| Presentation | 2018-08-02 Consideration on structural property for robust discrimination against structure defects in Liquid State Machine Yuta Okumura, Naoki Wakamiya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recent development of measurement technology reveals that functional and structural networks of brains called “connectome” has unique topological properties such as scale-free, modularity, and small-world, which con- tribute to structural robustness of a connectome. However, a source of functional robustness of the brain against structural defects is still unclear. To reveal it, in this paper we investigate the relationship between structural properties of a RNN of a Liquid State Machine and the decrease in discrimination ability when experiencing loss of synaptic connections and neurons. As the result, we find clustering coefficients contributes to robust discrimination against structure defects. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Liquid State Machine / structural property / structure defects / robustness |
| Paper # | CCS2018-27 |
| Date of Issue | 2018-07-25 (CCS) |
| Conference Information | |
| Committee | IN / CCS |
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| Conference Date | 2018/8/1(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kitayuzawa Mori-no-Soraniwa |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Takuji Kishida(NTT) / Mikio Hasegawa(Tokyo Univ. of Science) |
| Vice Chair | Kenji Ishida(Hiroshima City Univ.) / Makoto Naruse(NICT) / Shigeki Shiokawa(Kanagawa Inst. of Tech.) |
| Secretary | Kenji Ishida(KDDI Research) / Makoto Naruse(KDDI Research) / Shigeki Shiokawa(NTT) |
| Assistant | / Yusuke Kawakita(Kanagawa Inst. of Tech.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Ryo Takahashi(AUT) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / 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) | Consideration on structural property for robust discrimination against structure defects in Liquid State Machine |
| Sub Title (in English) | |
| Keyword(1) | Liquid State Machine |
| Keyword(2) | structural property |
| Keyword(3) | structure defects |
| Keyword(4) | robustness |
| 1st Author's Name | Yuta Okumura |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Naoki Wakamiya |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2018-08-02 |
| Paper # | CCS2018-27 |
| Volume (vol) | vol.118 |
| Number (no) | CCS-168 |
| Page | pp.pp.9-12(CCS), |
| #Pages | 4 |
| Date of Issue | 2018-07-25 (CCS) |