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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 |
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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 | 0 | 14 |
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visibility_off | Graph Deep Learning for Time Series Forecasting | Andrea Cini, Ivan Marisca, Daniele Zambon, C. Alippi | 2023-10-24 | ArXiv | 4 | 49 |
visibility_off | Graph Anomaly Detection in Time Series: A Survey | Thi Kieu Khanh Ho, Ali Karami, N. Armanfard | 2023-01-31 | ArXiv | 6 | 15 |
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 | 17 | 4 |
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 | 3 | 22 |
visibility_off | Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection | H. Jo, Seong-Whan Lee | 2024-01-25 | Inf. Sci. | 0 | 1 |
visibility_off | Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting | Minbo Ma, Jilin Hu, Christian S. Jensen, Fei Teng, Peng Han, Zhiqiang Xu, Tian-Jie Li | 2023-12-27 | ArXiv | 0 | 11 |
visibility_off | 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 | 2023-07-17 | IEEE transactions on neural networks and learning systems | 8 | 18 |
Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |