| Presentation | 2006-06-16 On a fundamental learning of a Digital Spiking Neuron Hiroyuki TORIKAI, Toshimichi SAITO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The Digital Spiking Neuron (DSN) has discrete-time and discrete-state, and can generate spike-trains having various inter-spike intervals patterns. In order to develop a learning algorithm of the DSN for realizing desired characteristics of the spike-train, in this paper we study an example problem: learning of the DSN for its application to positioning and so on. First we clarify a relation between parameters of the DSN and basic properties of the spike-train theoretically. Using the theoretical result we propose a fundamental learning algorithm and analyze its basic characteristics. The analysis results suggest that the proposed algorithm can efficiently find parameters of the DSN which is suitable for the example application. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spiking Neuron / Pulse-coupled neural network / Shift register generator / Random number generator / Cellular Automata / Ultra-discrete system / FPGA |
| Paper # | NC2006-29 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2006/6/9(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) | On a fundamental learning of a Digital Spiking Neuron |
| Sub Title (in English) | |
| Keyword(1) | Spiking Neuron |
| Keyword(2) | Pulse-coupled neural network |
| Keyword(3) | Shift register generator |
| Keyword(4) | Random number generator |
| Keyword(5) | Cellular Automata |
| Keyword(6) | Ultra-discrete system |
| Keyword(7) | FPGA |
| 1st Author's Name | Hiroyuki TORIKAI |
| 1st Author's Affiliation | EECE Dept., Hosei University() |
| 2nd Author's Name | Toshimichi SAITO |
| 2nd Author's Affiliation | EECE Dept., Hosei University |
| Date | 2006-06-16 |
| Paper # | NC2006-29 |
| Volume (vol) | vol.106 |
| Number (no) | 102 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |