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You can reduce the size of the data file from ten variables to
three components by using
Factor Analysis with a principal components extraction.
Note that the interpretation of further analyses is
dependent upon the relationships defined in the rotated
component matrix. This step of "translation" complicates
things slightly, but the benefits of reducing the data file and
using uncorrelated predictors outweigh this cost.
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Summary |