k-means is just garbage, but hierarchical clustering can be good. The problem with hierarchical clustering is that you can produce whatever set of clusters you

k-means is just garbage, but hierarchical clustering can be good. The problem with hierarchical clustering is that you can produce whatever set of clusters you're biased towards by fiddling with the linkage function and the cut criterion.