[Orthogonal Polynomials]

• Properties

Natural                                       Orthogonal

Highly-correlated predictors         Uncorrelated predictors Scaling problems                        Good scaling Bad collinearity                           Zero collinearity Added-in-order≠added-last        Added-in-order=added-last

• Full-Rank Transformation of the Design Matrix