A marketing researcher uses the k$-$means algorithm to cluster data concerning

a sample of customers of a large apparel retailer. The researcher does not

have any prior information about the number of clusters K$.$ The clustering

allocation for different values of K is compared to an external classification

of the subjects into different types of purchasing behaviors.