Cluster Merging

An additional refinement involves merging clusters that are similar enough into a single cluster. The rationale is that the algorithm tends to be too severe in its criteria for determining a cluster, and may split ``true'' clusters. Figure 11.9 shows the results of running the HCS algorithm with all the mentioned heuristics.