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Paper Abstract and Keywords
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
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.
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
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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)
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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
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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