Abstract
A family of distributions for which an unbiased estimator of a functiong(θ) of a real parameter θ can attain the second order Bhattacharyya lower bound is derived. Indeed, we obtain a necessary and sufficient condition for the attainment of the second order Bhattacharyya bound for a family of mixtures of distributions which belong to the exponential family. Furthermore, we give an example which does not satisfy this condition, but where the Bhattacharyya bound is attainable for a non-exponential family of distributions.
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References
Abramowitz, M. and Stegun, I. A. (1965).Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables, Dover, New York.
Bhattacharyya, A. (1946). On some analogues of the information and their use in statistical estimation,Sankhyā,8, 1–14.
Bhattacharyya, B. C. (1942). The use of McKay’s Bessel function curves for graduating frequency distributions.Sankhyā,6, 175–182.
Blight, J. N. and Rao, P. V. (1974). The convergence of Bhattacharyya bounds,Biometrika,61, 137–142.
Fend, A. V. (1959). On the attainment of Cramér-Rao and Bhattacharyya bounds for the variance of an estimate,Ann. Math. Statist.,30, 381–388.
Ishii, G. (1976). On the attainment of Bhattacharyya bound,Chinese J. Math.,4, 37–45.
Johnson, N. L., Kotz, S. and Balakrishnan, N. (1994).Continuous Univariate Distributions, Vol. 1, 2nd ed., Wiley, New York.
Lehmann, E. L. and Casella, G. (1998).Theory of Point Estimation, 2nd ed., Springer, New York.
McKay, A. T. (1932). A Bassel function distribution,Biometrika,24, 39–44.
Wijsman, R. A. (1973). On the attainment of the Cramér-Rao lower bound,Ann. Statist.,1, 538–542.
Zacks, S. (1971).The Theory of Statistical Inference, Wiley, New York.
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Tanaka, H., Akahira, M. On a family of distributions attaining the Bhattacharyya bound. Ann Inst Stat Math 55, 309–317 (2003). https://doi.org/10.1007/BF02530501
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DOI: https://doi.org/10.1007/BF02530501