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| Presentation | 2017-03-13 11:15 Prediction of individual finger movements by EEG for motor execution and imagery Tetsuro Hayashi, Hiroshi Yokoyama, Isao Nambu, Yasuhiro Wada (NUT)  MBE2016-84 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The objective of this study is to predict which finger is moving or being imaged using electroencephalogram. We used ERSP as indicator of brain activity which represents frequency power fluctuation from baseline interval. The frequency bands $alpha$,$beta$ and $gamma$ (8-15 , 16-31, 32-128 Hz, respectively) of the ERSP were used for analysis. Additionally, a feature consisting on a merge of those three bands was also explored using PCA in such feature for dimension reduction. Those four kind of features were classified by LDA using 10-fold cross validation. The result showed that the combined feature of three frequency bands could classify most multiple of combination of finger in both motor execution and motor imagery. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | EEG / BCI / Finger movement / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 520, MBE2016-84, pp. 9-14, March 2017. | |
| Paper # | MBE2016-84 | |
| Date of Issue | 2017-03-06 (MBE) | |
| ISSN | Print edition: ISSN 0913-5685 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 | MBE2016-84 |
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| Conference Information | |
| Committee | MBE NC |
| Conference Date | 2017-03-13 - 2017-03-14 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MBE |
| Conference Code | 2017-03-MBE-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction of individual finger movements by EEG for motor execution and imagery |
| Sub Title (in English) | |
| Keyword(1) | EEG |
| Keyword(2) | BCI |
| Keyword(3) | Finger movement |
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| 1st Author's Name | Tetsuro Hayashi |
| 1st Author's Affiliation | Nagaoka University of Technology (NUT) |
| 2nd Author's Name | Hiroshi Yokoyama |
| 2nd Author's Affiliation | Nagaoka University of Technology (NUT) |
| 3rd Author's Name | Isao Nambu |
| 3rd Author's Affiliation | Nagaoka University of Technology (NUT) |
| 4th Author's Name | Yasuhiro Wada |
| 4th Author's Affiliation | Nagaoka University of Technology (NUT) |
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| Speaker | 1 |
| Date Time | 2017-03-13 11:15:00 |
| Presentation Time | 25 |
| Registration for | MBE |
| Paper # | IEICE-MBE2016-84 |
| Volume (vol) | IEICE-116 |
| Number (no) | no.520 |
| Page | pp.9-14 |
| #Pages | IEICE-6 |
| Date of Issue | IEICE-MBE-2017-03-06 |
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