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Paper Abstract and Keywords
Presentation 2018-01-26 13:00
A study on Detecting Event Related Potential P300 through Weighted Ensemble Learning using Convolutional Neural Network
Takahiro Takeichi, Tomohiro Yoshikawa, Takeshi Furuhashi (Nagoya Univ.) NC2017-50
Abstract (in Japanese) (See Japanese page) 
(in English) The event related potential P300 in the electroencephalogram (EEG) elicited by visual stimulus is used for P300 speller which enable inputting a character. However, EEG generally contains a lot of noises and the characteristic component is buried in the noises. Thus various methods that extract the feature such as P300 from EEG are used. In this paper, we study on the discrimination of P300 using weighted ensemble learning of CNN which is often used in image processing, SWLDA and SVM.
Keyword (in Japanese) (See Japanese page) 
(in English) Brain Computer Interface / Convolutional Neural Network / P300 / Ensemble Learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 417, NC2017-50, pp. 1-4, Jan. 2018.
Paper # NC2017-50 
Date of Issue 2018-01-19 (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 NC2017-50

Conference Information
Committee MBE NC NLP  
Conference Date 2018-01-26 - 2018-01-27 
Place (in Japanese) (See Japanese page) 
Place (in English) Kyushu Institute of Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English) ME, generalImplementation of Neuro Computing,Analysis and Modeling of Human Science, 
Paper Information
Registration To NC 
Conference Code 2018-01-MBE-NC-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A study on Detecting Event Related Potential P300 through Weighted Ensemble Learning using Convolutional Neural Network 
Sub Title (in English)  
Keyword(1) Brain Computer Interface  
Keyword(2) Convolutional Neural Network  
Keyword(3) P300  
Keyword(4) Ensemble Learning  
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Keyword(6)  
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Keyword(8)  
1st Author's Name Takahiro Takeichi  
1st Author's Affiliation Nagoya University (Nagoya Univ.)
2nd Author's Name Tomohiro Yoshikawa  
2nd Author's Affiliation Nagoya University (Nagoya Univ.)
3rd Author's Name Takeshi Furuhashi  
3rd Author's Affiliation Nagoya University (Nagoya Univ.)
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Speaker Author-1 
Date Time 2018-01-26 13:00:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2017-50 
Volume (vol) vol.117 
Number (no) no.417 
Page pp.1-4 
#Pages 4 
Date of Issue 2018-01-19 (NC) 

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