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Self-Organizing Map - Simple demonstration

version 1.0.0.0 (2.68 KB) by George Azzopardi
A simple and neat implementation of a self-organizing map algorithm

3.8K Downloads

Updated 21 Jan 2013

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While there are many sources that provide the pseudo-code of a self-organizing map (SOM), I could not find a simple implementation that clarifies every step of this algorithm which was introduced by Kohonen.

For this reason I implemented this clearly defined Matlab implementation and wanted to share it with you.

As a demonstration I use the RGB 3D training vectors. The trained SOM neurons result in a 2D spatial arrangement such that the neurons that have similar 3D weight vectors (i.e. similar colour representation) are located close to each other.

Cite As

George Azzopardi (2021). Self-Organizing Map - Simple demonstration (https://www.mathworks.com/matlabcentral/fileexchange/39930-self-organizing-map-simple-demonstration), MATLAB Central File Exchange. Retrieved .

MATLAB Release Compatibility
Created with R2009b
Compatible with any release
Platform Compatibility
Windows macOS Linux

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