| Presentation | 2018-12-15 Consideration on structural properties contributing to discrimination in Liquid State Machine Tatsuro Sakaguchi, Naoki Wakamiya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Liquid State Machine (LSM) is one of reservoir computing models and due to universal computing capability its application and improvements attract researchers.Meanwhile development of measurement technology reveals the existence of specific structure in brain networks, such as scale-free, small-world, and modular properties, which contribute to higher-order brain functions such as cognition and memory.In this paper, we adopt various networks as a middle layer, i.e. liquid or reservoir, of an LSM and investigate the relationship between structural properties and accuracy of discrimination.Results suggest that modularity and recurrentness of a middle layer net- work enhances discrimination capability. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Liquid State Machine / structural properties / discrimination |
| Paper # | NC2018-30 |
| Date of Issue | 2018-12-08 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2018/12/15(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Hirata(Chubu Univ.) / Masaki Kyoso(TCU) |
| Vice Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Secretary | Hayaru Shouno(Nagoya Univ.) / Taishin Nomura(NAIST) |
| Assistant | Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) / Takumi Kobayashi(YNU) / Ｙａｓｕｙｕｋｉ Ｓｕｚｕｋｉ(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) | Consideration on structural properties contributing to discrimination in Liquid State Machine |
| Sub Title (in English) | |
| Keyword(1) | Liquid State Machine |
| Keyword(2) | structural properties |
| Keyword(3) | discrimination |
| 1st Author's Name | Tatsuro Sakaguchi |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Naoki Wakamiya |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2018-12-15 |
| Paper # | NC2018-30 |
| Volume (vol) | vol.118 |
| Number (no) | NC-367 |
| Page | pp.pp.11-16(NC), |
| #Pages | 6 |
| Date of Issue | 2018-12-08 (NC) |