A method of smoothing a time series. Let x1, x2,…, xn denote the observed values, and let x̂1, x̂2,…, x̂n be a corresponding set of smoothed values computed using the formulaewhere α (0<α<1) is a constant. An equivalent formula isThe value of α is usually chosen to minimize With this value of α, x̂t is called the exponentially weighted moving average (EWMA).
With this value of α, the formula may be adapted for forecasting a time series having neither trend (see moving average) nor seasonality by writingwhere x̂t + 1 is the predicted value for time (t + 1) and it is assumed that a long series of values exists.