Theil and Goldberger (Int. Ec. Rev., 1961) and Theil (JASA, 1963) proposed a generalized least squares approach to 'mixing' sample information and prior beliefs about the coefficients of a regression equation. Their 'mixed' estimator may be considered as a stochastic version of constrained least...