| Presentation | 2019-05-10 Structure estimation of a neural network using Inter-spike-interval Kazuya Sawada, Yutaka Shimada, Ikeguchi Tohru, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we apply the causal estimation method of Convergent Cross Mapping to a mathematical model of neural networks to estimate their structures. Neurons were connected by gap junctions and the obtained membrane potential time series were converted to inter-spike-interval time series. We investigated performance of estimating neural network structures by applying CCM to the obtained inter-spike-interval time series. As a result, it is suggested that using inter-spike-interval time series may be effective for estimation of neural network structures. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Nonlinear time series analysis / causal estimation / Inter-spike-interval / Izhikevich neuron model / Gap junction |
| Paper # | NLP2019-3 |
| Date of Issue | 2019-05-03 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2019/5/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | J:COM HoltoHALL OITA |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | etc. |
| Chair | Norikazu Takahashi(Okayama Univ.) |
| Vice Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) |
| Secretary | Hiroaki Kurokawa(Hiroshima Inst. of Tech.) |
| Assistant | Masayuki Kimura(Kyoto Univ.) / Yutaka Shimada(Saitama Univ.) |
| Paper Information | |
| Registration To | 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) | Structure estimation of a neural network using Inter-spike-interval |
| Sub Title (in English) | |
| Keyword(1) | Nonlinear time series analysis |
| Keyword(2) | causal estimation |
| Keyword(3) | Inter-spike-interval |
| Keyword(4) | Izhikevich neuron model |
| Keyword(5) | Gap junction |
| 1st Author's Name | Kazuya Sawada |
| 1st Author's Affiliation | Tokyo University of Science(TUS) |
| 2nd Author's Name | Yutaka Shimada |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| 3rd Author's Name | Ikeguchi Tohru |
| 3rd Author's Affiliation | Tokyo University of Science(TUS) |
| Date | 2019-05-10 |
| Paper # | NLP2019-3 |
| Volume (vol) | vol.119 |
| Number (no) | NLP-19 |
| Page | pp.pp.13-18(NLP), |
| #Pages | 6 |
| Date of Issue | 2019-05-03 (NLP) |