Modified Goodness of Fit Tests for Rayleigh Distribution

Vanida Pongsakchat, Pattaraporn Tonhaseng
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Abstract

The modified goodness of fit tests for the Rayleigh distribution are studied. The critical values of modified Kolmogorov-Smirnov, Cramer-von-Mises and Anderson-Darling tests are obtained by Monte Carlo simulation for different sample sizes and significant levels. The type I error rate and power of these tests are studied and compared. The results show that all of the three tests have type I error rate close to the significant levels. Under several alternative distributions, it is founded that when the sample size is large, modified Anderson-Darling has the largest power in all cases. However, when the sample size is small, skewness of the distribution plays an important role. For the more skewed distribution, the modified Anderson-Darling test has more power than the others, while the modified Cramer-von-Mises has the largest power when the distribution is less skewed.
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瑞利分布的修正拟合优度检验
研究了瑞利分布的修正拟合优度检验。通过蒙特卡罗模拟得到了不同样本量和显著性水平下修正Kolmogorov-Smirnov、Cramer-von-Mises和Anderson-Darling检验的临界值。对这些试验的I型错误率和功率进行了研究和比较。结果表明,三种测试的I型错误率均接近显著水平。在几种可供选择的分布下,发现当样本量较大时,修正的Anderson-Darling在所有情况下都具有最大的幂。然而,当样本量较小时,分布的偏度起着重要的作用。对于偏度较大的分布,修正的Anderson-Darling检验的效力大于其他检验,而当分布偏度较小时,修正的Cramer-von-Mises检验的效力最大。
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