寿命分布参数的估计

IF 0.9 Q3 STATISTICS & PROBABILITY Journal of Reliability and Statistical Studies Pub Date : 2019-11-07 DOI:10.13052/jrss2229-5666.1227
Tabasam Sultana, Faqir Muhammad, M. Aslam
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引用次数: 1

摘要

本文讨论了用于估计寿命分布参数的各种估计方法。所考虑的分布是指数分布、威布尔分布、瑞利分布、对数正态分布和伽玛分布,所使用的方法是:矩法、最大似然法、概率加权矩法、最小二乘法和相对最小二乘法。为了比较不同估计方法之间的效率,我们使用了总偏差、均方误差和概率图相关系数。为了在数值上研究不同估计方法和拟合优度分析的执行情况,对不同样本量的统计特性进行了模拟。针对不同的样本量绘制了为不同的估计方法设计的偏差图。
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ESTIMATION OF PARAMETERS FOR THE LIFETIME DISTRIBUTIONS
This paper deals with various methods of estimation used for estimating the parameters of lifetime distributions. The distributions considered are exponential, Weibull, Rayleigh, lognormal and gamma and the method used are: method of moments, maximum likelihood, probability weighted moments, least squares and relative least squares. To compare the efficiency between the different methods of estimation, we used the total deviation, mean squared error and probability plot correlation coefficients. In order to study numerically, the execution of the different methods of estimation and goodness of fit analysis, their statistical properties have been simulated for different sample sizes. The graphs of bias designed for different methods of estimation have also been plotted against various sample sizes.  
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来源期刊
CiteScore
1.60
自引率
12.50%
发文量
24
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