Convergence rates for empirical bayes estimators of parameters in linear regressin models |
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Authors: | Hengqing Tong |
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Affiliation: | Department of Mathematics and Physics , Wuhan University of technology , Wuhan, Hubei, 430070, P.R.China |
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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. |
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Keywords: | empirical Bayes convergence rate joint estimation inverse stretch operation variance component model |
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