Robustness of classical and optimal designs to missing observations

被引:9
|
作者
Smucker, Byran J. [1 ]
Jensen, Willis [2 ]
Wu, Zichen [1 ]
Wang, Bo [1 ]
机构
[1] Miami Univ, Dept Stat, Oxford, OH 45056 USA
[2] WL Gore & Associates, Flagstaff, AZ USA
关键词
Central composite designs; Factorial designs; Missing data; D-efficiency; I-efficiency; RESPONSE-SURFACE DESIGNS;
D O I
10.1016/j.csda.2016.12.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Missing observations are not uncommon in real-world experiments. Consequently, the robustness of an experimental design to one or more missing runs is an important characteristic of the design. Results of an evaluation of the robustness of classical and optimal designs to missing observations are presented, and optimal designs fare relatively well in terms of robustness compared to classical designs. Additionally, a modified version of an existing robustness criterion is used to construct designs that are robust to missing observations. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:251 / 260
页数:10
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