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Analysis of the 12 run Plackett-Burman design (1997) [3 citations — 3 self]

by John Tyssedal ,  Oddgeir Samset
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Abstract:

Plackett-Burman designs whose run sizes are not a power of two, have lately received a lot of attention. Traditionally these designs have been recommended as main effects plans, since their complex alias pattern may create confusing results when standard methods of analysis are applied. This paper is concerned with the 12 run Plackett-Burman design. We present a new approach to the analysis of this design where both performance and implementation of methods are discussed. Under the assumption of effect sparsity we demonstrate how its very structured alias pattern leads to a new interpretation of halfnormal plots, and how the good projection properties may be exploited in searching for active factors. The suggested procedures seem to overcome some of the shortcomings reported by existing methods and make the 12 run PB design a most valuable screening design also when interactions are present. Key words: Alias structure; Design projectivity; Effect sparsity; Factor screening. 1 Introduct...

Citations

183 Statistics for Experimenters – Box, Hunter, et al. - 1978
61 On the experimental attainment of optimum conditions – Box, Wilson - 1951
45 The Design of Optimum Multifactorial Experiments – Plackett, Burman - 1946
22 Analysis of Designed Experiments With Complex Aliasing – Hamada, Wu - 1992
20 An Analysis for Unreplicated Fractional Factorials – Box, Meyer - 1986
14 Use of half-normal plots in interpreting factorial two-level experiments – Daniel - 1959
14 Applications of Statistics to Industrial Experimentation – Daniel - 1976
13 Finding the Active Factors in Fractionated Screening Experiments – Box, Meyer - 1993
10 The Fractional Replication of Factorial Arrangements – Finney - 1945
9 The 2 k\Gammap Fractional Factorial Designs – Box, Hunter - 1961
9 Follow-Up Designs to Resolve Confounding in Multifactor Experiments (with discussion – Meyer, Steinberg, et al. - 1996
7 Some Projection Properties of Orthogonal Arrays – Cheng - 1995
5 What Can You Find Out from 12 Experimental Runs, Quality Engineering 5 – Box, Bisgaard - 1993
5 Characterizing Projected Designs – Draper, Lin - 1995
5 Analysis of Censored Data From Highly Fractionated Experiments – Hamada, Wu - 1991
4 Screening for Main and Interaction Effects with Plackett and Burman's 12 Run Design – Hyn'en - 1996
3 Generating alias relationships for two-level Plackett and Burman designs – Lin, Draper - 1993
1 Some New Ideas in the Analysis of Screening Designs – Box, Meyer - 1985