| Paper Abstract and Keywords |
| Presentation |
2023-10-27 13:30
Significance of single cell recording
-- Reverse engineering from supplementary motor cortex neuronal activity to reinforcement learning model -- Nao Matsumoto, Naoki M. Tamura, Hajime Mushiake (Tohoku Univ. Sch. Med.), Kazuhiro Sakamoto (TMPU) NC2023-25 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (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) |
| (in English) |
Single-Cell Recording / Supplementary Motor Area / Reinforcement Learning / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 233, NC2023-25, pp. 1-5, Oct. 2023. |
| Paper # |
NC2023-25 |
| Date of Issue |
2023-10-20 (NC) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NC2023-25 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2023-10-27 - 2023-10-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tohoku Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, ME |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2023-10-NC-MBE |
| Language |
Japanese |
| 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 |
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| 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) |
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| Speaker |
Author-4 |
| Date Time |
2023-10-27 13:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2023-25 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.233 |
| Page |
pp.1-5 |
| #Pages |
5 |
| Date of Issue |
2023-10-20 (NC) |