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Graphical N-way ANOVA
Mark_Bailey
Staff Mark_Bailey
Staff
Created: May 30, 2014 02:23 PM  |  Last Modified: Oct 18, 2016 05:06 PM
GraphicalNwayANOVA.jsl

This script demonstrates a new graphical ANOVA procedure developed by Box and Hunter. This script is for the general case of a N-way ANOVA . It is especially effective with data from a designed experiment. (A separate script is available for the one-way ANOVA case with optional blocking.)

Simply open a data table, then open and run the script. I will use a simulated experiment from Custom Design. The factors X1 and X2 each have three levels and there are 24 runs.

6753_anova dialog.png

Click OK.

6754_anova result.png

The script inserts the new plots into a Fit Least Squares platform. Traditional summary of fit and analysis of variance tables follow a new graphic display. The estimates for the treatment effects are plotted along with the residuals. The scaling in these plots allows a direct comparison between the size of the estimate to the residuals.

(Note that the significant lack of fit is due to an interaction effect. This effect would require a new column in the data table in order for the script to include it.)

Reference

Box, George E. P., J. Stuart Hunter, and William G. Hunter (2005) Statistics for Experimenters: Design, Innovation, and Discovery, New York: John Wiley & Sons.

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