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Recommendations for the article A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection
| Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
|---|---|---|---|---|---|---|
| visibility_off | Graph Time-series Modeling in Deep Learning: A Survey | Hongjie Chen, Hoda Eldardiry | 2023-12-23 | ACM Transactions on Knowledge Discovery from Data | 9 | 15 |
| visibility_off | A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification | Flavio Corradini, Marco Gori, Carlo Lucheroni, Marco Piangerelli, Martina Zannotti | 2024-10-29 | ArXiv | 1 | 12 |
| visibility_off | TimeGNN: Temporal Dynamic Graph Learning for Time Series Forecasting | Nancy R. Xu, Chrysoula Kosma, M. Vazirgiannis | 2023-07-27 | ArXiv | 4 | 56 |
| visibility_off | Graph Deep Learning for Time Series Forecasting | Andrea Cini, Ivan Marisca, Daniele Zambon, C. Alippi | 2023-10-24 | ArXiv | 12 | 50 |
| visibility_off | Graph Anomaly Detection in Time Series: A Survey | Thi Kieu Khanh Ho, Ali Karami, N. Armanfard | 2023-01-31 | ArXiv | 4 | 15 |
| visibility_off | Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification | Wennuo Yang, Shiling Wu, Yuzhi Zhou, Cheng Luo, Xilin He, Weicheng Xie, Linlin Shen, Siyang Song | 2025-01-14 | ArXiv | 0 | 15 |
| visibility_off | Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological Analysis | Zhe Liu, Xiang Huang, Jingyun Zhang, Zhifeng Hao, L. Sun, Hao Peng | 2024-08-23 | ArXiv, DBLP | 2 | 2 |
| visibility_off | FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Kun Yi, Qi Zhang, Wei Fan, Hui He, Liang Hu, Pengyang Wang, Ning An, Longbin Cao, Zhendong Niu | 2023-11-10 | ArXiv | 77 | 6 |
| visibility_off | MGADN: A Multi-task Graph Anomaly Detection Network for Multivariate Time Series | Wei-Shu Xiong, Xiaochen (Michael) Sun | 2022-11-22 | ArXiv | 1 | 2 |
| visibility_off | Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting | Katrina Chen, M. Feng, T. Wirjanto | 2023-02-04 | ArXiv | 6 | 22 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |