Time Series Analysis, Time Series Forecasting, Machine Learning, Deep Learning, Research.
windows, a challenge for many other transformer-based models. Additionally, the STAD module’s universality allows it to be used as a replacement for attention mechanisms in various transformer-based models, further validating its efficiency and effectiveness. The input for STAD is the series