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Reliability inference for a general lower-truncated family of distributions under records

机译:记录下一般的低截断分布族的可靠性推断

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摘要

Based on record values, point and interval estimators are proposed in this paper for the parameters of a general lower-truncated family of distributions. Maximum likelihood and bias-corrected estimators are obtained for unknown model parameters. Based on a sufficient and complete statistic, the bias-corrected estimator is also shown to be uniformly minimum variance unbiased estimator. Different exact confidence intervals and exact confidence regions are constructed for the both model and truncated parameters, and other confidence interval estimates based on asymptotic distribution theory and bootstrap approaches are obtained as well. Finally, two real-life examples and a numerical study are presented to illustrate the performance of our methods.
机译:基于记录值,针对一般的低位截断分布族的参数,提出了点估计和区间估计。对于未知模型参数,可以获得最大似然和偏差校正估计量。基于充分和完整的统计数据,偏差校正的估计量也显示为一致的最小方差无偏估计量。为模型和截断参数构建了不同的精确置信区间和精确置信区域,并且还获得了基于渐近分布理论和自举方法的其他置信区间估计。最后,给出了两个真实的例子和一个数值研究来说明我们方法的性能。

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