| Presentation | 2004/11/19 Representing the bifurcation structure of BVP neuron model onto a self-organising map by using modular network SOM (mnSOM) Syuji KANEKO, Syozo YASUI, Tetsuo FURUKAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The modular network SOM (mnSOM) is a generalization of Kohonen's Self-Organizing Maps (SOM) in which each nodal unit is replaced by a function module instead of a weight vector. By employing a recurrent neural network (RNN) as the function module, the mnSOM acquires an ability to deal with dynamical systems. The RNN-module-mnSOM learns the dynamics from a set of time series data in parallel with generating a feature map which describes the underlying models as well as their relationships. In this paper, an application result of mnSOM to classifying task of neuronal firing patterns is reported. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | modular network / Self-Organizing Map / mnSOM / dynamical system / BVP neuron model |
| Paper # | NLP2004-72,NC2004-88 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2004/11/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Representing the bifurcation structure of BVP neuron model onto a self-organising map by using modular network SOM (mnSOM) |
| Sub Title (in English) | |
| Keyword(1) | modular network |
| Keyword(2) | Self-Organizing Map |
| Keyword(3) | mnSOM |
| Keyword(4) | dynamical system |
| Keyword(5) | BVP neuron model |
| 1st Author's Name | Syuji KANEKO |
| 1st Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Syozo YASUI |
| 2nd Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology |
| 3rd Author's Name | Tetsuo FURUKAWA |
| 3rd Author's Affiliation | Department of Brain Science and Engineering, Kyushu Institute of Technology |
| Date | 2004/11/19 |
| Paper # | NLP2004-72,NC2004-88 |
| Volume (vol) | vol.104 |
| Number (no) | 471 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |