Complete Linkage
This method is much like the single linkage, but instead of using the minimum of the distances, we use the maximum. Complete linkage tends to be less desirable when there is a considerable amount of noise present in the data. Not surprisingly, complete linkage tends to produce very compact clusters.
Average Linkage
This method takes the mean between all the objects in cluster i to all the objects in cluster j. There are several different ways of defining the average distance. In literature some of these are referred to as WPGMA (weighted pair group method with arithmetic mean), UPGMA (unweighted pair group method with arithmetic mean), UPGMC (unweighted pair group method centroid) and WPGMC (weighted pair group method centroid).
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