Hierarchical clustering algorithms try to construct a “best” cluster tree representing the relationship between data. It is difficult to construct such a “best” tree. Student would experiment with various approximation algorithms for Hierarchical Clustering, trying to study their performance on actual data as well as analytically analyzing their performance