> [!tldr] > > Exponential smoothing is a family of time series forecasting that use simple update equations. The most basic model is [[Simple Exponential Smoothing|simple exponential smoothing (SES)]], using exponentially decaying weights for non-seasonal, stationary time series. [[Holt-Winters Procedure|Holt-Winters procedure]] extends the SES to handle trends and seasonality.