Presentation | 2019-05-10 A Study on Reconstructing Common Inputs to Neurons using Superposed Recurrence Plots Ryota Nomura, Tohru Ikeguchi, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we proposed a method for reconstructing common input data to single neurons only from observed spike sequences. First, we prepare a set of neurons which have different parameter values, or bifurcate, and we observe output spike sequences from the bifurcating neurons. Next, the observed spike sequences are transformed to a time series of firing rates, and a recurrence plot of the transformed firing rate time series is constructed. Finally, we applied the method of recovering a source input from which a recurrence plot is constructed. The results show that the proposed scheme works well to reconstruct the common input applied to single neurons. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | superposed recurrence plot / point process / bifurcation |
Paper # | NLP2019-6 |
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) | A Study on Reconstructing Common Inputs to Neurons using Superposed Recurrence Plots |
Sub Title (in English) | |
Keyword(1) | superposed recurrence plot |
Keyword(2) | point process |
Keyword(3) | bifurcation |
1st Author's Name | Ryota Nomura |
1st Author's Affiliation | Tokyo University of Science(Tokyo Univ. Science) |
2nd Author's Name | Tohru Ikeguchi |
2nd Author's Affiliation | Tokyo University of Science(Tokyo Univ. Science) |
Date | 2019-05-10 |
Paper # | NLP2019-6 |
Volume (vol) | vol.119 |
Number (no) | NLP-19 |
Page | pp.pp.29-34(NLP), |
#Pages | 6 |
Date of Issue | 2019-05-03 (NLP) |