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Asymptotic optimality of the generalized bayes estimator in multiparameter cases

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Abstract

The higher order asymptotic efficiency of the generalized Bayes estimator is discussed in multiparameter cases.

For all symmetric loss functions, the generalized Bayes estimator is second order asymptotically efficient in the classA 2 of the all second order asymptotically median unbiased (AMU) estimators and third order asymptotically efficient in the restricted classD of estimators.

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References

  1. Akahira, M. (1975). Asymptotic theory for estimation of location in non-regular cases, I: Order of convergence of consistent estimators,Rep. Statist. Appl. Res., JUSE,22, 8–26.

    MathSciNet  MATH  Google Scholar 

  2. Akahira, M. and Takeuchi, K. (1976). On the second order asymptotic efficiency of estimators in multiparameter cases,Rep. Univ. Electro-Comm.,26, 261–269.

    MathSciNet  Google Scholar 

  3. Akahira, M. and Takeuchi, K. (1979). Discretized likelihood methods—Asymptotic properties of discretized likelihood estimators (DLE's).Ann. Inst. Statist. Math.,31, A, 39–56.

    Article  MathSciNet  Google Scholar 

  4. Akahira, M. and Takeuchi, K. (1979). The Concept of Asymptotic Efficiency and Higher Order Asymptotic Efficiency in Statistical Estimation Theory, Lecture Note.

  5. Gusev, S. I. (1975). Asymptotic expansions associated with some statistical estimators in the smooth case 1. Expansions of random variables,Theory Prob. Appl.,20, 470–498.

    Article  Google Scholar 

  6. Pfanzagl, J. and Wefelmeyer, W. (1978). A third-order optimum property of maximum likelihood estimator,J. Multivariate Anal.,8, 1–29.

    Article  MathSciNet  Google Scholar 

  7. Pfanzagl, J. and Wefelmeyer, W. (1979). Addendum to “A third-order optimum property of the maximum likelihood estimator”,J. Multivariate Anal.,9, 179–182.

    Article  MathSciNet  Google Scholar 

  8. Strasser, H. (1977). Asymptotic expansions for Bayes procedures,Recent Development in Statistics (ed. J. R. Barra et al.), North-Holland, 9–35.

  9. Takeuchi, K. and Akahira, M. (1976). On the second order asymptotic efficiencies of estimators,Proceedings of the Third Japan-USSR Symposium on Probability Theory (eds. G. Maruyama and J. V. Prokhorov), Lecture Notes in Mathematics 550, Springer-Verlag, Berlin, 604–638.

    Chapter  Google Scholar 

  10. Takeuchi, K. and Akahira, M. (1978). Third order asymptotic efficiency of maximum likelihood estimator for multiparameter exponential case,Rep. Univ. Electro-Comm.,28, 271–293.

    MathSciNet  Google Scholar 

  11. Takeuchi, K. and Akahira, M. (1978). On the asymptotic efficiency of estimators, (in Japanese), A report of the Symposium on Various Problems of Asymptotic Theory, Annual Meeting of the Mathematical Society of Japan, 1–24.

  12. Takeuchi, K. and Akahira, M. (1978). Asymptotic optimality of the generalized Bayes estimator,Rep. Univ. Electro-Comm.,29, 37–45.

    MathSciNet  Google Scholar 

  13. Takeuchi, K. and Akahira, M. (1979). Note on non-regular asymptotic estimation— What “non-regularity” implies,Rep. Univ. Electro-Comm.,30, 63–66.

    MathSciNet  Google Scholar 

  14. Takeuchi, K. and Akahira, M. (1979). Third order asymptotic efficiency of maximum likelihood estimator in general case, (to appear).

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Takeuchi, K., Akahira, M. Asymptotic optimality of the generalized bayes estimator in multiparameter cases. Ann Inst Stat Math 31, 403–415 (1979). https://doi.org/10.1007/BF02480297

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  • DOI: https://doi.org/10.1007/BF02480297

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