D-optimal designs for beta regression models with single predictor

被引:5
作者
Latif, Shahid [1 ]
Yab, Mohammad Zafar [1 ]
机构
[1] Natl Coll Business Adm & Econ, Lahore, Pakistan
关键词
D-efficiency; beta regression; optimal design; D-optimality;
D O I
10.1080/00949655.2014.893581
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The problem of construction of D-optimal designs for beta regression models involving one predictor is considered for the mean-precision parameterization suggested by Ferrari and Cribari-Neto [Beta regression for modelling rates and proportions. J Appl Stat. 2004;31:799-815]. Here we use the logit link function for the mean sub-model. These designs are presented and discussed for unrestricted as well as restricted design regions by considering the precision parameter as (1) a known constant and (2) an unknown constant. Efficiency comparison of obtained designs with commonly used equi-weighted, equi-spaced designs is made to recommend designs for practical use. Real-life applications are given to show the usefulness of these designs.
引用
收藏
页码:1709 / 1724
页数:16
相关论文
共 12 条
[11]  
Vasconcellos K.L.P., 2005, Brazilian Journal of Probability and Statistics, V19, P13
[12]   Optimal design for dose response using beta distributed responses [J].
Wu, YH ;
Fedorov, VV ;
Propert, KJ .
JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2005, 15 (05) :753-771