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Modeling and Multivariate Methods - SAS

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Chapter 17 Correlations <strong>and</strong> <strong>Multivariate</strong> Techniques 447<br />

<strong>Multivariate</strong> Platform Options<br />

Pairwise Correlations<br />

Simple Statistics<br />

Shows or hides the Pairwise Correlations table, which lists the<br />

Pearson product-moment correlations for each pair of Y variables.<br />

This option is off by default.<br />

The correlations are calculated by the pairwise deletion method. The<br />

count values differ if any pair has a missing value for either variable.<br />

The Pairwise Correlations report also shows significance<br />

probabilities <strong>and</strong> compares the correlations in a bar chart. All results<br />

are based on the pairwise method.<br />

This menu contains two options that each show or hide simple<br />

statistics (mean, st<strong>and</strong>ard deviation, <strong>and</strong> so on) for each column.<br />

The univariate <strong>and</strong> multivariate simple statistics can differ when<br />

there are missing values present, or when the Robust method is used.<br />

Univariate Simple Statistics Shows statistics that are calculated<br />

on each column, regardless of values in other columns. These<br />

values match those produced by the Distribution platform.<br />

<strong>Multivariate</strong> Simple Statistics Shows statistics that correspond<br />

to the estimation method selected in the launch window. If the<br />

REML, ML, or Robust method is selected, the mean vector <strong>and</strong><br />

covariance matrix are estimated by that selected method. If the<br />

Row-wise method is selected, all rows with at least one missing<br />

value are excluded from the calculation of means <strong>and</strong> variances.<br />

If the Pairwise method is selected, the mean <strong>and</strong> variance are<br />

calculated for each column.<br />

These options are off by default.<br />

Nonparametric Correlations<br />

Set α Level<br />

This menu contains three nonparametric measures: Spearman’s<br />

Rho, Kendall’s Tau, <strong>and</strong> Hoeffding’s D. These options are off by<br />

default.<br />

For details, see “Nonparametric Correlations” on page 449.<br />

You can specify any alpha value for the correlation confidence<br />

intervals. The default value of alpha is 0.05.<br />

Four alpha values are listed: 0.01, 0.05, 0.10, <strong>and</strong> 0.50. Select Other<br />

to enter any other value.<br />

Scatterplot Matrix<br />

Shows or hides a scatterplot matrix of each pair of response variables.<br />

This option is on by default.<br />

For details, see “Scatterplot Matrix” on page 449.

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