Multivariate Time-series Anomaly Detection via Graph Attention Network

4 September 2020

Yujing Wang

Jing Bai

Papers citing "Multivariate Time-series Anomaly Detection via Graph Attention Network"

40 / 40 papers shown

Title
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 32 0 0 19 Apr 2025
GAL-MAD: Towards Explainable Anomaly Detection in Microservice Applications Using Graph Attention Networks Lahiru Akmeemana Chamodya Attanayake Husni Faiz Sandareka Wickramanayake MLAU AI4TS 69 0 0 31 Mar 2025
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection Qingxiang Liu Chenghao Liu Sheng Sun Di Yao Keli Zhang AI4TS 64 0 0 30 Jan 2025
Enhancing Web Service Anomaly Detection via Fine-grained Multi-modal Association and Frequency Domain Analysis Xixuan Yang Xin Huang Chiming Duan Tong Jia Shandong Dong Ying Li Gang Huang 59 0 0 28 Jan 2025
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 61 12 0 16 Oct 2024
The Roles of Generative Artificial Intelligence in Internet of Electric Vehicles Hanwen Zhang Dusit Niyato Wei Zhang Changyuan Zhao Hongyang Du Abbas Jamalipour Sumei Sun Yiyang Pei AI4CE 44 2 0 24 Sep 2024
Hypergraph Learning based Recommender System for Anomaly Detection, Control and Optimization Sakhinana Sagar Srinivas Rajat Kumar Sarkar Venkataramana Runkana AI4TS 32 2 0 21 Aug 2024
Graph Neural Networks for Virtual Sensing in Complex Systems: Addressing Heterogeneous Temporal Dynamics Mengjie Zhao C. Taal Stephan Baggerohr Olga Fink AI4CE 33 2 0 26 Jul 2024
Seamless Monitoring of Stress Levels Leveraging a Universal Model for Time Sequences Davide Gabrielli Bardh Prenkaj Paola Velardi 34 0 0 04 Jul 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 34 3 0 27 Apr 2024
Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection H. Jo Seong-Whan Lee 30 2 0 25 Jan 2024
MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection Chaoyue Ding Shiliang Sun Jing Zhao AI4TS 38 140 0 17 Oct 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 14 13 0 26 Aug 2023
Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection Edoardo Gabrielli Dimitri Belli Vittorio Miori Gabriele Tolomei AAML 13 4 0 29 Mar 2023
Spacecraft Anomaly Detection with Attention Temporal Convolution Network Liang Liu Ling Tian Zhao Kang Tianqi Wan AI4TS 38 28 0 13 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
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data Ling Yu AI4TS 28 27 0 17 Feb 2023
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 39 34 0 07 Feb 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 32 5 0 31 Jan 2023
AER: Auto-Encoder with Regression for Time Series Anomaly Detection Lawrence Wong Dongyu Liu Laure Berti-Equille Sarah Alnegheimish K. Veeramachaneni AI4TS 19 18 0 27 Dec 2022
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
Face Forgery Detection Based on Facial Region Displacement Trajectory Series Yuyang Sun Zhiyong Zhang Isao Echizen H. Nguyen Changzhen Qiu Lu Sun CVBM 29 14 0 07 Dec 2022
DSLOB: A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms under Distributional Shift Defu Cao Yousef El-Laham Loc Trinh Svitlana Vyetrenko Yong-Jin Liu 28 11 0 17 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
Improved Anomaly Detection by Using the Attention-Based Isolation Forest Lev V. Utkin A. Ageev A. Konstantinov 41 6 0 05 Oct 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 26 56 0 01 Aug 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
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 43 14 0 30 Jun 2022
A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes Wenzhuo Yang Kun Zhang Guosheng Lin AI4TS CML 31 9 0 30 Jun 2022
Robust Projection based Anomaly Extraction (RPE) in Univariate Time-Series M. Rahmani Anoop Deoras Laurent Callot AI4TS 31 0 0 31 May 2022
GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection Xu Chen Qiu Qiu Changshan Li Kunqing Xie AI4TS 21 12 0 23 May 2022
LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding Zhi Qi Hong Xie Ye Li Jian Tan Feifei Li John C. S. Lui AI4TS 16 1 0 05 May 2022
A Novel Anomaly Detection Method for Multimodal WSN Data Flow via a Dynamic Graph Neural Network Qinghao Zhang Miao Ye Hongbing Qiu Yong Wang Xiaofang Deng 22 13 0 19 Feb 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 28 474 0 18 Jan 2022
A Multi-View Framework for BGP Anomaly Detection via Graph Attention Network Songtao Peng Jiaqi Nie Xincheng Shu Zhongyuan Ruan Lei Wang Yunxuan Sheng Qi Xuan AI4TS 22 20 0 23 Dec 2021
TFDPM: Attack detection for cyber-physical systems with diffusion probabilistic models Tijin Yan Tong Zhou Yufeng Zhan Yuanqing Xia DiffM 21 7 0 20 Dec 2021
PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing Shreshth Tuli G. Casale N. Jennings 35 38 0 04 Dec 2021
Federated Variational Learning for Anomaly Detection in Multivariate Time Series Kai Zhang Yushan Jiang Lee M. Seversky Chengtao Xu Dahai Liu Haoze Song AI4TS 14 26 0 18 Aug 2021
Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection Yuhang Wu Mengting Gu Lan Wang Yusan Lin Fei Wang Hao Yang AI4TS 38 8 0 15 Aug 2021
Neural Contextual Anomaly Detection for Time Series Chris U. Carmona Franccois-Xavier Aubet Valentin Flunkert Jan Gasthaus BDL AI4TS 59 63 0 16 Jul 2021