Transformers, Deep Learning, Time Series Analysis, Forecasting, Machine Learning.
(DMS) forecasting strategy. Autoformer [4]: Applies a seasonal-trend decomposition behind each neural block to extract the trend-cyclical components. Additionally, Autoformer designs a series-wise auto-correlation mechanism to replace vanilla self-attention. Pyraformer [5]: Implements a novel