Voronoi region:

The SOM partitions the input space into convex Voronoi regions, each of which corresponds to one unit of the map. The Voronoi region of a map unit i is the union of all vectors to which it is the closest one:

 

In the Voronoi region the reference vector can be shown to be placed according to the local conditional expectation of the data weighted by the neighborhood kernel: