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A Neural Network Model for the Formation of Topographic Maps in the CNS: Development of Receptive Fields
Citation key Obermayer1990c
Author Obermayer, K. and Ritter, H. J. and Schulten, K. J.
Title of Book Proceedings of the International Joint Conference on Neural Networks (San Diego, CA)
Year 1990
DOI 10.1109/IJCNN.1990.137749
Publisher Piscataway, NJ: IEEE
Abstract A discussion is presented of the properties of the model in the high-dimensional limit. The authors present results from a Monte Carlo simulation indicating a facilitation of the map-ordering process if the dimensionality of the input space is increased, and they provide a mathematical analysis of the development of localized receptive fields via the input-selection mechanism. The analytical results are compared with data from large-scale simulations using a Connection Machine CM-2, and very good agreement is found
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