| Presentation | 2011-01-24 Investigate of Multi-Layer Perceptron with Glial Network Receiving Local External Stimulus Chihiro IKUTA, Yoko UWATE, Yoshifumi NISHIO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have proposed the glial network which was inspired from the feature of brain. In the glial network, glias generate independent oscillations and these oscillations propagated neurons and other glias. We confirmed that the glial network improved the learning performance of the Multi-Layer Perceptron (MLP) by connecting the neurons more effectively than the conventional networks. In this article, we investigate the glial network when the glias do not oscillate by themselves but only one glia is stimulated by an external noise. The external noise propagates the glial network and influences to the MLP. By the effect of the one-way influence via the glial network, a kind of position-depending-feature appears in the MLP. The simulation results show that the proposed networks possesses better learning performance, more biased anti-damaging property, and better generalization capability than the conventional networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Glial network / MLP / External stimulus |
| Paper # | NLP2010-126,NC2010-90 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2011/1/17(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) | Investigate of Multi-Layer Perceptron with Glial Network Receiving Local External Stimulus |
| Sub Title (in English) | |
| Keyword(1) | Glial network |
| Keyword(2) | MLP |
| Keyword(3) | External stimulus |
| 1st Author's Name | Chihiro IKUTA |
| 1st Author's Affiliation | Dept. of E. E. Eng., Tokushima University() |
| 2nd Author's Name | Yoko UWATE |
| 2nd Author's Affiliation | Dept. of E. E. Eng., Tokushima University |
| 3rd Author's Name | Yoshifumi NISHIO |
| 3rd Author's Affiliation | Dept. of E. E. Eng., Tokushima University |
| Date | 2011-01-24 |
| Paper # | NLP2010-126,NC2010-90 |
| Volume (vol) | vol.110 |
| Number (no) | 388 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |