Transformers, Deep Learning, Time Series Analysis, Forecasting, Machine Learning.
(Figure produced by Zeng et al. [1]) These models and their properties are: Decomposed Linear (D-Linear): D-Linear uses a decomposition scheme to split raw data into a trend and seasonal component. Two single-layer linear networks are then applied to each component and the outputs are summed to get