Chapter 11 Non-linear Models

Linear methods can model nonlinear relationships by including polynomial terms, interaction effects, and variable transformations. However, it is often difficult to identify how to formulate the model. Nonlinear models may be preferable because you do not need to know the the exact form of the nonlinearity prior to model training.