Presentation | 1998/10/24 Memorization of a pattern-dynamics by learning a symbol-dynamics Fumihiko Ishida, Yoshinori Hayakawa, Yoshihiro Hayakawa, Yasuji Sawada, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose a neural network architecture that memorizes a pattern (external information)-dynamics by a learning symbol (internal representation)-dynamics to realize 'prediction' of the external world, which is one of the important brain function. The architecture has two feedforward neural networks to encode patterns or to decode symbols and a recurrent neural network to memorize a symbol-dynamics. In this paper, we present a new algorithm to memorize time-series to realize the symbol-dynamics. Computer simulation shows that it is possible to memorize a rotating bar, as an example of a pattern-dynamics. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | pattern-dynamics / symbol-dynamics / encoding / decoding / time-series memorization / neural networks |
Paper # | NC98-47 |
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Committee | NC |
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Conference Date | 1998/10/24(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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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) | Memorization of a pattern-dynamics by learning a symbol-dynamics |
Sub Title (in English) | |
Keyword(1) | pattern-dynamics |
Keyword(2) | symbol-dynamics |
Keyword(3) | encoding |
Keyword(4) | decoding |
Keyword(5) | time-series memorization |
Keyword(6) | neural networks |
1st Author's Name | Fumihiko Ishida |
1st Author's Affiliation | Graduate School of information Science, Tohoku Univ.() |
2nd Author's Name | Yoshinori Hayakawa |
2nd Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ. |
3rd Author's Name | Yoshihiro Hayakawa |
3rd Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ. |
4th Author's Name | Yasuji Sawada |
4th Author's Affiliation | Research Institute of Electrical Communication, Tohoku Univ. |
Date | 1998/10/24 |
Paper # | NC98-47 |
Volume (vol) | vol.98 |
Number (no) | 365 |
Page | pp.pp.- |
#Pages | 7 |
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