Hierarchical Agglomerative Clustering with Hadoop

This is interesting. I'm trying to figure out how to do things like k-means in map reduce. I think Mahout has an implementation, but I haven't looked at it yet.<p>Why did you do a self-join? Is this akin to doing a map-side join?