Type of Correlation
This parameter enables you to select the type of correlation coefficient to compute.
The different types of correlation coefficients are described in the table below:
Correlation Coefficient |
Definition |
Hoeffding |
Choose this option to compute and use Hoeffding’s Dependence Coefficient. Hoeffding’s measure of dependence, D, is a nonparametric measure of association that detects more general departures from independence. The statistic approximates a weighted sum over observations of chi-square statistics for two-by-two classification tables. Each set of (x, y) values are cutpoints for the classification. |
Kendall |
Choose this option to compute and use Kendall’s Tau-b Correlation Coefficient. Kendall’s tau-b is a nonparametric measure of association based on the number of concordances and discordances in paired observations. Concordance occurs when paired observations vary together, and discordance occurs when paired observations vary differently. |
Pearson |
Choose this option to compute and use Pearson’s Product- Moment Correlation Coefficient. The Pearson product-moment correlation is a parametric measure of association for two variables. It measures both the strength and the direction of a linear relationship. |
Spearman |
Choose this option to compute and use Spearman’s Rank-Order Correlation Coefficient. The Spearman rank-order correlation is a nonparametric measure of association based on the ranks of the data values. |
To Specify the Type of Correlation:
8 | Click on the appropriate radio button. |
For Additional Information
Refer to the SAS PROC CORR documentation for more information.