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Estimation of variance and covariance components--MINQUE theory

C. Radhakrishna Rao

Journal of Multivariate Analysis, 1971, vol. 1, issue 3, 257-275

Abstract: The paper consists of two parts. The first part deals with solutions to some optimization problems. The general problem is one of minimssing Tr AVA'U, where V and U are positive definite matrices when the elements of the matrix are subject to linear restrictions of the type AX = O or X'AX = O and trace AVi = pi, i = 1,..., k, or U1'AU1 + ... + Uk'AUk = M. These results are used in determining Minimum Norm Quadratic Unbiased Estimators (MINQUE) of variance and covariance components in linear models. The present paper is a generalization of an earlier attempt by the author to obtain estimators of heteroscedastic variances in a regression model. The method is quite general, applicable to all experimental situations, and the computations are simple.

Keywords: Estimation; variance; components; covariance; components; MINQUE; theory (search for similar items in EconPapers)
Date: 1971
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Citations: View citations in EconPapers (13)

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