Type of distribution of the test data of the optokinetic nystagmus.

Y Chiba, N Furuya
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引用次数: 1

Abstract

In statistical analysis, the type of distribution of the population under study dictates the choice of analytical methods. Exploratory data analysis was undertaken to evaluate the type of distribution for several variables in optokinetic nystagmus: the total numbers of nystagmus (NYS), the algebraic sums of the slow-phase amplitude (AMP) and of the slow-phase velocity (VEL), and the means of the fast-phase velocity (FM). The samples were collected from 814 healthy subjects as reference data. The 5-number summaries were first calculated for each variable, and the mid-summaries for the six letter values were examined for fine structure to reveal the presence of some outliers. The upper and lower limits of the 5-number summaries were then defined to reject the outliers. After outlier rejection the distribution was examined by histogram and probability plots, and by evaluation with the chi-square test, the Kolomogorov-Smirnov test and also with skewness and kurtosis. All the variables proved to fit the normal distribution by at least three methods, except by skewness and kurtosis. Of all methods, the probability plot seems to be the best in the present evaluation.

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眼动性震颤试验数据的分布类型。
在统计分析中,所研究人口的分布类型决定了分析方法的选择。通过探索性数据分析,评价了眼震的几个变量的分布类型:眼震总数(NYS)、慢相振幅(AMP)和慢相速度(VEL)的代数和以及快相速度(FM)的平均值。样本取自814名健康受试者作为参考数据。首先为每个变量计算5个数字的摘要,并检查六个字母值的中间摘要的精细结构,以揭示一些异常值的存在。然后定义5个数摘要的上限和下限以拒绝异常值。排除异常值后,用直方图和概率图检验分布,并用卡方检验、Kolomogorov-Smirnov检验以及偏度和峰度进行评价。除偏度和峰度外,所有变量都至少通过三种方法证明符合正态分布。在所有的方法中,概率图在目前的评价中似乎是最好的。
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