| Presentation | 2023-10-27 Significance of single cell recording Nao Matsumoto, Naoki M. Tamura, Hajime Mushiake, Kazuhiro Sakamoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Elucidating the regions of the brain that are active in a given cognitive activity is an important mission in neuroscience. fMRI experiments using humans have greatly contributed to the identification of brain regions involved in higher brain function. However, an increase or decrease in activity alone is insufficient to elucidate the neural mechanisms that can specifically realize higher brain functions. In this study, we show the computational significance of single-cell recordings using microelectrodes while monkeys perform high-level tasks. Specifically, we demonstrate how the neuronal activity properties of the cortical supplementary motor cortex can inform reinforcement learning model building in a variety of possible implementations. This approach is expected to contribute to the reintegration of experimental physiology and machine learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Single-Cell Recording / Supplementary Motor Area / Reinforcement Learning |
| Paper # | NC2023-25 |
| Date of Issue | 2023-10-20 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2023/10/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | NC, ME |
| Chair | Hirokazu Tanaka(Tokyo City Univ.) / Hisashi Yoshida(Kinki Univ.) |
| Vice Chair | Jun Izawa(Univ. of Tsukub) / Akinori Ueno(Tokyo Denki Univ.) |
| Secretary | Jun Izawa(NTT) / Akinori Ueno(NAIST) |
| Assistant | Yoshimasa Tawatsuji(Waseda Univ.) / Takato Horii(Osaka Univ.) / Akihiko Tsukahara(Tokyo Denki Univ.) / Miki Kaneko(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Significance of single cell recording |
| Sub Title (in English) | Reverse engineering from supplementary motor cortex neuronal activity to reinforcement learning model |
| Keyword(1) | Single-Cell Recording |
| Keyword(2) | Supplementary Motor Area |
| Keyword(3) | Reinforcement Learning |
| 1st Author's Name | Nao Matsumoto |
| 1st Author's Affiliation | Tohoku University School of Medicine(Tohoku Univ. Sch. Med.) |
| 2nd Author's Name | Naoki M. Tamura |
| 2nd Author's Affiliation | Tohoku University School of Medicine(Tohoku Univ. Sch. Med.) |
| 3rd Author's Name | Hajime Mushiake |
| 3rd Author's Affiliation | Tohoku University School of Medicine(Tohoku Univ. Sch. Med.) |
| 4th Author's Name | Kazuhiro Sakamoto |
| 4th Author's Affiliation | Tohoku Medical & Pharmaceutical University(TMPU) |
| Date | 2023-10-27 |
| Paper # | NC2023-25 |
| Volume (vol) | vol.123 |
| Number (no) | NC-233 |
| Page | pp.pp.1-5(NC), |
| #Pages | 5 |
| Date of Issue | 2023-10-20 (NC) |