A simple example of a smoother is the moving average procedure. It is based on averaging elements closest in time to the current time. Mathematically this can be expressed by the following simple formula:
is the input of the smoother, the original time series;
is the output of the smoother, the smoothed time series;
is the size of the smoothing window.