5.1 Box-Jenkins method

A. Model form selection

  1. Evaluate stationarity
  2. Selection of the differencing level (d) – to fix stationarity problems
  3. Selection of the AR level (p)
  4. Selection of the MA level (q)

B. Parameter estimation

C. Model checking