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  1. No Access

    Article

    TDG4MSF: A temporal decomposition enhanced graph neural network for multivariate time series forecasting

    Multivariate time series forecasting is an important issue in industries, agriculture, finance, and other applications. There are many challenging problems in it such as non-linear and complicated relationship...

    Hao Miao, Yilin Zhang, Zefei Ning, Zhuolun Jiang, Li Wang in Applied Intelligence (2023)

  2. No Access

    Chapter and Conference Paper

    MST-GNN: A Multi-scale Temporal-Enhanced Graph Neural Network for Anomaly Detection in Multivariate Time Series

    Anomaly detection in time is an important task in many applications. Sensors are deployed in the industrial site to monitor the condition of different attributes or different places in real time, which generat...

    Zefei Ning, Zhuolun Jiang, Hao Miao, Li Wang in Web and Big Data (2023)