| Presentation | 2014-12-13 A Learning Method for Extended SpikeProp without Redundant Spikes : A Discussion on Time Delay Takashi MATSUMOTO, Haruhiko TAKASE, Hiroharu KAWANAKA, Shinji TSURUOKA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | SpikeProp, which is proposed by Booij, is a kind of spiking neural networks. It can learn the timing of output spikes, but cannot adjust the number of output spikes. Our research group has discussed the problem and proposed a learning method that can adjust both timing and number of spikes. However, its learning performance depends on the initial network structure (the number of hidden units, time delay, the number of sub-connections, and so on). In this article, we discuss the problem, especially the dependency to time delay. And, we proposed the method that removes connections that have unnecessary time delay during its training. The method dissolved the dependency for a simple benchmark problem. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spiking Neural Network / SpikeProp / Time Series Imformation Processing / Learning Algorithm |
| Paper # | NC2014-52 |
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| Committee | NC |
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| Conference Date | 2014/12/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Learning Method for Extended SpikeProp without Redundant Spikes : A Discussion on Time Delay |
| Sub Title (in English) | |
| Keyword(1) | Spiking Neural Network |
| Keyword(2) | SpikeProp |
| Keyword(3) | Time Series Imformation Processing |
| Keyword(4) | Learning Algorithm |
| 1st Author's Name | Takashi MATSUMOTO |
| 1st Author's Affiliation | Graduate School of Engineering, Mie University() |
| 2nd Author's Name | Haruhiko TAKASE |
| 2nd Author's Affiliation | Graduate School of Engineering, Mie University |
| 3rd Author's Name | Hiroharu KAWANAKA |
| 3rd Author's Affiliation | Graduate School of Engineering, Mie University |
| 4th Author's Name | Shinji TSURUOKA |
| 4th Author's Affiliation | Graduate School of Regional Innovation Studies, Mie University |
| Date | 2014-12-13 |
| Paper # | NC2014-52 |
| Volume (vol) | vol.114 |
| Number (no) | 362 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |