Journal of the Iranian Statistical Society, Volume (12), No (2), Year (2013-9) , Pages (235-252)

Title : ( Asymptotic Efficiencies of the MLE Based on Bivariate Record Values from Bivariate Normal Distribution )

Authors: Morteza Amini , Jafar Ahmadi ,

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Abstract

Maximum likelihood (ML) estimation based on bivariate record data is considered as the general inference problem. Assume that the process of observing k records is repeated m times, independently. The asymptotic properties including consistency and asymptotic normality of the Maximum Likelihood (ML) estimates of parameters of the underlying distribution is then established, when m is large enough. The bivariate normal distribution is considered as an highly applicable example in order to estimate the parameter θ = (µ1,σ1,µ2,σ2) by ML method of estimation based on mk bivariate record data. Asymptotic variances of the ML estimators are calculated by deriving the Fisher information matrix about θ contained in the vector of the first k bivariate record data. As another application, we concerned the problem of “breaking boards” of Glick (1978, Amer. Math. Monthly, 85, 2-26) by considering three different sampling schemes of breaking boards and we computed the relative asymptotic efficiencies of ML estimators based on these three types of data.

Keywords

, Adaptivity, bivariate distribution, Fisher information matrix, inverse sampling, Jensen’s inequality.
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@article{paperid:1036589,
author = {Morteza Amini and Ahmadi, Jafar},
title = {Asymptotic Efficiencies of the MLE Based on Bivariate Record Values from Bivariate Normal Distribution},
journal = {Journal of the Iranian Statistical Society},
year = {2013},
volume = {12},
number = {2},
month = {September},
issn = {1726-4057},
pages = {235--252},
numpages = {17},
keywords = {Adaptivity; bivariate distribution; Fisher information matrix; inverse sampling; Jensen’s inequality.},
}

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%0 Journal Article
%T Asymptotic Efficiencies of the MLE Based on Bivariate Record Values from Bivariate Normal Distribution
%A Morteza Amini
%A Ahmadi, Jafar
%J Journal of the Iranian Statistical Society
%@ 1726-4057
%D 2013

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