For labs: Click the ‘Rmd file’ link and download to your lab folder. Open RStudio. Switch to your lab project, by clicking button in top right (click create a new project if you did not do this step before). The greeklandings
and chinook
datasets are in the FishForecast package. Install that package if you have not already:
library(devtools)
devtools::install_github("Fish-Forecast/FishForecast")
Lecture 1 Introduction to ARMA Models
Lab 1 Intro to ARMA models and diagnostic plots: ARMA Lab 1 - Rmd file
Lecture 2 Stationarity
Lab 2 Test the Greek catch data for stationarity ARMA Lab 2 Stationarity - Rmd file
Lecture 3 Selecting Model Structure
Lecture 4 Fitting ARMA Models
Lab 3 Fit ARMA Models to the Greek catch data ARMA Lab 3 Fitting - Rmd file - R Code from Lecture 4
Lecture 5 Forecasting from ARMA Models
Lab 4 Create your own forecasts R Code from Lecture 5
Lecture 6 Cross Validation
Lab 5 Test your forecasts R Code from Lecture 6
Lecture 7 Seasonal ARMA Models
Lab 6 Seasonal models R Code from Lecture 6