Presentation | 2015-11-09 A macroscopic neural mass model constructed from a current-based network of spiking neurons Hiroaki Umehara, Masato Okada, Jun-nosuke Teramae, Yasushi Naruse, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Neural mass model describing the dynamics of mean membrane potentials for neuronal populations are formulated from the networks of the current-based leaky integrate-and-fire models with spiking situations. The spike trains both firing inside and transmitted from other populations are approximated linearly by the mean potentials. The obtained model is confirmed to include the neural mass model of non-spiking dynamics with the conductance-based synapse in the preceding study and to reproduce the spiking situation more accurately by the numerical observation of the time series and power spectrum densities of the potentials. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | recurrent networks of neurons / spike / mean membrane potential / power spectral density / linear filter |
Paper # | CCS2015-51 |
Date of Issue | 2015-11-02 (CCS) |
Conference Information | |
Committee | CCS |
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Conference Date | 2015/11/9(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Inamori Foundation Memorial Building, Kyoto Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Interaction and Communication, etc. |
Chair | Hiroo Sekiya(Chiba Univ.) |
Vice Chair | Yasuhiro Tsubo(Ritsumeikan Univ.) / Naoki Wakamiya(Osaka Univ.) |
Secretary | Yasuhiro Tsubo(Kagawa National College of Tech.) / Naoki Wakamiya(Kyoto Sangyo Univ.) |
Assistant | Takayuki Kimura(Nippon Inst. of Tech.) / Song-Ju Kim(NIMS) / Ryo Takahashi(Kyoto Univ.) / Junnosuke Teramae(Osaka Univ.) |
Paper Information | |
Registration To | 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) | A macroscopic neural mass model constructed from a current-based network of spiking neurons |
Sub Title (in English) | |
Keyword(1) | recurrent networks of neurons |
Keyword(2) | spike |
Keyword(3) | mean membrane potential |
Keyword(4) | power spectral density |
Keyword(5) | linear filter |
1st Author's Name | Hiroaki Umehara |
1st Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
2nd Author's Name | Masato Okada |
2nd Author's Affiliation | The University of Tokyo(UTokyo) |
3rd Author's Name | Jun-nosuke Teramae |
3rd Author's Affiliation | Osaka University(Osaka Univ.) |
4th Author's Name | Yasushi Naruse |
4th Author's Affiliation | National Institute of Information and Communications Technology(NICT) |
Date | 2015-11-09 |
Paper # | CCS2015-51 |
Volume (vol) | vol.115 |
Number (no) | CCS-300 |
Page | pp.pp.35-40(CCS), |
#Pages | 6 |
Date of Issue | 2015-11-02 (CCS) |