If a point xi coincides with a center, say xi = c1, thend1(xi)=
0,p 1(xi)=1andp2(xi)=0. Thispointcontributeszerotothesummation. For the special case of Euclidean distances, the minimizers of (20) assume a simple form as convex combinations of the data points.