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Bayes and empirical Bayes shrinkage estimation of regression coefficients
Authors:Fassil Nebebe  T. W. F. Stroud
Abstract:For a moderate or large number of regression coefficients, shrinkage estimates towards an overall mean are obtained by Bayes and empirical Bayes methods. For a special case, the Bayes and empirical Bayes shrinking weights are shown to be asymptotically equivalent as the amount of shrinkage goes to zero. Based on comparisons between Bayes and empirical Bayes solutions, a modification of the empirical Bayes shrinking weights designed to guard against unreasonable overshrinking is suggested. A numerical example is given.
Keywords:Hierarchical Bayesn  empirical Bayes  shrinkage estimates  ridge regression  predictive means and variances  comparison of shrinking weights
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