Dynamic graph learning-neural network for multivariate time series modeling

被引:0
|
作者
School of Computer Engineering and Science, Shanghai University, China [1 ]
不详 [2 ]
不详 [3 ]
机构
来源
arXiv | 1600年
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Graph neural networks
引用
收藏
相关论文
共 50 条
  • [1] TodyNet: Temporal dynamic graph neural network for multivariate time series classification
    Liu, Huaiyuan
    Yang, Donghua
    Liu, Xianzhang
    Chen, Xinglei
    Liang, Zhiyu
    Wang, Hongzhi
    Cui, Yong
    Gu, Jun
    INFORMATION SCIENCES, 2024, 677
  • [2] Dynamic spatiotemporal interactive graph neural network for multivariate time series forecasting
    Gao, Ziheng
    Li, Zhuolin
    Zhang, Haoran
    Yu, Jie
    Xu, Lingyu
    KNOWLEDGE-BASED SYSTEMS, 2023, 280
  • [3] Dynamic personalized graph neural network with linear complexity for multivariate time series forecasting
    Li, ZhuoLin
    Gao, ZiHeng
    Zhang, GaoWei
    Liu, JingJing
    Xu, LingYu
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 127
  • [4] MagNet: Multilevel Dynamic Wavelet Graph Neural Network for Multivariate Time Series Classification
    Hong, Xiaobin
    Hu, Jiangyi
    Xu, Taishan
    Ren, Xiancheng
    Wu, Feng
    Ma, Xiangkai
    Li, Wenzhong
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2025, 19 (01)
  • [5] Multivariate Time Series Forecasting With Dynamic Graph Neural ODEs
    Jin, Ming
    Zheng, Yu
    Li, Yuan-Fang
    Chen, Siheng
    Yang, Bin
    Pan, Shirui
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 35 (09) : 9168 - 9180
  • [6] Graph neural network model for multivariate time series forecasting
    Zhang, Han
    Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2024, 58 (12): : 2500 - 2509
  • [7] Dynamic graph structure learning for multivariate time series forecasting
    Li, Zhuo Lin
    Zhang, Gao Wei
    Yu, Jie
    Xu, Ling Yu
    PATTERN RECOGNITION, 2023, 138
  • [8] Parallel multi-scale dynamic graph neural network for multivariate time series forecasting
    Hou, Mingjie
    Liu, Zhenyu
    Sa, Guodong
    Wang, Yueyang
    Sun, Jiacheng
    Li, Zhinan
    Tan, Jianrong
    PATTERN RECOGNITION, 2025, 158
  • [9] Adversarial Graph Neural Network for Multivariate Time Series Anomaly Detection
    Zheng, Bolong
    Ming, Lingfeng
    Zeng, Kai
    Zhou, Mengtao
    Zhang, Xinyong
    Ye, Tao
    Yang, Bin
    Zhou, Xiaofang
    Jensen, Christian S.
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 36 (12) : 7612 - 7626
  • [10] Multivariate Time Series Deep Spatiotemporal Forecasting with Graph Neural Network
    He, Zichao
    Zhao, Chunna
    Huang, Yaqun
    APPLIED SCIENCES-BASEL, 2022, 12 (11):