Use the Box-Jenkins methodology to select an ARIMA model.
Conduct goodness of fit checks.
Infer residuals from a fitted ARIMA model.
Infer conditional variances from a fitted conditional variance model.
This example shows how to evaluate model assumptions and investigate respecification opportunities by examining the series of residuals.
Check whether state-space model is time varying with respect to parameters.