REGRESSION SPLINES: EXTENDING POLYNOMIAL REGRESSION AND PIECEWISE CONSTANT FUNCTION MODELS
Polynomial regression models have the limitation of forcing a common construction on the non-linear function of X while the piecewise-constant function models suffer from over fitting a model unless there are natural breakpoints in the predictors.