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Description
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 |
Genre: | Other |
Type: | Text |
Language: | English |
URI: | http://hdl.handle.net/2142/47460 |
Publication Status: | unpublished |
Peer Reviewed: | not peer reviewed |
Date Available in IDEALS: | 2014-03-12 |
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Senior Theses - Electrical and Computer Engineering
The best of ECE undergraduate research