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单室和双室模型中参数估计的模拟研究

A simulation study of parameter estimation in the one and two compartment models.

作者信息

Laskarzewski P M, Weiner D L, Ott L

出版信息

J Pharmacokinet Biopharm. 1982 Jun;10(3):317-34. doi: 10.1007/BF01059264.

Abstract

Few attempts have been made to examine the statistical problems that the user of compartmental models must face. Some properties of the estimators of parameters for one and two compartmental models based on nonlinear estimation were studied through simulation. Of particular interest were the effect of the experimental design and the effect of different error structures on the empirical sampling distribution for the estimators. For the one compartment model it was found that nonlinear estimation yielded essentially unbiased estimators that were normally distributed unless the random error for the model was large. In the two compartment model simulations, bias appeared in the estimators to the extent that bimodal sampling distributions of the estimators were observed as the random error for the model was increased.

摘要

很少有人尝试去研究房室模型使用者必须面对的统计问题。通过模拟研究了基于非线性估计的单房室和双房室模型参数估计量的一些性质。特别令人感兴趣的是实验设计的影响以及不同误差结构对估计量经验抽样分布的影响。对于单房室模型,发现非线性估计产生的估计量基本无偏,且服从正态分布,除非模型的随机误差很大。在双房室模型模拟中,随着模型随机误差的增加,估计量出现偏差,以至于观察到估计量的双峰抽样分布。

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