Chapter 20 uses Google Flu Trends, Autism, and Parkinson’s disease case-studies to illustrate (1) alternative forecasting types using linear and non-linear predictions, (2) exhaustive and non-exhaustive internal statistical cross-validation, and (3) complementary predictor functions.