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The original expression for MINQUE estimators of variance components involved the inverse of a matrix whose dimensions equalled the total sample size. Later papers described more practical methods of computing the estimators. In this article a method is described that involves matrices and vectors with dimensions no larger than the number of nonempty cells.
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