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An analysis of three-level orthogonal saturated designs
Chen, Ying1; Chan, Chi Kin2; Leung, Bartholomew P. K.2
刊名COMPUTATIONAL STATISTICS & DATA ANALYSIS
2010-08
卷号54期号:8页码:1952-1961
关键词Saturated design Unreplicated factorial Mean square Formal test Interaction
ISSN号0167-9473
DOI10.1016/j.csda.2010.02.018
英文摘要Although three-level factorial designs with quantitative factors are not the most efficient way to fit a second-order polynomial model, they often find some application, when the factors are qualitative. The three-level orthogonal designs with qualitative factors are frequently used, e.g., in agriculture, in clinical trials and in parameter designs. It is practically unavoidable that, because of the limitation of experimental materials or time-related constraint, we often have to keep the number of experiments as small as possible and to consider the effects of many factors and interactions simultaneously so that most of such designs are saturated or nearly saturated. An experimental design is said to be saturated, if all degrees of freedom are consumed by the estimation of parameters in modelling mean response. The difficulty of analyzing orthogonal saturated designs is that there are no degrees of freedom left to estimate the error variance so that the ordinary ANOVA is no longer available. In this paper, we present a new formal test, which is based on mean squares, for analyzing three-level orthogonal saturated designs. This proposed method is compared via simulation with several mean squares based methods published in the literature. The results show that the new method is more powerful in terms of empirical power of the test. Critical values used in the proposed procedure for some three-level saturated designs are tabulated. Industrial examples are also included for illustrations. (C) 2010 Elsevier B.V. All rights reserved.
WOS研究方向Computer Science ; Mathematics
语种英语
出版者ELSEVIER SCIENCE BV
WOS记录号WOS:000278155100006
内容类型期刊论文
源URL[http://10.2.47.112/handle/2XS4QKH4/2373]  
专题上海财经大学
通讯作者Chen, Ying
作者单位1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China;
2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
推荐引用方式
GB/T 7714
Chen, Ying,Chan, Chi Kin,Leung, Bartholomew P. K.. An analysis of three-level orthogonal saturated designs[J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS,2010,54(8):1952-1961.
APA Chen, Ying,Chan, Chi Kin,&Leung, Bartholomew P. K..(2010).An analysis of three-level orthogonal saturated designs.COMPUTATIONAL STATISTICS & DATA ANALYSIS,54(8),1952-1961.
MLA Chen, Ying,et al."An analysis of three-level orthogonal saturated designs".COMPUTATIONAL STATISTICS & DATA ANALYSIS 54.8(2010):1952-1961.
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