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Convergence rates for empirical bayes estimators of parameters in linear regressin models
Authors:Hengqing Tong
Institution:Department of Mathematics and Physics , Wuhan University of technology , Wuhan, Hubei, 430070, P.R.China
Abstract:In this paper, the convergence rates of the EB estimators of the regression coefficients and the error variance in a linear model are obtained. The rates can approximate to O(n1) arbitrarily. The convergency of the EB estimators of the regression coefiicients and the variance components in a variance component model is also investigated. The investigation makes use of the results concerning the convergence rates of the EB estimators of the parameters in multi-parameter exponential families.
Keywords:empirical Bayes  convergence rate  joint estimation  inverse stretch operation  variance component model
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