Presentation | 2016-01-29 Analysis of spurious memories in hysteresis associative memories Takahiro Ishikawa, Kei Yamaoka, Toshimichi Saito, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The hysteresis neural network is a continuous-time network characterized by binary hysteresis activation function. The dynamics is described by a piecewise linear differential equation and can be analyzed precisely. The network has been applied to various systems including associative memories. In the associative memories, we have a theoretical result that guarantees storage of any number of desired memories. However, it is hard to suppress spurious memories. Performing numerical experiments based on the full search of a class of desired memories, we investigate the relation between connection parameters and the number of spurious memories. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | associative memories |
Paper # | NC2015-62 |
Date of Issue | 2016-01-21 (NC) |
Conference Information | |
Committee | NC / NLP |
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Conference Date | 2016/1/28(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kyushu Institute of Technology |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Implementation of Neuro Computing,Analysis and Modeling of Human Science, etc |
Chair | Toshimichi Saito(Hosei Univ.) / Kenya Jinno(Nippon Inst. of Tech.) |
Vice Chair | Shigeo Sato(Tohoku Univ.) / Naoto Fujisaka(Hiroshima City Univ.) |
Secretary | Shigeo Sato(Kyushu Inst. of Tech.) / Naoto Fujisaka(Kyoto Sangyo Univ.) |
Assistant | Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) |
Paper Information | |
Registration To | Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Analysis of spurious memories in hysteresis associative memories |
Sub Title (in English) | |
Keyword(1) | associative memories |
1st Author's Name | Takahiro Ishikawa |
1st Author's Affiliation | Hosei University(HU) |
2nd Author's Name | Kei Yamaoka |
2nd Author's Affiliation | Hosei University(HU) |
3rd Author's Name | Toshimichi Saito |
3rd Author's Affiliation | Hosei University(HU) |
Date | 2016-01-29 |
Paper # | NC2015-62 |
Volume (vol) | vol.115 |
Number (no) | NC-426 |
Page | pp.pp.29-32(NC), |
#Pages | 4 |
Date of Issue | 2016-01-21 (NC) |