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Improved Shrinkage Estimation of Relative Potency
Authors:S Ejaz Ahmed
Abstract:This article considers the asymptotic estimation theory for the log relative potency in a symmetric parallel bioassay when uncertain prior information about the true log relative potency is assumed to be a known quantity. Three classes of point estimation, namely, the unrestricted estimator, the shrinkage restricted estimator and shrinkage preliminary test estimator are proposed. Their asymptotic mean squared errors are derived and compared. The relative dominance picture of the estimators is presented. Interestingly, proposed shrinkage preliminary test estimator dominates the unrestricted estimator in a range that is wider than that of the usual preliminary test estimator. Most importantly, the size of the preliminary test is much appropriate than the usual preliminary test estimator.
Keywords:Shrinkage restricted estimator  Shrinkage preliminary test estimator  Asymptotic biases and risks  Asymptotic efficiency  Relative potency
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