| Presentation | 2006-11-11 An approach toward learning algorithm for 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) | A Digital Spiking Neuron (DSN) can generate a spike-train that can have various sequences of inter-spike intervals (ISIs). The DSN is a wired system of shift registers, and the wiring pattern is a crucial parameter that determines dynamics of the ISI. In this paper, first, we clarify a basic relation between the wiring pattern and basic characteristics of the spike-train. Based on this relation, we propose a learning algorithm that utilizes re-wirings. As a teacher signal, the DSN accepts a sequence of ISIs generated by a teacher-DSN that has an unknown wiring pattern. We then show that the proposed learning algorithm can be an approach toward a fundamental problem: Can the DSN reconstruct the unknown wiring patterns of the teacher-DSN from the ISI sequence? |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spiking neuron / Pulse-coupled network / shift register generator / Cellular Automata / FPGA / Learning |
| Paper # | NC2006-69 |
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| Committee | NC |
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| Conference Date | 2006/11/4(1days) |
| Place (in Japanese) | (See Japanese page) |
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| 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) | An approach toward learning algorithm for Digital Spiking Neuron |
| Sub Title (in English) | |
| Keyword(1) | Spiking neuron |
| Keyword(2) | Pulse-coupled network |
| Keyword(3) | shift register generator |
| Keyword(4) | Cellular Automata |
| Keyword(5) | FPGA |
| Keyword(6) | Learning |
| 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 | 2006-11-11 |
| Paper # | NC2006-69 |
| Volume (vol) | vol.106 |
| Number (no) | 342 |
| Page | pp.pp.- |
| #Pages | 6 |
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