Clusters can be divided into two types : Hard clusters (Can belong to only one cluster) and Soft clusters (can have different membership values for clusters. e.g. a 0.9 of k1, 0.5 of k2 and so on)
Similarity between clusters is proportional to the distance between them.
--Shreejay