Zhangyao Song

Channel, Trend and Periodic-Wise Representation Learning for Multivariate Long-term Time Series Forecasting

Downsampling-based methods for time series forecasting have attracted increasing attention due to their superiority in capturing sequence trends. However, this approaches mainly capture dependencies within subsequences but neglect inter-subsequence and inter-channel interactions, which limits foreca…