Optimal Convergence Rate of Empirical Bayes Tests for Uniform Distributions

  • Liang, Ta-Chen (Department of mathematics, Wayne State University, Detroit, MI 48202, U. S. A.)
  • Published : 2002.03.01

Abstract

The empirical Bayes linear loss two-action problem is studied. An empirical Bayes test $\delta$$_{n}$ $^{*}$ is proposed. It is shown that $\delta$$_{n}$ $^{*}$ is asymptotically optimal in the sense that its regret converges to zero at a rate $n^{-1}$ over a class of priors and the rate $n^{-1}$ is the optimal rate of convergence of empirical Bayes tests.sts.

Keywords

References

  1. Canadian Journal of Statistics v.25 A general lower bound of minimax risk for absolute-error loss Chen, J. https://doi.org/10.2307/3315347
  2. Journal of Statistical Planning and Inference v.8 Empirical Bayes rules for selecting good populations Gupta, S. S.; Hsiao, P. https://doi.org/10.1016/0378-3758(83)90064-2
  3. The Annals of Statistics v.24 Optimal rates of convergence of empirical Bayes tests for the continuous one-parameter exponential family Karunamuni, R. J. https://doi.org/10.1214/aos/1033066207
  4. Statistics & Decisions v.17 Optimal rates of convergence of monotone empirical Bayes tests for uniform distributions Karunamuni, R. J.
  5. The Annals of Statistics v.16 On the convergence rates of empirical Bayes rules for the two-action problems: discrete case Liang, T. https://doi.org/10.1214/aos/1176351058
  6. Journal of Statistical Planning and Inference v.26 On the convergence rates of a monotone empirical Bayes test for uniform distributions Liang, T. https://doi.org/10.1016/0378-3758(90)90092-9
  7. Statistics and Probability Letters v.44 Monotone empirical Bayes tests for a discrete normal distribution Liang, T. https://doi.org/10.1016/S0167-7152(99)00015-2
  8. Technical Report On optimal convergence rate of empirical Bayes tests Liang, T.
  9. Proceedings of Third Berkeley Symposium on Mathematical Statistics and Probabilities v.1 An empirical Bayes approach to statistics Robbins, H.
  10. The Annals of Statistics v.7 Empirical Bayes estimation in Lebesgue-exponential families with rates near the best possible rate Singh, R. S. https://doi.org/10.1214/aos/1176344738
  11. Annals of the Institute of Statistical Mathematics v.44 Empirical Bayes with rates and best rates of convergence in u(χ)c(θ) exp(-χ/θ)­family: estimation case Singh, R. S.; Wei, L.
  12. The Annals of Statistics v.15 Monotone empirical Bayes test for uniform distribution using the maximum likelihood estimator of a decreasing density Van Houwelingen, J. C. https://doi.org/10.1214/aos/1176350381