Chapter 7 Multivariate Adaptive Regression Splines (MARS)
Lineal models | Nonlinear models |
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If you know a priori the nature of a nonlinear relation you could manually adapt the model to take in consideration the nonlinear patters by including polynomial terms or step functions | The model would find the important nonlinear interactions present in the data |