Ridge fit Y λ X X X λ I p 1 X Y is not orthogonal to ridge residual Y Y λ. The degrees of freedom of ordinary regression. Thus far we have mainly be concerned with what may be called the variable space Rp in which each subject is a point and the variables are dimensions.
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