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Spherical Prediction-Variance Properties of Central Composite and Box-Behnken Designs

Authors: John J. Borkowski;

Spherical Prediction-Variance Properties of Central Composite and Box-Behnken Designs

Abstract

For quadratic regression on the hypercube, a single-number criterion, such as a G efficiency that is based on the prediction variance, is often included as one of the criteria when selecting a response surface design, As an alternative to the single-number-criterion approach, the variance dispersion graph, presented by Giovannitti-Jensen and Myers, is a graphical technique for evaluating prediction-variance properties throughout the experimental region. Three properties of interest are the maximum, minimum, and average spherical prediction variances, given the spherical radius. As an alternative to the computer-based approach requiring an optimization algorithm to evaluate these properties, the maximum, minimum, and spherical prediction variances for central composite and Box–Behnken designs can be determined analytically and are functions only of the radius and the design parameters. These functions yield the exact values of the spherical prediction-variance properties of central composite and Box–Behnke...

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
33
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Top 10%
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