Forecasting is the process of predicting future values of a time series based on the past values of the time series. A forecast \(\hat{x}_{n+1}\) of \(X_{n+1}\) based on \(x_n + x_{n-1} + x_{n-2}, \ldots\) is called a 1-step ahead forecast of \(X_{n+1}\).