Information-aware attention dynamic synergetic network for multivariate time series long-term forecasting

• Published in: Neurocomputing (Amsterdam) Vol. 500; pp. 143 - 154
• Main Authors: He, Xiaoyu, Shi, Suixiang, Geng, Xiulin, Xu, Lingyu
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 21.08.2022
• Subjects: Attention; Long-term forecasting; Multivariate time series; Trend similarity; Long-term forecasting; Trend similarity; Multivariate time series; Attention

Multivariate time series forecasting is widely used in a variety of fields, such as cyber-physical systems and financial market analysis. Recently, attention-based recurrent neural networks (RNNs) have been paid attention by scholars for its ability to reduce the accumulative errors. Although attent...