Hodgkin-Huxley Model Based Kohonen Self-Organizing Map

Fu, Jiarong

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https://hdl.handle.net/2142/47460 Copy

Description

Title

Hodgkin-Huxley Model Based Kohonen Self-Organizing Map

Author(s)

Fu, Jiarong

Contributor(s)

Levinson, Stephen

Issue Date

2013-05

Keyword(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

Type of Resource

text

Language

en

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http://hdl.handle.net/2142/47460

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