A direct proof of Tucker, Cooper, and Meredith's procedure for obtaining the squared multiple correlations from a singular correlation matrix is given.
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Tucker, L. R. , Cooper, L. G., and Meredith, W.Obtaining squared multiple correlations from a correlation matrix which may be singular. Psychometrika, 1972, 37, 143-148.