Xuhui Ren

A Review of Transformer Models for Time Series Forecasting

Long-term time series forecasting is important in energy scheduling, traffic management, meteorological monitoring, and industrial operations. However, conventional statistical models and recurrent neural networks have limitations in modeling long-range dependencies, complex periodic patterns, and multivariate relation...