A Rigorous Link Between Self-Organizing Maps and Gaussian Mixture Models

Alexander Gepperth, Benedikt Pfülb

This work presents a mathematical treatment of the relation between Self-Organizing Maps (SOMs) and Gaussian Mixture Models (GMMs). We show that energy-based SOM models can be inte…