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ILLUSTRATIVE EXAMPLES OF PRINCIPAL COMPONENTS ANALYSIS
Authors:W.T. FEDERER  C.E. MCCULLOCH  N.J. MILES-MCDERMOTT
Affiliation:Biometrics Unit, Cornell University, Ithaca, New York 14853-7801
Abstract:In order to provide a deeper understanding of the workings of principal components, four data sets were constructed by taking linear combinations of values of two uncorrelated variables to form the X-variates for the principal component analysis. These examples are believed useful for aiding researchers in the interpretation of data and they highlight some of the properties and limitations of principal components analyses.
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