| Presentation | 2022-03-28 Analyses on hierarchical networks of reservoir computing to model visual-information processing Takumi Shinkawa, Hideyuki Katou, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, reservoir computing is expected to have various engineering applications such as real-time learning of time-series data because of its extremely fast learning speed, compared with the other types of recurrent neural networks. In this study, we attempted to model brain functions, especially visual-information processing, using the reservoir computing. As a first step, we constructed a reservoir computing system with a hierarchical structure and evaluated its functions in the visual-information processing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | reservoir computing / visual-information processing / hierarchical structure |
| Paper # | MSS2021-59,NLP2021-130 |
| Date of Issue | 2022-03-21 (MSS, NLP) |
| Conference Information | |
| Committee | MSS / NLP |
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| Conference Date | 2022/3/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | MSS, NLP, Work In Progress (MSS only), and etc. |
| Chair | Atsuo Ozaki(Osaka Inst. of Tech.) / Takuji Kosaka(Chukyo Univ.) |
| Vice Chair | Shingo Yamaguchi(Yamaguchi Univ.) / Akio Tsuneda(Kumamoto Univ.) |
| Secretary | Shingo Yamaguchi(Hokkaido Univ.) / Akio Tsuneda(NEC) |
| Assistant | Masato Shirai(Shimane Univ.) / Hideyuki Kato(Oita Univ.) / Yuichi Yokoi(Nagasaki Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Mathematical Systems Science and its Applications / 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) | Analyses on hierarchical networks of reservoir computing to model visual-information processing |
| Sub Title (in English) | |
| Keyword(1) | reservoir computing |
| Keyword(2) | visual-information processing |
| Keyword(3) | hierarchical structure |
| 1st Author's Name | Takumi Shinkawa |
| 1st Author's Affiliation | Oita University(Oita Univ) |
| 2nd Author's Name | Hideyuki Katou |
| 2nd Author's Affiliation | Oita University(Oita Univ) |
| Date | 2022-03-28 |
| Paper # | MSS2021-59,NLP2021-130 |
| Volume (vol) | vol.121 |
| Number (no) | MSS-443,NLP-444 |
| Page | pp.pp.23-28(MSS), pp.23-28(NLP), |
| #Pages | 6 |
| Date of Issue | 2022-03-21 (MSS, NLP) |