| Presentation | 2022-09-30 On optimization of periodic orbits in permutation binary neural networks Kento Saka, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper introduces a permutation binary neural network characterized by local binary connection and global permutation connection. The network is a simple recurrent-type neural network and generates various binary periodic orbits depending on the parameters. This paper considers two objective optimization problem of binary periodic orbits in the network. The two objectives evaluate period and stability of the binary periodic orbits. In order to realize the optimization, we present evolutionary algorithm. Using basic examples, we investigate performance of the algorithm. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary neural networks / permutation / periodic orbits / stability |
| Paper # | NC2022-38 |
| Date of Issue | 2022-09-22 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2022/9/29(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Brain Architecture, NC, ME |
| Chair | Hiroshi Yamakawa(Univ of Tokyo) / Junichi Hori(Niigata Univ.) |
| Vice Chair | Hirokazu Tanaka(Tokyo City Univ.) / Hisashi Yoshida(Kinki Univ.) |
| Secretary | Hirokazu Tanaka(NTT) / Hisashi Yoshida(NICT) |
| Assistant | Yoshimasa Tawatsuji(Waseda Univ.) / Tomoki Kurikawa(KMU) / Emi Yuda(Tohoku Univ) / Miki Kaneko(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On optimization of periodic orbits in permutation binary neural networks |
| Sub Title (in English) | |
| Keyword(1) | Binary neural networks |
| Keyword(2) | permutation |
| Keyword(3) | periodic orbits |
| Keyword(4) | stability |
| 1st Author's Name | Kento Saka |
| 1st Author's Affiliation | HOSEI University(HU) |
| 2nd Author's Name | Toshimichi Saito |
| 2nd Author's Affiliation | HOSEI University(HU) |
| Date | 2022-09-30 |
| Paper # | NC2022-38 |
| Volume (vol) | vol.122 |
| Number (no) | NC-195 |
| Page | pp.pp.24-27(NC), |
| #Pages | 4 |
| Date of Issue | 2022-09-22 (NC) |