Graph Neural Network-Based Anomaly Detection in Multivariate Time Series

13 June 2021

Bryan Hooi

Papers citing "Graph Neural Network-Based Anomaly Detection in Multivariate Time Series"

50 / 193 papers shown

Title
Multivariate Time Series Anomaly Detection: Fancy Algorithms and Flawed Evaluation Methodology M. A. Sehili Zonghua Zhang AI4TS 13 2 0 24 Aug 2023
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models Thi Kieu Khanh Ho Narges Armanfard AI4TS 50 1 0 24 Aug 2023
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly Detection Haotian Si Changhua Pei Zhihan Li Yadong Zhao Jingjing Li Haiming Zhang Zulong Diao Jianhui Li Gaogang Xie Dan Pei AI4TS 24 4 0 17 Aug 2023
Anomaly Detection in Global Financial Markets with Graph Neural Networks and Nonextensive Entropy Kleyton da Costa 16 0 0 05 Aug 2023
Multi-scale Cross-restoration Framework for Electrocardiogram Anomaly Detection Aofan Jiang Chaoqin Huang Qing Cao Shuangxue Wu Zi Zeng Kang Chen Ya-Qin Zhang Yanfeng Wang 41 6 0 03 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 26 6 0 01 Aug 2023
Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Khoa T. Phan Shirui Pan Yi-Ping Phoebe Chen Wei Xiang AI4TS 26 25 0 17 Jul 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems Meng J. Zhao Olga Fink 32 6 0 07 Jul 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 41 143 0 07 Jul 2023
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection Yuhang Chen C. Zhang Minghua Ma Yudong Liu Ruomeng Ding Bo-wen Li Shilin He Saravan Rajmohan Qingwei Lin Dongmei Zhang DiffM 31 47 0 03 Jul 2023
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection Jianheng Tang Fengrui Hua Zi-Chao Gao P. Zhao Jia Li 25 55 0 21 Jun 2023
Deep graph kernel point processes Zheng Dong Matthew Repasky Xiuyuan Cheng Yao Xie 3DPC 25 3 0 20 Jun 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 103 117 0 17 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 117 102 0 16 Jun 2023
Coupled Attention Networks for Multivariate Time Series Anomaly Detection Feng Xia Xin Chen Shuo Yu Mingliang Hou Mujie Liu Linlin You AI4TS 24 15 0 12 Jun 2023
Towards Semi-supervised Universal Graph Classification Xiao Luo Yusheng Zhao Yifang Qin Wei Ju Ming Zhang 33 30 0 31 May 2023
Emergent Incident Response for Unmanned Warehouses with Multi-agent Systems* Yibo Guo Mingxin Li Jingting Zong Mingliang Xu 24 0 0 29 May 2023
RoLA: A Real-Time Online Lightweight Anomaly Detection System for Multivariate Time Series Ming-Chang Lee Jia-Chun Lin AI4TS 14 7 0 25 May 2023
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 27 3 0 25 May 2023
Disentangled Causal Graph Learning for Online Unsupervised Root Cause Analysis Dongjie Wang Zhengzhang Chen Yanjie Fu Yanchi Liu Haifeng Chen CML 25 0 0 18 May 2023
Evaluation Strategy of Time-series Anomaly Detection with Decay Function Yongwan Gim Kyushik Min 21 0 0 15 May 2023
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme Yungi Jeong Eu-Hui Yang Jung Hyun Ryu Imseong Park Myung-joo Kang ViT AI4TS 15 28 0 08 May 2023
Two-phase Dual COPOD Method for Anomaly Detection in Industrial Control System Emmanuel Aboah Boateng Jerry Bruce 22 0 0 30 Apr 2023
Graph Neural Network-Based Anomaly Detection for River Network Systems Katie Buchhorn E. Santos‐Fernandez Kerrie Mengersen Roberto Salomone 23 6 0 19 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 54 141 0 11 Apr 2023
Deep Anomaly Detection on Tennessee Eastman Process Data Fabian Hartung Billy Joe Franks Tobias Michels Dennis Wagner Philipp Liznerski ... Stephan Mandt Michael Bortz Jakob Burger Hans Hasse Marius Kloft 22 6 0 10 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
CNTS: Cooperative Network for Time Series Jinsheng Yang Yuanhai Shao Chunna Li AI4TS 16 2 0 20 Feb 2023
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data Ling Yu AI4TS 28 27 0 17 Feb 2023
Quantile LSTM: A Robust LSTM for Anomaly Detection In Time Series Data Snehanshu Saha Jyotirmoy Sarkar S. Dhavala S. Sarkar Preyank Mota AI4TS 18 3 0 17 Feb 2023
Taming Local Effects in Graph-based Spatiotemporal Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS 32 31 0 08 Feb 2023
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang X. Wang AI4TS 39 33 0 07 Feb 2023
Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting Katrina Chen M. Feng T. Wirjanto AI4TS 11 6 0 04 Feb 2023
Hierarchical Graph Neural Networks for Causal Discovery and Root Cause Localization Dongjie Wang Zhengzhang Chen Jingchao Ni Liang Tong Zheng Wang Yanjie Fu Haifeng Chen AI4CE 11 17 0 03 Feb 2023
Knowledge Distillation on Graphs: A Survey Yijun Tian Shichao Pei Xiangliang Zhang Chuxu Zhang Nitesh V. Chawla 21 28 0 01 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
A Novel Self-Supervised Learning-Based Anomaly Node Detection Method Based on an Autoencoder in Wireless Sensor Networks Miao Ye Qinghao Zhang Xingsi Xue Yong Wang Qiuxiang Jiang Hongbing Qiu 13 0 0 26 Dec 2022
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
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Jing Ren Feng Xia Azadeh Noori Hoshyar Charu C. Aggarwal 42 26 0 11 Dec 2022
Face Forgery Detection Based on Facial Region Displacement Trajectory Series Yuyang Sun Zhiyong Zhang Isao Echizen H. Nguyen Changzhen Qiu Lu Sun CVBM 23 14 0 07 Dec 2022
MGADN: A Multi-task Graph Anomaly Detection Network for Multivariate Time Series Wei-Shu Xiong Xiaochen (Michael) Sun AI4TS 11 1 0 22 Nov 2022
Deep Learning for Time Series Anomaly Detection: A Survey Zahra Zamanzadeh Darban G. I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 37 129 0 09 Nov 2022
HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection Jun Zhan Chengkun Wu Canqun Yang Qiucheng Miao Xiandong Ma AI4TS 16 2 0 01 Nov 2022
Empowering Graph Representation Learning with Test-Time Graph Transformation Wei Jin Tong Zhao Jiayu Ding Yozen Liu Jiliang Tang Neil Shah OOD 86 60 0 07 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Hwan Kim Byung Suk Lee Won-Yong Shin Sungsu Lim GNN 25 66 0 29 Sep 2022
Activation Learning by Local Competitions Hongchao Zhou AAML 29 7 0 26 Sep 2022
An Unsupervised Short- and Long-Term Mask Representation for Multivariate Time Series Anomaly Detection Qiucheng Miao Chuanfu Xu Jun Zhan Dong Zhu Cheng-Feng Wu AI4TS 26 7 0 19 Aug 2022
Detecting Multivariate Time Series Anomalies with Zero Known Label Qihang Zhou Jiming Chen Haoyu Liu Shibo He Wenchao Meng AI4TS 32 22 0 03 Aug 2022