| Presentation | 2016-11-19 Estimation of Neural Connections from Partially Observed Spikes Taishi Iwasaki, Hideitsu Hino, Masami Tatsuno, Shotaro Akaho, Noboru Murata, |
|---|---|
| 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 |
|---|---|
| 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 |
|---|---|
| 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) |