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Proceedings Paper

Dynamic analysis of continuous self-organizing cortical maps
Author(s): Anke Meyer-Baese
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Paper Abstract

Based on Amaris mathematical formulation of the self- organization of synaptic efficacies and neural response fields under the influence of external stimuli we show that if the map is a contraction, then the system has a unique equilibrium which is globally asymptotically stable; consequently the system acts as a stable encoder of external input stimuli. The system converges to a fixed point representing the steady- state of the neural activity which has as an upper bound the superposition of the spatial integrals of the weight function between neighboring neurons and the stimulus autocorrelation function.

Paper Details

Date Published: 25 March 1998
PDF: 7 pages
Proc. SPIE 3390, Applications and Science of Computational Intelligence, (25 March 1998); doi: 10.1117/12.304825
Show Author Affiliations
Anke Meyer-Baese, Univ. of Florida (United States)

Published in SPIE Proceedings Vol. 3390:
Applications and Science of Computational Intelligence
Steven K. Rogers; David B. Fogel; James C. Bezdek; Bruno Bosacchi, Editor(s)

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