OPTIMAL DESIGNS FOR THE PROPORTIONAL INTERFERENCE MODEL

被引:9
|
作者
Li, Kang [1 ,2 ]
Zheng, Wei [3 ]
Ai, Mingyao [1 ,2 ]
机构
[1] Peking Univ, Sch Math Sci, LMAM, Beijing 100871, Peoples R China
[2] Peking Univ, Ctr Stat Sci, Beijing 100871, Peoples R China
[3] Indiana Univ Purdue Univ, Dept Math Sci, Indianapolis, IN 46202 USA
来源
ANNALS OF STATISTICS | 2015年 / 43卷 / 04期
关键词
Approximate design theory; equivalence theorem; interference model; optimal design; proportional model; NEIGHBOR-BALANCED DESIGNS; OPTIMAL CROSSOVER DESIGNS; UNIVERSALLY OPTIMAL DESIGNS; CORRELATED OBSERVATIONS; COMPETITION; ADJUSTMENT; TRIALS;
D O I
10.1214/15-AOS1317
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
The interference model has been widely used and studied in block experiments where the treatment for a particular plot has effects on its neighbor plots. In this paper, we study optimal circular designs for the proportional interference model, in which the neighbor effects of a treatment are proportional to its direct effect. Kiefer's equivalence theorems for estimating both the direct and total treatment effects are developed with respect to the criteria of A, D, E and T. Parallel studies are carried out for the undirectional model, where the neighbor effects do not depend on whether they are from the left or right. Moreover, the connection between optimal designs for the directional and undiretional models is built. Importantly, one can easily develop a computer program for finding optimal designs based on these theorems.
引用
收藏
页码:1596 / 1616
页数:21
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