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Paper Abstract and Keywords
Presentation 2019-12-06 11:00
Prediction of EEG Time Series with Reservoir Computing
Takayuki Koga, Yuta Takahashi, Rieko Osu (Waseda Univ) MBE2019-48 NC2019-39
Abstract (in Japanese) (See Japanese page) 
(in English) We applied Reservoir Computing (RC) to predict and generate EEG time-series. In the prediction, 10sec EEG was used for training. For test, input was 800ms EEG that was not used for training and output was subsequent 100ms. When learned with the difference series (every 2ms), it was possible to predict subsequent 20ms with a mean absolute error of 0.68μV ~ 1.06μV (95% confidence interval). In the generation, the RC model generated 2sec EEG signals from uniform random noise. The frequency characteristics of the generated signals were similar to those measured.
Keyword (in Japanese) (See Japanese page) 
(in English) Reservoir Computing / Time-series Prediction / EEG / / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 328, NC2019-39, pp. 19-24, Dec. 2019.
Paper # NC2019-39 
Date of Issue 2019-11-29 (MBE, NC) 
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 MBE2019-48 NC2019-39

Conference Information
Committee NC MBE  
Conference Date 2019-12-06 - 2019-12-06 
Place (in Japanese) (See Japanese page) 
Place (in English) Toyohashi Tech 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2019-12-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Prediction of EEG Time Series with Reservoir Computing 
Sub Title (in English)  
Keyword(1) Reservoir Computing  
Keyword(2) Time-series Prediction  
Keyword(3) EEG  
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1st Author's Name Takayuki Koga  
1st Author's Affiliation Waseda University (Waseda Univ)
2nd Author's Name Yuta Takahashi  
2nd Author's Affiliation Waseda University (Waseda Univ)
3rd Author's Name Rieko Osu  
3rd Author's Affiliation Waseda University (Waseda Univ)
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Speaker
Date Time 2019-12-06 11:00:00 
Presentation Time 25 
Registration for NC 
Paper # IEICE-MBE2019-48,IEICE-NC2019-39 
Volume (vol) IEICE-119 
Number (no) no.327(MBE), no.328(NC) 
Page pp.19-24 
#Pages IEICE-6 
Date of Issue IEICE-MBE-2019-11-29,IEICE-NC-2019-11-29 


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