Presentation | 2002/3/11 Synfiring in a Layered Associative Neural Network Michiko YAMANA, Masato OKADA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is an unsettled fundamental issue whether or not synchronous firing of neurons is information carrier. In this study we propose a new hypothesis that synfiring of neurons can carry information about degree of success on the information processing. In order to verify this hypothesis theoretically, we investigate syfiring in a layered associative neural network model, keeping syfire chain in mind. In this model, couplings between neurons involve synapse weights to produce spatially uniform correlation between neurons in layers that induces syfiring. We show that the correlation that parameterizes synfirings in layers varies depending on memory retrieval of pattern series embedded in the network. We conclude that the correlation of neuronal firings provides us a measure of success of information processing. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Synchronous firing / Information carrier / Synfire chain / Correlation / Associative memory model |
Paper # | NC2001-159 |
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Committee | NC |
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Conference Date | 2002/3/11(1days) |
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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) | Synfiring in a Layered Associative Neural Network |
Sub Title (in English) | |
Keyword(1) | Synchronous firing |
Keyword(2) | Information carrier |
Keyword(3) | Synfire chain |
Keyword(4) | Correlation |
Keyword(5) | Associative memory model |
1st Author's Name | Michiko YAMANA |
1st Author's Affiliation | RIKEN Brain Science Institute() |
2nd Author's Name | Masato OKADA |
2nd Author's Affiliation | RIKEN Brain Science Institute |
Date | 2002/3/11 |
Paper # | NC2001-159 |
Volume (vol) | vol.101 |
Number (no) | 735 |
Page | pp.pp.- |
#Pages | 7 |
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