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A note on the convergence rates for empirical bayes estimators of parameters in multiple-parameter exponential families
Authors:Shunpu Zhang  Laisheng Wei
Affiliation:1. Department of Mathematical Sciences , University of Alaska Fairbanks , Fairbanks, Alaska, 99775-6660, USA;2. Department of Statistics and Finances , University of Science and Technology of China , Hefei, Anhw, 230026, P.R. China
Abstract:Under suitable conditions upon prior distribution, the convergence rates for empirical Bayes estimators of parameters in multi-parameter exponential families (M-PEF) are obtained. It is shown that the assumptions Tong (1996) imposed on the marginal density can be reduced. The above result can also be extended to more general forms of M-PEF. Finally, some examples which satisfy the conditions of the theorems are given.
Keywords:a note  multi-parameter exponential family  kernel estimation  empirical Bayes estimation  convergence rates
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