Communications in Statistics Theory and Methods, Volume 51, Issue 23, Pages 8427-8445 , 01/01/2022
Factorwise variance dispersion graphs
Abstract
In this paper, new plots, called factorwise variance dispersion graphs (FVDGs) with accompanying coordinate trace plots (CTPs), are introduced. FVDGs display prediction variances throughout the design space across the levels of each design factor, while CTPs plot the coordinates associated with minimum and maximum prediction variances, and hence G-efficiencies. FVDGs and CTPs can supplement the use of other graphical tools (e.g., variance dispersion graphs and fraction of design space plots) when assessing the prediction variance properties of a response surface design. They also can be used to assess the robustness of designs with respect to model reduction, design augmentation, and with an irregular design space as in a mixture experiment. Examples and the benefits of FVDGs and CTPs will be presented.
Document Type
Article
Source Type
Journal
Keywords
Componentwise variance dispersion graphsFraction of design space plotsG-efficiencyPrediction varianceVariance dispersion graphs
ASJC Subject Area
Mathematics : Statistics and Probability