Much computational effort is saved due to the fact that the overall Structure of Clusters is determined by the Architecture of the neural network rather than by its learning Rule.
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The self-organizing map has already found appreciation for document classification in the information retrieval community. The map display is a highly effective and intuitive metaphor for orientation in the information space established by a document collection.