| Presentation | 2021-03-29 Construction of Nonlinear Large-Scale Network Simulator aiming for Emergence of Reservoir function Kento Igarashi, Tetsuya Asai, Megumi Akai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A large-scale network simulator consisting of non-linear elements has been constructed for the physical implementation of reservoir computing, which has attracted much attention in recent years. Nonlinearity has been confirmed in the response of various nanomaterials. In this study, we focus on the special nonlinear response of molecules and confirm that molecular networks have reservoir performance. In this study, we focused on the special nonlinear response of molecules and confirmed that molecular networks have reservoir performance. Furthermore, we found a guideline to improve the performance by various parameters such as network structure and nonlinear properties. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Artificial Intelligence / Reservoir Computing / Times series prediction / Nanomolecules |
| Paper # | CCS2020-21 |
| Date of Issue | 2021-03-22 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2021/3/29(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | etc. |
| Chair | Shigeki Shiokawa(Kanagawa Inst. of Tech.) |
| Vice Chair | Tetsuya Asai(Hokkaido Univ.) / Megumi Akai(Hokkaido Univ.) |
| Secretary | Tetsuya Asai(Kanagawa Inst. of Tech.) / Megumi Akai(TDK) |
| Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Kosuke Sanada(Mie 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) | Construction of Nonlinear Large-Scale Network Simulator aiming for Emergence of Reservoir function |
| Sub Title (in English) | |
| Keyword(1) | Artificial Intelligence |
| Keyword(2) | Reservoir Computing |
| Keyword(3) | Times series prediction |
| Keyword(4) | Nanomolecules |
| 1st Author's Name | Kento Igarashi |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Tetsuya Asai |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Megumi Akai |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2021-03-29 |
| Paper # | CCS2020-21 |
| Volume (vol) | vol.120 |
| Number (no) | CCS-438 |
| Page | pp.pp.1-6(CCS), |
| #Pages | 6 |
| Date of Issue | 2021-03-22 (CCS) |