| Presentation | 2011-06-24 Separated Extraction of Information by the Oscillatory Self-Organizing Maps Ryota MIYATA, Koji KURATA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The binding problem is one of the major issues, which remain to be unsolved in today's brain science. As a solution of the binding problem, there is a hypothesis that property binding should be represented by phase-locking among neuronal periodical firing. Regarding neuronal periodical firing as oscillation and synchronous firing as in-phase phase-locking, we introduce this synchronous firing hypothesis into the self-organizing maps (SOMs). In this paper, we propose oscillatory self-organizing maps. Utilizing the computer simulation, we report that our model composed of the oscillatory SOMs can solve the binding problem with separated extraction of information from two objects, by the phase difference. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | oscillatory self-organizing map / separated extraction of information / binding problem / synchronous firing hypothesis / phase-locking / selective Hebbian learning |
| Paper # | NC2011-12 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2011/6/16(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) | Separated Extraction of Information by the Oscillatory Self-Organizing Maps |
| Sub Title (in English) | |
| Keyword(1) | oscillatory self-organizing map |
| Keyword(2) | separated extraction of information |
| Keyword(3) | binding problem |
| Keyword(4) | synchronous firing hypothesis |
| Keyword(5) | phase-locking |
| Keyword(6) | selective Hebbian learning |
| 1st Author's Name | Ryota MIYATA |
| 1st Author's Affiliation | Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology() |
| 2nd Author's Name | Koji KURATA |
| 2nd Author's Affiliation | Faculty of Engineering, University of the Ryukyus |
| Date | 2011-06-24 |
| Paper # | NC2011-12 |
| Volume (vol) | vol.111 |
| Number (no) | 96 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |