Time series analysis concerns the study of data collected sequentially over time, with the dual objectives of understanding its dependence structure and generating reliable forecasts. Model selection ...

The purpose of statistical model selection is to identify a parsimonious model, which is a model that is as simple as possible while maintaining good predictive ability over the outcome of interest.