Shuming Zhang

FAST-GNN: a multivariate time series prediction method based on spatiotemporal adaptive graph neural network

This approach innovatively introduces a multi-band driven dynamic graph construction mechanism to finely capture multi-scale correlations, employs a dual-granularity adaptive graph filter to distinguish and integrate local and global dependencies, and adopts a hierarchical graph reading strategy to enhance robustness a...