Some Exact Finite Results of Zellner’s Estimators in m Seemingly Unrelated Regressions
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Graphical Abstract
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Abstract
For m(≥3) seemingly unrleated regression equations: yi = Xiβi+εi,(i=1,…, m), with P1 =… = Pk, Pk+1 =… = Ps, Ps+1 =… = Pm and P1 =Ps+Pm, where Pi = Xi(X'iXi)-1X'i,the exact finite sample covariance matrix of Zellner’s two-step Aitken estimator ~βi of βi(i =1…,m), based on the unrestricted estimate S of ∑ = (σij ) are obtained.When m = 3, all the three ~βi (i = 1, 2, 3) are shown to be more efficient then the OLS estimators of βi, for moderate departures of \rho_i j^2=\sigma_i j^2 / \sigma_i i \sigma_j j from zero, and the efficiencies are shown to be increased with the sample size n. These results can be compared with those obtained by Revankar(1974)for a system of 2SUR with X1=(X2,L)
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