R. W. M. Wedderburn, Alternative Derivation of the Sum of Squares in a Non-Full Rank General Linear Hypothesis, Journal of the Royal Statistical Society. Series B (Methodological), Vol. 36, No. 1 ...

Collinearity and near-collinearity of predictors cause difficulties when doing regression. In these cases, variable selection becomes untenable because of mathematical issues concerning the existence ...