Definition
A self-organizing map (SOM) is a clustering method that produces a low-dimensional representation of a higher-dimensional data set while preserving the Topological Manifold structure of the data.
The algorithm fits a grid to high-dimensional data and assigns the data to the fitted nodes (prototypes) of the grid.