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Annealing the Neighbourhood Size
- One problem with SOM learning is that nets can become twisted.
- This problem can be alleviated by starting the neighbourhood function with a broad neighbourhood (so that all units are updated a bit on each cycle) and then gradually making the neighbourhood smaller.
- This proces is called neighbourhood annealing.