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Title:Hodgkin-Huxley Model Based Kohonen Self-Organizing Map
Author(s):Fu, Jiarong
Contributor(s):Levinson, Stephen
Subject(s):Kohonen self-organizing map
neural system modeling
computational neuroscience
Abstract:The goal of this project is to demonstrate that the Kohonen self-organizing map is a physiologically plausible model, by constructing it from the Hodgkin-Huxley neuron model and the Spike Timing-Dependent Plasticity model. The Kohonen self-organizing map is a popular concept in the field of neural network modeling. Yet not much effort has been made to show its credibility. In this project, a key feature of the Kohonen self-organizing map, namely the neighborhood function, is achieved in a neural network simulation with physiologically plausible models, thus demonstrating the plausibility of the Kohonen self-organizing map
Issue Date:2013-05
Publication Status:unpublished
Peer Reviewed:not peer reviewed
Date Available in IDEALS:2014-03-12

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