Exponential Smoothing

Exponential smoothing methods produce forecasts by assigning greater weight to recent observations. Variants such as Holt and Holt-Winters allow trend and seasonality components to be incorporated into the model. They are widely used in practice because of their simplicity and strong short-term forecasting ability. However, in series with complex structural breaks, more advanced models may be required.