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Abstract
AbstractThis paper proposes a basic model for the self‐organization of the recognition cell group in the nerve field. The model is composed of nerve cell layers with mutual lateral inhibition. Also described is the condition for the self‐organization of the recognition cell groups for the n‐dimensional input and, based on that condition, the properties of the model are discussed. Then the behavior of the model is verified through computer simulation. As a result, the following observations are made. When a certain condition is satisfied, recognition cells are formed in a group. These cells respond only to the particular set of input patterns. By varying the training parameters, the recognition cell group is formed depending on the similarity between input patterns. For highly similar patterns, the recognition cell groups are formed in nearby locations in the nerve field. The recognition cell group is formed according to the frequency of the input pattern and its norm.
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