| Presentation | 2002/11/6 The pulse mode neural network using the ramp function neuron with additive noise Shinsuke KURODA, Hiroomi HIKAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a new type of digital pulse mode neuron with smooth nonlinear activation function, which is obtained by adding noise sequence to ramp function neuron. To verify the feasibility of the proposed neuron, various computer simulations are carried out. The multilayer neural network with on-chip learning is designed with the proposed neuron. On-chip learning circuit is improved to have better learning capability. Using exclusive OR and 2-D binary classifying problem, the effect of the neuron and learning circuit on the learning capability is studied by computer simulation. The results show that the proposed neuron and learning circuit can improve the learning capability. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Ramp function / Pulse mode neural network / Back-propagation / Additive noise |
| Paper # | NLP2002-81 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2002/11/6(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) | The pulse mode neural network using the ramp function neuron with additive noise |
| Sub Title (in English) | |
| Keyword(1) | Ramp function |
| Keyword(2) | Pulse mode neural network |
| Keyword(3) | Back-propagation |
| Keyword(4) | Additive noise |
| 1st Author's Name | Shinsuke KURODA |
| 1st Author's Affiliation | Dept of Computer Science and Intelligent Systems, Oita University() |
| 2nd Author's Name | Hiroomi HIKAWA |
| 2nd Author's Affiliation | Dept of Computer Science and Intelligent Systems, Oita University |
| Date | 2002/11/6 |
| Paper # | NLP2002-81 |
| Volume (vol) | vol.102 |
| Number (no) | 432 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |