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Kaixiang Yang Chao Chen 45 0 0 20 Nov 2025
Robotic Classification of Divers' Swimming States using Visual Pose Keypoints as IMUs Demetrious T. Kutzke Ying-Kun Wu Elizabeth Terveen Junaed Sattar 56 0 0 15 Oct 2025
Prospective Multi-Graph Cohesion for Multivariate Time Series Anomaly DetectionWeb Search and Data Mining (WSDM), 2025 Jiazhen Chen M. Feng T. Wirjanto AI4TS 60 1 0 21 Sep 2025
Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Harald V. Skat-Rørdam Sneha Das Kathrine Sofie Rasmussen N. Lønfeldt Line H. Clemmensen 58 0 0 03 Sep 2025
TriP-LLM: A Tri-Branch Patch-wise Large Language Model Framework for Time-Series Anomaly DetectionIEEE Access (IEEE Access), 2025 Yuan-Cheng Yu Yen-Chieh Ouyang Chun-An Lin AI4TS 68 2 0 31 Jul 2025
Incremental Causal Graph Learning for Online Cyberattack Detection in Cyber-Physical Infrastructures Arun Vignesh Malarkkan Dongjie Wang Haoyue Bai Yanjie Fu 82 1 0 18 Jul 2025
Data-driven Day Ahead Market Prices Forecasting: A Focus on Short Training Set Windows Vasilis Michalakopoulos C. Menos-Aikateriniadis Elissaios Sarmas Antonis Zakynthinos P. Georgilakis D. Askounis AI4TS 252 0 0 12 Jun 2025
Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series Md Mahmuddun Nabi Murad Yasin Yilmaz 161 0 0 30 May 2025
Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network Pu Yang J. A. Barria AI4TS 131 0 0 16 May 2025
Adversarial Sample Generation for Anomaly Detection in Industrial Control Systems Abdul Mustafa Muhammad Talha Khan Muhammad Azmi Umer Zaki Masood Chuadhry Mujeeb Ahmed AAML 186 1 0 06 May 2025
Possibility for Proactive Anomaly Detection Jinsung Jeon Jaehyeon Park Sewon Park Jeongwhan Choi Minjung Kim Noseong Park AI4TS 152 1 0 15 Apr 2025
Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly DetectionSDM (SDM), 2025 Long Tan Le Tung Nguyen Han Shu Suranga Seneviratne Choong Seon Hong Phuong Vo 271 1 0 14 Mar 2025
Towards Unbiased Evaluation of Time-series Anomaly DetectorIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Debarpan Bhattacharya Sumanta Mukherjee Chandramouli Kamanchi Vijay Ekambaram Arindam Jati Pankaj Dayama AI4TS 274 0 0 19 Sep 2024
Constraint Guided AutoEncoders for Joint Optimization of Condition Indicator Estimation and Anomaly Detection in Machine Condition MonitoringMachine-mediated learning (ML), 2024 Maarten Meire Quinten Van Baelen Ted Ooijevaar P. Karsmakers CML 155 2 0 18 Sep 2024
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection Alex Koran H. Hojjati Narges Armanfard 199 3 0 13 Aug 2024
Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection Yutong Chen Hongzuo Xu Guansong Pang Hezhe Qiao Yuan Zhou Mingsheng Shang AI4TS 162 6 0 28 Jun 2024
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Zhijie Zhong Zhiwen Yu Xing Xi Yue Xu Jiahui Chen Yiyuan Yang Kaixiang Yang Jane You AI4TS 219 13 0 18 May 2024
Sub-Adjacent Transformer: Improving Time Series Anomaly Detection with Reconstruction Error from Sub-Adjacent Neighborhoods Wenzhen Yue Xianghua Ying Ruohao Guo DongDong Chen Ji Shi Bowei Xing Yuqing Zhu Taiyan Chen AI4TS 151 9 0 27 Apr 2024
CARE to Compare: A real-world dataset for anomaly detection in wind turbine data Christian Gück C. Roelofs S. Faulstich 86 9 0 16 Apr 2024
Towards efficient deep autoencoders for multivariate time series anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 142 1 0 04 Mar 2024
Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series Hanyang Yuan Qinglin Cai Keting Yin AI4TS 161 1 0 04 Mar 2024
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models Haotian Si Changhua Pei Hang Cui Jingwen Yang Yongqian Sun ... Haiming Zhang Jing Han Dan Pei Jianhui Li Gaogang Xie AI4TS 307 22 0 16 Feb 2024
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing ValuesInformation Fusion (Inf. Fusion), 2024 Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Haishuai Wang Khoa T. Phan Yi-Ping Phoebe Chen Shirui Pan Wei Xiang AI4TS 154 29 0 11 Jan 2024
Entropy Causal Graphs for Multivariate Time Series Anomaly DetectionACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023 F. Febrinanto Kristen Moore Chandra Thapa Mujie Liu Vidya Saikrishna Jiangang Ma Xiwei Xu CML 172 6 0 15 Dec 2023
EdgeConvFormer: Dynamic Graph CNN and Transformer based Anomaly Detection in Multivariate Time Series Jie Liu Qilin Li Senjian An Bradley Ezard Ling Li AI4TS 114 2 0 04 Dec 2023
Diagnosis driven Anomaly Detection for CPS Henrik S. Steude Lukas Moddemann Alexander Diedrich Jonas Ehrhardt Oliver Niggemann 88 2 0 27 Nov 2023
SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation Yucheng Wang Yuecong Xu Jianfei Yang Ruibing Jin Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 223 1 0 17 Nov 2023
SoK: Evaluations in Industrial Intrusion Detection ResearchJournal of Systems Research (JSR), 2023 Olav Lamberts Konrad Wolsing Eric Wagner Jan Pennekamp Jan Bauer Klaus Wehrle Martin Henze 196 6 0 06 Nov 2023
Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential ReconstructionNeural Information Processing Systems (NeurIPS), 2023 Chih-Yu Lai Fan-Keng Sun Zhengqi Gao Jeffrey H. Lang Duane S. Boning AI4TS 162 38 0 24 Oct 2023
Multivariate Time Series Anomaly Detection: Fancy Algorithms and Flawed Evaluation MethodologyTPC Technology Conference (TPC), 2023 M. A. Sehili Zonghua Zhang AI4TS 198 6 0 24 Aug 2023
A Survey of Time Series Anomaly Detection Methods in the AIOps Domain Zhenyu Zhong Qiliang Fan Jiacheng Zhang Minghua Ma Shenglin Zhang Yongqian Sun Qingwei Lin Yuzhi Zhang Dan Pei AI4TS 111 13 0 01 Aug 2023
Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Khoa T. Phan Shirui Pan Yi-Ping Phoebe Chen Wei Xiang AI4TS 240 58 0 17 Jul 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 298 305 0 07 Jul 2023
Coupled Attention Networks for Multivariate Time Series Anomaly DetectionIEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2023 Xiwei Xu Xin Chen Shuo Yu Mingliang Hou Mujie Liu Linlin You AI4TS 154 21 0 12 Jun 2023
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 169 5 0 25 May 2023
Time series anomaly detection with reconstruction-based state-space modelsInternational Conference on Artificial Neural Networks (ICANN), 2023 Fan Wang Keli Wang Boyu Yao AI4TS 150 1 0 06 Mar 2023
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time SeriesData mining and knowledge discovery (DMKD), 2023 Sondre Sørbø M. Ruocco AI4TS 156 39 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 137 2 0 07 Feb 2023
Graph Anomaly Detection in Time Series: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 540 16 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 197 14 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 275 12 0 16 Nov 2022
TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency AnalysisInternational Conference on Information and Knowledge Management (CIKM), 2022 Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 199 106 0 18 Oct 2022
Calibrated One-class Classification for Unsupervised Time Series Anomaly DetectionIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 Hongzuo Xu Yijie Wang Songlei Jian Qing Liao Yongjun Wang Guansong Pang AI4TS 186 94 0 25 Jul 2022
Local Evaluation of Time Series Anomaly Detection AlgorithmsKnowledge Discovery and Data Mining (KDD), 2022 Alexis Huet J. M. Navarro Dario Rossi AI4TS 218 104 0 27 Jun 2022
Self-Supervised Time Series Representation Learning via Cross Reconstruction TransformerIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 140 78 0 20 May 2022
Do Deep Neural Networks Contribute to Multivariate Time Series Anomaly Detection?Pattern Recognition (Pattern Recogn.), 2022 Julien Audibert Pietro Michiardi F. Guyard Sébastien Marti Maria A. Zuluaga AI4TS 157 61 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 180 9 0 08 Feb 2022
Fast and scalable neuroevolution deep learning architecture search for multivariate anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber R. Corizzo 239 5 0 10 Dec 2021