On the issue of neighborhood in self-organizing maps

Abstract

The neighborhood relation in a self-organizing neural network is discussed. A friendship concept is introduced to describe the connection structure of the network. In particular, a self-organizing neural network with high dimensional lattice connection is given with a convergence result for the associated learning algorithm.