  This manuscript develops the theory of agglomerative clustering with Bregman
divergences. Geometric smoothing techniques are developed to deal with
degenerate clusters. To allow for cluster models based on exponential families
with overcomplete representations, Bregman divergences are developed for
nondifferentiable convex functions.
