Presentation | 2016-11-19 Estimation of Neural Connections from Partially Observed Spikes Taishi Iwasaki, Hideitsu Hino, Masami Tatsuno, Shotaro Akaho, Noboru Murata, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Estimation of neural connections from spike data is an important problem for investigating information processing in brains. Although a limited number of neurons are observed, most of the existing methods ignore effects from non-observed neurons. In this paper, we propose a framework for extracting connections of partially observed neurons by estimating effects from non-observed neurons based on a probability model of neuron firing. Our numerical experiment supports usefulness of our proposed method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | neuron / spike data / partial observation / graph |
Paper # | NC2016-36 |
Date of Issue | 2016-11-11 (NC) |
Conference Information | |
Committee | MBE / NC |
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Conference Date | 2016/11/18(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Tohoku University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
Vice Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
Secretary | Kazuki Nakajima(Kogakuin Univ.) / Masafumi Hagiwara(Toyama Pref. Univ.) |
Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) / Hisanao Akima(Tohoku Univ.) / Yoshihisa Shinozawa(Keio Univ.) |
Paper Information | |
Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Estimation of Neural Connections from Partially Observed Spikes |
Sub Title (in English) | |
Keyword(1) | neuron |
Keyword(2) | spike data |
Keyword(3) | partial observation |
Keyword(4) | graph |
1st Author's Name | Taishi Iwasaki |
1st Author's Affiliation | Waseda University(Waseda Univ.) |
2nd Author's Name | Hideitsu Hino |
2nd Author's Affiliation | University of Tsukuba(Tsukuba Univ.) |
3rd Author's Name | Masami Tatsuno |
3rd Author's Affiliation | University of Lethbridge(Lethbridge Univ.) |
4th Author's Name | Shotaro Akaho |
4th Author's Affiliation | National Institute of Advanced Industrial Science and Technology(AIST) |
5th Author's Name | Noboru Murata |
5th Author's Affiliation | Waseda University(Waseda Univ.) |
Date | 2016-11-19 |
Paper # | NC2016-36 |
Volume (vol) | vol.116 |
Number (no) | NC-313 |
Page | pp.pp.21-26(NC), |
#Pages | 6 |
Date of Issue | 2016-11-11 (NC) |