基于未删节/删节样本的几种双参数指数分布比较检验

IF 1 Q3 Mathematics
K. Krishnamoorthy, T. Nguyen, Yongli Sang
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引用次数: 1

摘要

考虑了基于II型截尾样本的几种指数分布的比较问题。推导了用于比较多个位置参数、比较多个尺度参数和分布均匀性的似然比检验(LRTs)。这三个问题的lrt都是精确的,因为它们的零分布不依赖于任何未知参数。提供了算法来估计准确的p值或零分布的百分位数。提供了零分布的近似值,即使对于小样本量也是准确的。为了验证尺度参数的相等性,将该方法与基于并交法和迭代法的测试方法进行了比较。对比研究表明,对于大多数参数值,LRT都比现有的LRT更强大。这些方法是用一个例子来说明,涉及从随机分配到诊断慢性肉芽肿病的严重感染的时间,从三个不同的医院收集。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tests for Comparing Several Two-Parameter Exponential Distributions Based on Uncensored/Censored Samples
The problems of comparing several exponential distributions based on type II censored samples are considered. Likelihood ratio tests (LRTs) for comparing several location parameters, comparing several scale parameters and for homogeneity of distributions are derived. The LRTs for all three problems are exact as their null distributions do not depend on any unknown parameters. Algorithms are provided to estimate the exact p-values or the percentiles of null distributions. Approximations to the null distributions that are accurate even for small sample sizes are provided. For testing the equality of scale parameters, the proposed LRT is compared with the tests based on union-intersection method and an iterative procedure. Comparison studies indicate that the LRT is more powerful than the existing ones for most parameter values. The methods are illustrated using an example involving elapsed times from randomization to diagnosis of a serious infection of chronic granulomatous disease that were collected from three different hospitals.
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来源期刊
CiteScore
2.30
自引率
0.00%
发文量
13
审稿时长
13 weeks
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