| Presentation | 2012-01-26 Analysis of Self-organizing Digital Spike Phase Maps Narutoshi HORIMOTO, Takashi OGAWA, Toshimichi SAITO, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies digital spike maps on lattice points and its learning algorithm. The maps can generate a variety of digital spike-trains and can be regarded as a simple version of the cellular automata. As a first step to analyze the rich dynamics, we calculate basic measures of the dynamics such as the number of periodic spike-trains. The learning algorithm has self-organizing functions and can extract embedded dynamics in noisy teacher signals. Performing basic numerical experiments, algorithm efficiency is confirmed. Our results may contribute to bridge between spiking neural systems and digital dynamical systems with rich applications. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | spiking neurons / digital spike-trains / self-organizing maps |
| Paper # | NC2011-102 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/1/19(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) | Analysis of Self-organizing Digital Spike Phase Maps |
| Sub Title (in English) | |
| Keyword(1) | spiking neurons |
| Keyword(2) | digital spike-trains |
| Keyword(3) | self-organizing maps |
| 1st Author's Name | Narutoshi HORIMOTO |
| 1st Author's Affiliation | Faculty of Science and Engineering, Department of Electrical and Electronics Engineering, Hosei University() |
| 2nd Author's Name | Takashi OGAWA |
| 2nd Author's Affiliation | Faculty of Science and Engineering, Department of Electrical and Electronics Engineering, Hosei University |
| 3rd Author's Name | Toshimichi SAITO |
| 3rd Author's Affiliation | Faculty of Science and Engineering, Department of Electrical and Electronics Engineering, Hosei University |
| Date | 2012-01-26 |
| Paper # | NC2011-102 |
| Volume (vol) | vol.111 |
| Number (no) | 419 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |