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Modeling and Multivariate Methods - SAS

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464 Clustering Data Chapter 18<br />

Hierarchical Clustering<br />

In clustering problems, it is especially useful to assign a label variable so that you can determine which<br />

observations cluster together. In this example, country is the label variable.<br />

When you click OK, the clustering process proceeds. The Hierarchical Cluster platform report (see<br />

Figure 18.2) consists of a Clustering History table, a dendrogram tree diagram, <strong>and</strong> a plot of the distances<br />

between the clusters. If you assigned a variable the label role, its values identify each observation on the<br />

dendrogram.<br />

Figure 18.2 Hierarchical Cluster Report<br />

The clustering sequence is easily visualized with the help of the dendrogram, shown in Figure 18.2. A<br />

dendrogram is a tree diagram that lists each observation, <strong>and</strong> shows which cluster it is in <strong>and</strong> when it<br />

entered its cluster.<br />

You can drag the small diamond-shaped h<strong>and</strong>le at either the top or bottom of the dendrogram to identify a<br />

given number of clusters. If you click on any cluster stem, all the members of the cluster highlight in the<br />

dendrogram <strong>and</strong> in the data table.

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