Presentation | 1994/3/25 A Study of Stochastic Neurodynaueics Using a Master Eqceation Toru Ohira, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We present here a method for the study of stochastic neurodynamics in the framework of the Neural Network Master Equation proposed by Cowan.We consider a model neural network composed of two-state neurons.We employ an outer product representation of Neural Network Master Equation,which enables us to derive transparently a hierarchy of moment equations for the model networks.We propose an approximation schemes on this hierarchy which represents activities of networks by a single or two quasineurons placed in mean fields.An application of these approximations to a simple network is performed and compared with Monte Carlo simulations. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Stodnastic Neurodynaueics / Hierarchy of Moment Equation / Moment Generating Function / Mean Fields / Monte Carlo Siumlation |
Paper # | NC93-125 |
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Conference Information | |
Committee | NC |
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Conference Date | 1994/3/25(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Study of Stochastic Neurodynaueics Using a Master Eqceation |
Sub Title (in English) | |
Keyword(1) | Stodnastic Neurodynaueics |
Keyword(2) | Hierarchy of Moment Equation |
Keyword(3) | Moment Generating Function |
Keyword(4) | Mean Fields |
Keyword(5) | Monte Carlo Siumlation |
1st Author's Name | Toru Ohira |
1st Author's Affiliation | Sony Coumputer Science Laboratory Inc.() |
Date | 1994/3/25 |
Paper # | NC93-125 |
Volume (vol) | vol.93 |
Number (no) | 537 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |