Optimal designs for the emax, log-linear and exponential models

被引:40
作者
Dette, H. [1 ]
Kiss, C. [1 ]
Bevanda, M. [1 ]
Bretz, Frank [2 ]
机构
[1] Ruhr Univ Bochum, Fak Math, D-44780 Bochum, Germany
[2] Novartis Pharma AG, Stat Methodol, CH-4002 Basel, Switzerland
关键词
c-optimality; D-optimality; Dose response; EDp-optimality; Tchebycheff system; MICHAELIS-MENTEN MODEL; REGRESSION-MODELS; POINTS;
D O I
10.1093/biomet/asq020
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We derive locally D- and EDp-optimal designs for the exponential, log-linear and three-parameter emax models. For each model the locally D- and EDp-optimal designs are supported at the same set of points, while the corresponding weights are different. This indicates that for a given model, D-optimal designs are efficient for estimating the smallest dose that achieves 100p% of the maximum effect in the observed dose range. Conversely, EDp-optimal designs also yield good D-efficiencies. We illustrate the results using several examples and demonstrate that locally D- and EDp-optimal designs for the emax, log-linear and exponential models are relatively robust with respect to misspecification of the model parameters.
引用
收藏
页码:513 / 518
页数:6
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