| Presentation | 2001/3/16 Prediction of the distribution of the synaptic strength reached by the spike-time-dependent plasticity using rigorous Fokker-Planck equation Hideyuki Cateau, Tomoki Fukai, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Song et al. (2000)performed numerical simulations based on leaky integrate-and-fire neuron model and showed that the spike-timing-dependent plasticity leads to the bimodal synaptic distribution and that an intrinsic regulatory mechanism is working to keep the neural activity moderate. We use the rigorous Fokker-Planck equation to study the same system and reproduce their result. Our method is advantageous in that it can be applied to any types of the spike-timing-dependent plasticity. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | STDP / Fokker-Planck equation / stochastic process / learning |
| Paper # | NC2000-165 |
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| Committee | NC |
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| Conference Date | 2001/3/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| 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) | Prediction of the distribution of the synaptic strength reached by the spike-time-dependent plasticity using rigorous Fokker-Planck equation |
| Sub Title (in English) | |
| Keyword(1) | STDP |
| Keyword(2) | Fokker-Planck equation |
| Keyword(3) | stochastic process |
| Keyword(4) | learning |
| 1st Author's Name | Hideyuki Cateau |
| 1st Author's Affiliation | Core Research for the Evolutional Science and Technology Program(CREST), JST() |
| 2nd Author's Name | Tomoki Fukai |
| 2nd Author's Affiliation | Core Research for the Evolutional Science and Technology Program(CREST), JST:Dept of Info-Communication Engineering, Lab. for Mathsmatical Information Engineering Tamagawa Univ. |
| Date | 2001/3/16 |
| Paper # | NC2000-165 |
| Volume (vol) | vol.100 |
| Number (no) | 688 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |