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Paper Abstract and Keywords
Presentation 2017-12-16 11:20
A Study on Applying Convolutional Neural Network for Detecting Event Related Potential P300
Takahiro Takeichi, Tomohiro Yoshikawa, Takeshi Furuhashi (Nagoya Univ.)
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 that is a character inputting BCI. However, EEG generally contains a lot of noises and the characteristic component is buried in noise. Thus various feature extraction methods are used to extract the feature such as P300 from EEG. In this paper, we study on the discrimination of P300 using CNN which is used in image processing. We will also consider an ensemble learning of CNN, 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. 361, NC2017-42, pp. 13-16, Dec. 2017.
Paper # NC2017-42 
Date of Issue 2017-12-09 (NC) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee MBE NC  
Conference Date 2017-12-16 - 2017-12-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Nagoya University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) ME, general 
Paper Information
Registration To NC 
Conference Code 2017-12-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on Applying Convolutional Neural Network for Detecting Event Related Potential P300 
Sub Title (in English)  
Keyword(1) Brain Computer Interface  
Keyword(2) Convolutional Neural Network  
Keyword(3) P300  
Keyword(4) Ensemble Learning  
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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Date Time 2017-12-16 11:20:00 
Presentation Time 25 
Registration for NC 
Paper # IEICE-NC2017-42 
Volume (vol) IEICE-117 
Number (no) no.361 
Page pp.13-16 
#Pages IEICE-4 
Date of Issue IEICE-NC-2017-12-09 

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