(a) If forecasts are based on simple exponential smoothing, with X, denoting the smoothed value of the series at time

f, show that the error made in forecasting X.. standing at time (-1), can be written

(b) Hence, show that we can write e = X-X X, X, -ae, from which we see that the most recent observation and the most recent forecast error are used to compute the next forecast.