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Bounds for the Covariance Matrices of Zellner's Estimator in the SUR Model and the 2SAE in a Heteroscedastic Model

Takeaki Kariya

Journal of the American Statistical Association · 1981 · Volume 76 · Issue 376

DOI: 10.1080/01621459.1981.10477751

Abstract

This article gives a bound for the covariance matrix of Zellner's estimator with the unrestricted sample covariance matrix in the two equations seemingly unrelated regression (SUR) model, and a bound for the covariance matrix of the two-stage Aitken estimator (2SAE) in a heteroscedastic model with two distinct variances. Some efficiencies of these estimators relative to the ordinary least squares estimator (OLSE) are also considered.

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