On multiple-objective optimal designs

被引:6
|
作者
Cheng, Qianshun [1 ]
Yang, Min [1 ]
机构
[1] Univ Illinois, Chicago, IL 60612 USA
基金
美国国家科学基金会;
关键词
Constrained designs; Compound designs; Algorithm; EQUIVALENCE;
D O I
10.1016/j.jspi.2018.09.007
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Experiments with multiple objectives form a staple diet of modern scientific research. Deriving optimal designs with multiple objectives is a long-standing challenging problem with few tools available. The few existing approaches cannot provide a satisfied solution in general: either the computation is very expensive or a satisfied solution is not guaranteed. A novel algorithm is proposed to address this literature gap. We prove convergence of this algorithm, and show in various examples that the new algorithm can derive the true solutions with high speed. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:87 / 101
页数:15
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