Week 8: ARIMA models

Tutorial exercises

What you will learn this week

  • AR, MA, ARMA and ARIMA models
  • Selecting model orders manually and automatically

Pre-seminar activities

Read Sections 9.3-9.8 of the textbook and watch all embedded videos

Slides for seminar

Download pdf

Seminar activities

  1. Explore the Egyptian exports series. Is data stationary? What ARIMA model should be used?

    egypt <-global_economy |>
      filter(Code == "EGY")
  2. Repeat the process for the Central African Republic CAF exports.

    egypt <-global_economy |>
      filter(Code == "EGY")
  3. Run through the code for the rest of the examples. Explore and understand what the code is doing.

Seminar code

Assignments

  • IA3 is due on Monday 28 April.
  • GA3 is due on Monday 05 May.