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三参数对数正态分布的估计、参考范围及拟合优度

Estimation, reference ranges and goodness of fit for the three-parameter log-normal distribution.

作者信息

Royston P

机构信息

Department of Medical Physics, Royal Postgraduate Medical School, London, U.K.

出版信息

Stat Med. 1992 May;11(7):897-912. doi: 10.1002/sim.4780110707.

Abstract

The three-parameter log-normal distribution (3PL) is an appropriate model for many of the continuous variables encountered in medicine. It is shown how to obtain different types of estimate and approximate (sometimes conservative) confidence intervals for the parameters of the 3PL and for certain functions of them, particularly in the calculation of reference ranges of clinical measurements. A simple non-iterative estimate of the shift parameter is described. The Shapiro-Wilk test of non-normality is modified to allow it to be used for testing for departure from the 3PL. Its power is compared with that of other well-known tests. The methods are illustrated using several data sets.

摘要

三参数对数正态分布(3PL)是医学中遇到的许多连续变量的合适模型。本文展示了如何获得3PL参数及其某些函数的不同类型估计值和近似(有时是保守的)置信区间,特别是在临床测量参考范围的计算中。描述了移位参数的一种简单非迭代估计方法。对非正态性的夏皮罗-威尔克检验进行了修改,使其可用于检验是否偏离3PL。将其功效与其他知名检验的功效进行了比较。使用几个数据集对这些方法进行了说明。

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