| Presentation | 2022-11-17 Analysis of various periodic orbits in permutation binary neural networks Mikito Onuki, Taiji Okano, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studis a permutation binary neural network characterized by local binary connection, global permutation connection, and the signum activation function. The network is a simple recurrent-type neural network and generates various binary periodic orbits depending on the parameters. In order to analysis the periodic orbits, we introduce two feature quantities that characterize complexity and stability of the periodic orbits. Using two quantities, we analysis typical exampls of 7-dimensional networks and clarifies existence of globally stable periodic orbits. Presenting a simple FPGA based hardware, typical periodic orbits are confirmed experimentally. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary neural networks / permutaion / binary periodic orbits / stability |
| Paper # | CCS2022-44 |
| Date of Issue | 2022-11-10 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2022/11/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| Assistant | Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis of various periodic orbits in permutation binary neural networks |
| Sub Title (in English) | |
| Keyword(1) | Binary neural networks |
| Keyword(2) | permutaion |
| Keyword(3) | binary periodic orbits |
| Keyword(4) | stability |
| 1st Author's Name | Mikito Onuki |
| 1st Author's Affiliation | HOSEI University(HU) |
| 2nd Author's Name | Taiji Okano |
| 2nd Author's Affiliation | HOSEI University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | HOSEI University(HU) |
| Date | 2022-11-17 |
| Paper # | CCS2022-44 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-255 |
| Page | pp.pp.5-8(CCS), |
| #Pages | 4 |
| Date of Issue | 2022-11-10 (CCS) |