双侧截断指数族分布截断参数的二阶渐近损失

M. Akahira, N. Ohyauchi
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引用次数: 4

摘要

对于以截断参数和自然参数作为干扰参数的单侧截断指数族分布,Akahira和Ohyauchi(2016)表明,相对于已知自然参数的截断参数的偏差调整最大似然估计量,获得了未知自然参数的截断参数的偏差调整最大似然估计量(MLE)的二阶渐近损失。在本文中,与Akahira和Ohyauchi(2016)类似,对于具有自然参数和上下截断参数的双边截断指数族分布,已知自然参数和下截断参数的上截断参数的偏差调整MLE的随机展开式,导出了未知自然参数和已知下截断参数的上截断参数的偏置校正MLE,以及未知自然参数和下截断参数的上截断参数的偏置校正MLE,并给出了它们的渐近方差;得到了未知自然参数和已知/未知下截断参数的上截断参数的MLE相对于已知自然参数和下截断参数的上截断参数的MLE的二阶渐近损失。进一步给出了包括上截断Pareto情形在内的一些例子。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Second Order Asymptotic Loss of the MLE of a Truncation Parameter for a Two-Sided Truncated Exponential Family of Distributions
For a one-sided truncated exponential family of distributions with a truncation parameter and a natural parameter as a nuisance parameter, it is shown by Akahira and Ohyauchi (2016) that the second order asymptotic loss of a bias-adjusted maximum likelihood estimator (MLE) of a truncation parameter for unknown natural parameter relative to a bias-adjusted MLE of a truncation parameter for known natural parameter is obtained. In this paper, in a similar way to Akahira and Ohyauchi (2016), for a two-sided truncated exponential family of distributions with a natural parameter and lower and upper truncation parameters, the stochastic expansions of the bias-adjusted MLE of an upper truncation parameter for known natural and lower truncation parameters, the bias-adjusted MLE of an upper truncation parameter for unknown natural parameter and known lower truncation parameter and the bias-adjusted MLE of an upper truncation parameter for unknown natural and lower truncation parameters are derived, their asymptotic variances are given, and the second order asymptotic losses of the MLEs of an upper truncation parameter for unknown natural parameter and known/unknown lower truncation parameter relative to the MLE of an upper truncation parameter for known natural and lower truncation parameters are also obtained. Further, some examples including an upper-truncated Pareto case are given.
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