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| 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 |
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| 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 |
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| 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 |
| Keyword(5) | |
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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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