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Statistical power of goodness-of-fit tests based on the empirical distribution function for type-I right-censored data

机译:基于经验分布函数的I类右删失数据的拟合优度检验的统计功效

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摘要

In this study, the power of common goodness-of-fit (GoF) statistics based on the empirical distribu tion function (EDF) was simulated for single type-I right-censored data. The statistical power of the Kolmogorov-Smirnov, Cramer-von Mises and Anderson-Darling statistics was investigated by varying the null and the alternative distributions, the sample size, the degree of censoring and the significance level. The exponential, Weibull, log-logistic and log-normal lifetime distributions were considered as they are among the most frequently distributions used when modelling censored data. We conclude by giving some general recommendations for testing the distributional assumption of parametric survival models in homogeneous populations when using EDF-based GoF statistics.
机译:在这项研究中,基于经验分布函数(EDF)的通用拟合优度(GoF)统计数据的能力针对单个I型右删失数据进行了仿真。通过改变零值和替代分布,样本量,审查程度和显着性水平,研究了Kolmogorov-Smirnov,Cramer-von Mises和Anderson-Darling统计的统计能力。指数,Weibull,对数逻辑和对数正态寿命分布被认为是建模检查数据时最常用的分布之一。最后,通过使用基于EDF的GoF统计数据,为测试同质种群中参数生存模型的分布假设提供一些一般性建议。

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  • 作者单位

    Departamento de Estatistica, ISPA-Instituto Universitario, Rua Jardim do Tabaco, 34, 1149-041 Lisboa,Portugal,CEAUL-Centro de Estatistica e Aplicacoes da Universidade de Lisboa, Portugal;

    CEAUL-Centro de Estatistica e Aplicacoes da Universidade de Lisboa, Portugal,Centre for Research into Ecological and Environmental Modeling, The Observatory, Buchanan Gardens, Saint Andrews, Scotland, UK;

    CEAUL-Centro de Estatistica e Aplicacoes da Universidade de Lisboa, Portugal,Departamento de Estatistica e Investigagao Operacional, Faculdade de Ciencias, Universidade de Lisboa, Campo Grande, Lisboa, Portugal;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    censored data; goodness-of-fit; lifetime distributions; power; type-I censoring;

    机译:审查数据;拟合优度寿命分布;功率;I型审查;

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