Chapter 5 Testing forecast accuracy

Once you have found a set of possible forecast models, you are ready to compare forecasts from a variety of models and choose a forecast model. To quantify the forecast performance, we need to create forecasts for data that we have so that we can compare the forecast to actual data. There are two approaches to this: holding out data for testing and cross-validation.