In this thesis, we study the k-median problem with respect to a dissimilarity measure Dφ from the family of Bregman divergences: Given a finite set P of size n from R, our goal is to find a set C of size k such that the sum of error cost(P,C) = ∑ p∈P minc∈C { Dφ(p, c) } is minimized. This problem plays an important role in applications from many different areas of computer science, such as info...