Presentation | 2018-05-19 On Simple Growing Reservoir Computing Systems Naoki Sakamoto, Toshimichi Saito, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper studies basic function of a simple reservoir computing system. The system is based on a ring-type recurrent network with growing structure. The number of neurons can increase flexibly depending on problems. Training of weighting parameters is performed by a simple version of the differential evolution. Using elementary time-series approximation problems, the network function is investigated. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Reservoir Computing / Differential Evolution / Time-series prediction |
Paper # | NC2018-4 |
Date of Issue | 2018-05-12 (NC) |
Conference Information | |
Committee | MBE / NC |
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Conference Date | 2018/5/19(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Univ. of Toyama |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) |
Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) |
Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) |
Paper Information | |
Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | On Simple Growing Reservoir Computing Systems |
Sub Title (in English) | |
Keyword(1) | Reservoir Computing |
Keyword(2) | Differential Evolution |
Keyword(3) | Time-series prediction |
1st Author's Name | Naoki Sakamoto |
1st Author's Affiliation | Hosei University(HU) |
2nd Author's Name | Toshimichi Saito |
2nd Author's Affiliation | Hosei University(HU) |
Date | 2018-05-19 |
Paper # | NC2018-4 |
Volume (vol) | vol.118 |
Number (no) | NC-45 |
Page | pp.pp.15-18(NC), |
#Pages | 4 |
Date of Issue | 2018-05-12 (NC) |