8.11 Show that if y ≡ (yj) denotes a vector of n observations on a dependent variable Y, and if for k = rank (X), k < n,

denotes a standard univariate regression model, the sample multiple correlation coefficient is given by where ≡ ( j) , and . [Note: When there is a constant term in the regression model,