Presentation | 1997/10/20 On the Principle of Hierarchical Sequence Encoding and Short-Term Memory in the Brain Ryoko Futami, Nozomu Hoshimiya, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is shown by the computer simulations that arbitrary temporal sequences can be roughly encoded into neural memory traces by the principle of hierarchical transition detection and integration. The neural sequence encoders based on this principle can be self-organized wtithout teachers. It is also shown that the mapping from sequence into memory trace has good continuity. For the evaluation of the encoding scheme, generalization abilities are examined on neural netwrork models which were trained to reproduce the encoded sequences. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Neural network / Sequence / Encoding / Short-term memory / Reproduction |
Paper # | NC97-38 |
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Committee | NC |
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Conference Date | 1997/10/20(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) | On the Principle of Hierarchical Sequence Encoding and Short-Term Memory in the Brain |
Sub Title (in English) | |
Keyword(1) | Neural network |
Keyword(2) | Sequence |
Keyword(3) | Encoding |
Keyword(4) | Short-term memory |
Keyword(5) | Reproduction |
1st Author's Name | Ryoko Futami |
1st Author's Affiliation | Dept. of Electronic Engineering, Tohoku University() |
2nd Author's Name | Nozomu Hoshimiya |
2nd Author's Affiliation | Dept. of Electronic Engineering, Tohoku University |
Date | 1997/10/20 |
Paper # | NC97-38 |
Volume (vol) | vol.97 |
Number (no) | 332 |
Page | pp.pp.- |
#Pages | 6 |
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