InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting

no code implementations • 5 Mar 2024 • Ce Chi, Xing Wang, Kexin Yang, Zhiyan Song, Di Jin, Lin Zhu, Chao Deng, Junlan Feng

A channel identifier, a global mixing module and a self-contextual attention module are devised in InjectTST.

Time Series Time Series Forecasting

MPPN: Multi-Resolution Periodic Pattern Network For Long-Term Time Series Forecasting

no code implementations • 12 Jun 2023 • Xing Wang, Zhendong Wang, Kexin Yang, Junlan Feng, Zhiyan Song, Chao Deng, Lin Zhu

To capture the intrinsic patterns of time series, we propose a novel deep learning network architecture, named Multi-resolution Periodic Pattern Network (MPPN), for long-term series forecasting.

Time Series Time Series Forecasting