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Partial Least SquaresResidual Analysis Plots - Residuals versus Fits |
This graph plots the standardized residuals versus the fitted values. The residuals should be scattered randomly about zero. Use this plot to look for the following:
This pattern... |
Indicates... |
Fanning or uneven spreading of residuals across fitted values |
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Curvilinear |
A missing higher-order term |
A point far away from zero |
An outlier |
A point far away from the other points in the x-direction |
Example Output |
Interpretation |
Based on these plots, the residuals appear to be randomly scattered about zero, indicating linear relationships and constant variance in the data, although evidence of outliers exists. Brushing the graph identifies points that may be outliers.