| Presentation | 2018-01-27 Stability and periodic orbits in dynamic binary neural newtorks Seitaro Koyama, Shunsuke Aoki, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The dynamic binary neural network is characterized by the signum activation function and ternary connection parameters. Depending on the parameters, the network can generate various binary periodic orbits. This paper analyzes the dynamics of typical network examples. In order to analyze the dynamics, we introduce the two feature quantities which characterize stability and one-bit error correction of periodic orbits. We consider the relationship between the number the cells and stability of periodic orbits. In some sparse network, as the number of the cells increases, stability of periodic orbits tends to be weak. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dynamic binary neural networks / Associative memories / Periodic orbits / Stability |
| Paper # | NLP2017-97 |
| Date of Issue | 2018-01-19 (NLP) |
| Conference Information | |
| Committee | MBE / NC / NLP |
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| Conference Date | 2018/1/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyushu Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, generalImplementation of Neuro Computing,Analysis and Modeling of Human Science, |
| Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) / Masaharu Adachi(Tokyo Denki Univ.) |
| Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) / Norikazu Takahashi(Okayama Univ.) |
| Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) / Norikazu Takahashi(Tokyo Inst. of Tech.) |
| Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) / Toshihiro Tachibana(Shonan Inst. of Tech.) / Masayuki Kimura(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / 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) | Stability and periodic orbits in dynamic binary neural newtorks |
| Sub Title (in English) | |
| Keyword(1) | Dynamic binary neural networks |
| Keyword(2) | Associative memories |
| Keyword(3) | Periodic orbits |
| Keyword(4) | Stability |
| 1st Author's Name | Seitaro Koyama |
| 1st Author's Affiliation | Hosei University(HU) |
| 2nd Author's Name | Shunsuke Aoki |
| 2nd Author's Affiliation | Hosei University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University(HU) |
| Date | 2018-01-27 |
| Paper # | NLP2017-97 |
| Volume (vol) | vol.117 |
| Number (no) | NLP-415 |
| Page | pp.pp.59-62(NLP), |
| #Pages | 4 |
| Date of Issue | 2018-01-19 (NLP) |