| Presentation | 2004/12/3 Functional Roles of Synaptic Depression in Excitatory-inhibitory Balanced Network Narihisa MATSUMOTO, Daisuke IDE, Masataka WATANABE, Masato OKADA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is known that synaptic depression controls a gain for presynaptic inputs. However, it remains unknown what are functional roles of this gain control. We propose a new hypothesis that one of the functional roles is to enlarge basins of attraction. To verify this hypothesis, we employ a binary discrete-time associative memory model which consists of excitatory and inhibitory neurons. Using an extended mean-field theory and computer simulations, we find that the basins of attraction are enlarged whereas the storage capacity does not change. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | storage capacity / basin of attraction / associative memory model |
| Paper # | NC2004-110 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2004/12/3(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Functional Roles of Synaptic Depression in Excitatory-inhibitory Balanced Network |
| Sub Title (in English) | |
| Keyword(1) | storage capacity |
| Keyword(2) | basin of attraction |
| Keyword(3) | associative memory model |
| 1st Author's Name | Narihisa MATSUMOTO |
| 1st Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST)() |
| 2nd Author's Name | Daisuke IDE |
| 2nd Author's Affiliation | Faculty of Engineering, University of Tokyo |
| 3rd Author's Name | Masataka WATANABE |
| 3rd Author's Affiliation | Faculty of Engineering, University of Tokyo |
| 4th Author's Name | Masato OKADA |
| 4th Author's Affiliation | Graduate School of Frontier Sciences, University of Tokyo:Japan Science and Technology Agency |
| Date | 2004/12/3 |
| Paper # | NC2004-110 |
| Volume (vol) | vol.104 |
| Number (no) | 502 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |